Example of overflow (click for comparison)
To fix this problem,
-simply use resize like so:
resize like so:
# Only applies to integer pixel formats, since floating point clips are always full range.
clip = clip.resize.Spline36(range_in_s="full", range_s="limited")
Under
a video may use faulty levels like 0-235 or 16-255
which are neither full nor limited range.
In such cases or similar,
-std.Levels can be utilized to correct the range:
+std.Levels can be utilized to correct the range:
# This only applies to 8 bit clips!
# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.
clip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane
diff --git a/print.html b/print.html
index fb74d2f..21d4c9f 100644
--- a/print.html
+++ b/print.html
@@ -1149,9 +1149,7 @@ Plugins
can be installed to extend the functionality of the frameserver.
These are usually more specific than the universally usable core plugins
or they are collections of wrappers and functions.
-A (non-exhaustive) list of plugins and scripts is available in the
-official documentation.
-Additionally, an extensive database of VapourSynth plugins and scripts
+An extensive database of VapourSynth plugins and scripts
is available at VSDB.
VSDB also offers a GUI for vsrepo,
VapourSynth’s official package manager,
@@ -1292,7 +1290,7 @@ Video CodecsDaala and AV-1.
Encoders made for distributed server encoding,
-such as Intel’s SVT-AV1 will also not be included.
+such as Intel’s SVT-AV1 will also not be included.
Audio
Audio formats and how to handle them
Depending on the source you’ll be working with,
@@ -1338,7 +1336,7 @@
Which
Download Windows builds from xiph’s website.
Most Linux distributions should have FLAC in their package repositories.
The recommended and most widely used AAC encoder is qaac,
-available on its official site.
+available on its official site.
Nero and Fraunhofer FDK aren’t really that much worse,
so you can use them if you really want.
Other AAC encoders are discouraged,
@@ -1492,7 +1490,7 @@
Encoding to
Encoding to AAC
First, set up qaac:
-- Go to its download page and download the newest build
+
- Go to its download page and download the newest build
(2.70 at the time of writing) and
makeportable.zip.
- Extract the
x64 folder wherever you want qaac to be,
then extract contents of makeportable.zip inside it.
@@ -1744,7 +1742,7 @@ Under
Example of overflow (click for comparison)
To fix this problem,
-simply use resize like so:
+simply use resize like so:
# Only applies to integer pixel formats, since floating point clips are always full range.
clip = clip.resize.Spline36(range_in_s="full", range_s="limited")
@@ -1760,7 +1758,7 @@ Under
a video may use faulty levels like 0-235 or 16-255
which are neither full nor limited range.
In such cases or similar,
-std.Levels can be utilized to correct the range:
+std.Levels can be utilized to correct the range:
# This only applies to 8 bit clips!
# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.
clip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane
@@ -2049,7 +2047,7 @@ Masking
GRAY8 (8 bits integer),
GRAY16 (16 bits integer),
or GRAYS (single precision floating point).
-std.MaskedMerge
+std.MaskedMerge
This is the main function for masking
that performs the actual merging.
It takes three clips as input:
@@ -2080,7 +2078,7 @@
Manipul
is often rather tricky.
VapourSynth provides basic tools for manipulating masks
that can be used to bring them into the desired shape:
-std.Minimum/std.Maximum
+std.Minimum/std.Maximum
The Minimum/Maximum operations replace each pixel
with the smallest/biggest value in its 3x3 neighbourhood.
The 3x3 neighbourhood of a pixel
@@ -2108,9 +2106,9 @@
std.Inflate/std.Deflate
+std.Inflate/std.Deflate
TODO
-std.Binarize
+std.Binarize
Split the luma/chroma values of any clip into one of two values,
according to a fixed threshold.
For instance,
@@ -2301,7 +2299,7 @@
std.MakeDiff and std.MergeDiff
+std.MakeDiff and std.MergeDiff
Subtract or add the difference of two clips, respectively.
These filters are peculiar in that they work differently in
integer and float formats,
@@ -2324,7 +2322,7 @@
std.Merge
+std.Merge
This function is similar to MaskedMerge,
the main difference being
that a constant weight is supplied
@@ -2335,9 +2333,9 @@
std.Expr
+std.Expr
TODO
-std.Lut and std.Lut2
+std.Lut and std.Lut2
May be slightly faster than Expr in some cases,
otherwise they can’t really do anything that Expr can’t.
You can substitute a normal Python function for the RPN expression, though,
@@ -3533,7 +3531,7 @@
Coming Soon
1
-Source: http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
+Source: https://web.archive.org/web/20190203114601/http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
Encoding with x265
High Efficiency Video Coding (HEVC),
@@ -3802,7 +3800,7 @@
1
-Source: http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
+Source: https://web.archive.org/web/20190203114601/http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
Aegisub & Other Tools
Tools
diff --git a/searchindex.js b/searchindex.js
index 7bfec22..52c14af 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Object.assign(window.search, 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project aims to become a public guide for aspiring as well as veteran fansubbers that everyone can contribute to. It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. Run the following in your terminal: $ python getnative.py \"descale_manaria04.png\" It should show the following: Using imwri as source filter\n501/501\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 878p\ndone in 18.39s If you check the directory where you executed the script, you will find a new folder called \"getnative\". You can find the following graph in there as well: Manaria Friends — 01 (frame 4 getnative graph) The X-axis shows the resolutions that were checked, and the Y-axis shows the relative error. The relative error refers to the difference between the original frame and the rescaled frame. What you're looking for are the spikes that show a low relative error. In this case it very clearly points to 878p. As a sidenote, it's important to keep in mind that this script can't find native 1080p elements. This is because it descales the frame and re-upscales it afterwards to determine the relative error. You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. Here's another example: Black Lagoon (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 1000p, 974p, 810p This graph has a lot of unnatural swerves and it's impossible to determine what the native resolution is. Another pitfall you've got to watch out for is checking the results of a frame with letterboxing. Kizumonogatari I Kizumonogatari I (getnative graph) You will have to crop them beforehand or they will return odd graphs like this. For a change of pace, let's look at a good graph. Aikatsu Friends! — NCOP (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 810p The results are very clear. There are a couple of deviations, but there's a very clear spike going down to 810p. This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. A (non-exhaustive) list of plugins and scripts is available in the official documentation . Additionally, an extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. 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project aims to become a public guide for aspiring as well as veteran fansubbers that everyone can contribute to. It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. Run the following in your terminal: $ python getnative.py \"descale_manaria04.png\" It should show the following: Using imwri as source filter\n501/501\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 878p\ndone in 18.39s If you check the directory where you executed the script, you will find a new folder called \"getnative\". You can find the following graph in there as well: Manaria Friends — 01 (frame 4 getnative graph) The X-axis shows the resolutions that were checked, and the Y-axis shows the relative error. The relative error refers to the difference between the original frame and the rescaled frame. What you're looking for are the spikes that show a low relative error. In this case it very clearly points to 878p. As a sidenote, it's important to keep in mind that this script can't find native 1080p elements. This is because it descales the frame and re-upscales it afterwards to determine the relative error. You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. Here's another example: Black Lagoon (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 1000p, 974p, 810p This graph has a lot of unnatural swerves and it's impossible to determine what the native resolution is. Another pitfall you've got to watch out for is checking the results of a frame with letterboxing. Kizumonogatari I Kizumonogatari I (getnative graph) You will have to crop them beforehand or they will return odd graphs like this. For a change of pace, let's look at a good graph. Aikatsu Friends! — NCOP (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 810p The results are very clear. There are a couple of deviations, but there's a very clear spike going down to 810p. This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. An extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. See link for usage information.","breadcrumbs":"Masking, Limiting, and Related Functions » Single and multi-clip adjustments with std.Expr and friends","id":"93","title":"Single and multi-clip adjustments with std.Expr and friends"},"94":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Limiting","id":"94","title":"Limiting"},"95":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Referencing","id":"95","title":"Referencing"},"96":{"body":"TODO Example: Strong smoothing on scene changes (i.e. for MPEG-2 transport streams) from functools import partial src = core.d2v.Source()\nsrc = ivtc(src)\nsrc = haf.Deblock_QED(src) ref = core.rgvs.RemoveGrain(src, 2) # xvid analysis is better in lower resolutions\nfirst = core.resize.Bilinear(ref, 640, 360).wwxd.WWXD()\n# shift by one frame\nlast = core.std.DuplicateFrames(first, src.num_frames - 1).std.DeleteFrames(0) # copy prop to last frame of previous scene\npropclip = core.std.ModifyFrame(first, clips=[first, last], selector=shiftback) def shiftback(n, f): both = f[0].copy() if f[1].props.SceneChange == 1: both.props.SceneChange = 1 return both def scsmooth(n, f, clip, ref): if f.props.SceneChange == 1: clip = core.dfttest.DFTTest(ref, tbsize=1) return clip out = core.std.FrameEval(src, partial(scsmooth, clip=src, ref=ref), prop_src=propclip)","breadcrumbs":"Masking, Limiting, and Related Functions » Runtime filtering with FrameEval","id":"96","title":"Runtime filtering with FrameEval"},"97":{"body":"TODO Example: Deband a grainy clip with f3kdb (16 bit input) src16 = last\nsrc32 = fvf.Depth(last, 32) # I really need to finish zzfunc.py :<\nminmax = zz.rangemask(src16, rad=1, radc=0) #8-16 bit MakeDiff and MergeDiff are limited to 50% of full-range, so float is used here\nclean = core.std.Convolution(src32, [1,2,1,2,4,2,1,2,1]).std.Convolution([1]*9, planes=[0])\ngrain = core.std.Expr([src32, clean32], 'x y - 0.5 +') clean = fvf.Depth(clean, 16)\ndeband =core.f3kdb.Deband(clean, 16, 40, 40, 40, 0, 0, keep_tv_range=True, output_depth=16) #limit the debanding: f3kdb becomes very strong on the smoothed clip (or rather, becomes more efficient)\n#adapt strength according to a neighborhood-similarity mask, steadily decreasing strength in more detailed areas\nlimited = zz.AdaptiveLimitFilter(deband, clean, mask=minmax, thr1=0.3, thr2=0.0, mthr1=400, mthr2=700, thrc=0.25) output = fvf.Depth(limited, 32).std.MergeDiff(grain)","breadcrumbs":"Masking, Limiting, and Related Functions » Pre-filters","id":"97","title":"Pre-filters"},"98":{"body":"The ability to descale is a wonderful tool to have in any encoder's arsenal. You may have heard before that most anime are not native 1080p, but a lower resolution. But how do we make use of that? How do you find the native resolution and reverse the upscale?","breadcrumbs":"Descaling » Descaling","id":"98","title":"Descaling"},"99":{"body":"There are many circumstances where descaling might prove beneficial. For example, say you've got a very blurry Blu-ray source. Rather than sharpening it, you might want to consider checking if it's possible to descale it and maybe alleviate a lot of the blur that way. Or the opposite: say you've got a source full of ringing. It might have been upscaled using a very sharp kernel, so it's worth a try to see if it can be descaled. It's no surprise that descaling tends to offer far better lineart than usual rescaling does. However, descaling is not always an option. The worse your source is, the less likely it is that descaling will yield better results than a simple resample. If you've got a source full of broken gradients or noise patterns, like your average simulcast stream, descaling might only hurt the overall quality. Sadly, sources with a lot of post-processing might also prove tough to properly descale without dabbling with specific masks. However, as long as you've got a source with nice, clean lineart, descaling might be a viable option, and possibly nullify the need for a lot of other filtering.","breadcrumbs":"Descaling » When and where to descale","id":"99","title":"When and where to 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project aims to become a public guide for aspiring as well as veteran fansubbers that everyone can contribute to. It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. Run the following in your terminal: $ python getnative.py \"descale_manaria04.png\" It should show the following: Using imwri as source filter\n501/501\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 878p\ndone in 18.39s If you check the directory where you executed the script, you will find a new folder called \"getnative\". You can find the following graph in there as well: Manaria Friends — 01 (frame 4 getnative graph) The X-axis shows the resolutions that were checked, and the Y-axis shows the relative error. The relative error refers to the difference between the original frame and the rescaled frame. What you're looking for are the spikes that show a low relative error. In this case it very clearly points to 878p. As a sidenote, it's important to keep in mind that this script can't find native 1080p elements. This is because it descales the frame and re-upscales it afterwards to determine the relative error. You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. Here's another example: Black Lagoon (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 1000p, 974p, 810p This graph has a lot of unnatural swerves and it's impossible to determine what the native resolution is. Another pitfall you've got to watch out for is checking the results of a frame with letterboxing. Kizumonogatari I Kizumonogatari I (getnative graph) You will have to crop them beforehand or they will return odd graphs like this. For a change of pace, let's look at a good graph. Aikatsu Friends! — NCOP (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 810p The results are very clear. There are a couple of deviations, but there's a very clear spike going down to 810p. This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. A (non-exhaustive) list of plugins and scripts is available in the official documentation . Additionally, an extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. See link for usage information.","breadcrumbs":"Masking, Limiting, and Related Functions » Single and multi-clip adjustments with std.Expr and friends","id":"93","title":"Single and multi-clip adjustments with std.Expr and friends"},"94":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Limiting","id":"94","title":"Limiting"},"95":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Referencing","id":"95","title":"Referencing"},"96":{"body":"TODO Example: Strong smoothing on scene changes (i.e. for MPEG-2 transport streams) from functools import partial src = core.d2v.Source()\nsrc = ivtc(src)\nsrc = haf.Deblock_QED(src) ref = core.rgvs.RemoveGrain(src, 2) # xvid analysis is better in lower resolutions\nfirst = core.resize.Bilinear(ref, 640, 360).wwxd.WWXD()\n# shift by one frame\nlast = core.std.DuplicateFrames(first, src.num_frames - 1).std.DeleteFrames(0) # copy prop to last frame of previous scene\npropclip = core.std.ModifyFrame(first, clips=[first, last], selector=shiftback) def shiftback(n, f): both = f[0].copy() if f[1].props.SceneChange == 1: both.props.SceneChange = 1 return both def scsmooth(n, f, clip, ref): if f.props.SceneChange == 1: clip = core.dfttest.DFTTest(ref, tbsize=1) return clip out = core.std.FrameEval(src, partial(scsmooth, clip=src, ref=ref), prop_src=propclip)","breadcrumbs":"Masking, Limiting, and Related Functions » Runtime filtering with FrameEval","id":"96","title":"Runtime filtering with FrameEval"},"97":{"body":"TODO Example: Deband a grainy clip with f3kdb (16 bit input) src16 = last\nsrc32 = fvf.Depth(last, 32) # I really need to finish zzfunc.py :<\nminmax = zz.rangemask(src16, rad=1, radc=0) #8-16 bit MakeDiff and MergeDiff are limited to 50% of full-range, so float is used here\nclean = core.std.Convolution(src32, [1,2,1,2,4,2,1,2,1]).std.Convolution([1]*9, planes=[0])\ngrain = core.std.Expr([src32, clean32], 'x y - 0.5 +') clean = fvf.Depth(clean, 16)\ndeband =core.f3kdb.Deband(clean, 16, 40, 40, 40, 0, 0, keep_tv_range=True, output_depth=16) #limit the debanding: f3kdb becomes very strong on the smoothed clip (or rather, becomes more efficient)\n#adapt strength according to a neighborhood-similarity mask, steadily decreasing strength in more detailed areas\nlimited = zz.AdaptiveLimitFilter(deband, clean, mask=minmax, thr1=0.3, thr2=0.0, mthr1=400, mthr2=700, thrc=0.25) output = fvf.Depth(limited, 32).std.MergeDiff(grain)","breadcrumbs":"Masking, Limiting, and Related Functions » Pre-filters","id":"97","title":"Pre-filters"},"98":{"body":"The ability to descale is a wonderful tool to have in any encoder's arsenal. You may have heard before that most anime are not native 1080p, but a lower resolution. But how do we make use of that? How do you find the native resolution and reverse the upscale?","breadcrumbs":"Descaling » Descaling","id":"98","title":"Descaling"},"99":{"body":"There are many circumstances where descaling might prove beneficial. For example, say you've got a very blurry Blu-ray source. Rather than sharpening it, you might want to consider checking if it's possible to descale it and maybe alleviate a lot of the blur that way. Or the opposite: say you've got a source full of ringing. It might have been upscaled using a very sharp kernel, so it's worth a try to see if it can be descaled. It's no surprise that descaling tends to offer far better lineart than usual rescaling does. However, descaling is not always an option. The worse your source is, the less likely it is that descaling will yield better results than a simple resample. If you've got a source full of broken gradients or noise patterns, like your average simulcast stream, descaling might only hurt the overall quality. Sadly, sources with a lot of post-processing might also prove tough to properly descale without dabbling with specific masks. However, as long as you've got a source with nice, clean lineart, descaling might be a viable option, and possibly nullify the need for a lot of other filtering.","breadcrumbs":"Descaling » When and where to descale","id":"99","title":"When and where to 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It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. 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You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. 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This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. An extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. See link for usage information.","breadcrumbs":"Masking, Limiting, and Related Functions » Single and multi-clip adjustments with std.Expr and friends","id":"93","title":"Single and multi-clip adjustments with std.Expr and friends"},"94":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Limiting","id":"94","title":"Limiting"},"95":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Referencing","id":"95","title":"Referencing"},"96":{"body":"TODO Example: Strong smoothing on scene changes (i.e. for MPEG-2 transport streams) from functools import partial src = core.d2v.Source()\nsrc = ivtc(src)\nsrc = haf.Deblock_QED(src) ref = core.rgvs.RemoveGrain(src, 2) # xvid analysis is better in lower resolutions\nfirst = core.resize.Bilinear(ref, 640, 360).wwxd.WWXD()\n# shift by one frame\nlast = core.std.DuplicateFrames(first, src.num_frames - 1).std.DeleteFrames(0) # copy prop to last frame of previous scene\npropclip = core.std.ModifyFrame(first, clips=[first, last], selector=shiftback) def shiftback(n, f): both = f[0].copy() if f[1].props.SceneChange == 1: both.props.SceneChange = 1 return both def scsmooth(n, f, clip, ref): if f.props.SceneChange == 1: clip = core.dfttest.DFTTest(ref, tbsize=1) return clip out = core.std.FrameEval(src, partial(scsmooth, clip=src, ref=ref), prop_src=propclip)","breadcrumbs":"Masking, Limiting, and Related Functions » Runtime filtering with FrameEval","id":"96","title":"Runtime filtering with FrameEval"},"97":{"body":"TODO Example: Deband a grainy clip with f3kdb (16 bit input) src16 = last\nsrc32 = fvf.Depth(last, 32) # I really need to finish zzfunc.py :<\nminmax = zz.rangemask(src16, rad=1, radc=0) #8-16 bit MakeDiff and MergeDiff are limited to 50% of full-range, so float is used here\nclean = core.std.Convolution(src32, [1,2,1,2,4,2,1,2,1]).std.Convolution([1]*9, planes=[0])\ngrain = core.std.Expr([src32, clean32], 'x y - 0.5 +') clean = fvf.Depth(clean, 16)\ndeband =core.f3kdb.Deband(clean, 16, 40, 40, 40, 0, 0, keep_tv_range=True, output_depth=16) #limit the debanding: f3kdb becomes very strong on the smoothed clip (or rather, becomes more efficient)\n#adapt strength according to a neighborhood-similarity mask, steadily decreasing strength in more detailed areas\nlimited = zz.AdaptiveLimitFilter(deband, clean, mask=minmax, thr1=0.3, thr2=0.0, mthr1=400, mthr2=700, thrc=0.25) output = fvf.Depth(limited, 32).std.MergeDiff(grain)","breadcrumbs":"Masking, Limiting, and Related Functions » Pre-filters","id":"97","title":"Pre-filters"},"98":{"body":"The ability to descale is a wonderful tool to have in any encoder's arsenal. You may have heard before that most anime are not native 1080p, but a lower resolution. But how do we make use of that? How do you find the native resolution and reverse the upscale?","breadcrumbs":"Descaling » Descaling","id":"98","title":"Descaling"},"99":{"body":"There are many circumstances where descaling might prove beneficial. For example, say you've got a very blurry Blu-ray source. Rather than sharpening it, you might want to consider checking if it's possible to descale it and maybe alleviate a lot of the blur that way. Or the opposite: say you've got a source full of ringing. It might have been upscaled using a very sharp kernel, so it's worth a try to see if it can be descaled. It's no surprise that descaling tends to offer far better lineart than usual rescaling does. However, descaling is not always an option. The worse your source is, the less likely it is that descaling will yield better results than a simple resample. If you've got a source full of broken gradients or noise patterns, like your average simulcast stream, descaling might only hurt the overall quality. Sadly, sources with a lot of post-processing might also prove tough to properly descale without dabbling with specific masks. However, as long as you've got a source with nice, clean lineart, descaling might be a viable option, and possibly nullify the need for a lot of other filtering.","breadcrumbs":"Descaling » When and where to descale","id":"99","title":"When and where to 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\ No newline at end of file
# This only applies to 8 bit clips!
# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.
clip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane
diff --git a/print.html b/print.html
index fb74d2f..21d4c9f 100644
--- a/print.html
+++ b/print.html
@@ -1149,9 +1149,7 @@ Plugins
can be installed to extend the functionality of the frameserver.
These are usually more specific than the universally usable core plugins
or they are collections of wrappers and functions.
-A (non-exhaustive) list of plugins and scripts is available in the
-official documentation.
-Additionally, an extensive database of VapourSynth plugins and scripts
+An extensive database of VapourSynth plugins and scripts
is available at VSDB.
VSDB also offers a GUI for vsrepo,
VapourSynth’s official package manager,
@@ -1292,7 +1290,7 @@ Video CodecsDaala and AV-1.
Encoders made for distributed server encoding,
-such as Intel’s SVT-AV1 will also not be included.
+such as Intel’s SVT-AV1 will also not be included.
Audio
Audio formats and how to handle them
Depending on the source you’ll be working with,
@@ -1338,7 +1336,7 @@
Which
Download Windows builds from xiph’s website.
Most Linux distributions should have FLAC in their package repositories.
The recommended and most widely used AAC encoder is qaac,
-available on its official site.
+available on its official site.
Nero and Fraunhofer FDK aren’t really that much worse,
so you can use them if you really want.
Other AAC encoders are discouraged,
@@ -1492,7 +1490,7 @@
Encoding to
Encoding to AAC
First, set up qaac:
-- Go to its download page and download the newest build
+
- Go to its download page and download the newest build
(2.70 at the time of writing) and
makeportable.zip.
- Extract the
x64 folder wherever you want qaac to be,
then extract contents of makeportable.zip inside it.
@@ -1744,7 +1742,7 @@ Under
Example of overflow (click for comparison)
To fix this problem,
-simply use resize like so:
+simply use resize like so:
# Only applies to integer pixel formats, since floating point clips are always full range.
clip = clip.resize.Spline36(range_in_s="full", range_s="limited")
@@ -1760,7 +1758,7 @@ Under
a video may use faulty levels like 0-235 or 16-255
which are neither full nor limited range.
In such cases or similar,
-std.Levels can be utilized to correct the range:
+std.Levels can be utilized to correct the range:
# This only applies to 8 bit clips!
# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.
clip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane
@@ -2049,7 +2047,7 @@ Masking
GRAY8 (8 bits integer),
GRAY16 (16 bits integer),
or GRAYS (single precision floating point).
-std.MaskedMerge
+std.MaskedMerge
This is the main function for masking
that performs the actual merging.
It takes three clips as input:
@@ -2080,7 +2078,7 @@
Manipul
is often rather tricky.
VapourSynth provides basic tools for manipulating masks
that can be used to bring them into the desired shape:
-std.Minimum/std.Maximum
+std.Minimum/std.Maximum
The Minimum/Maximum operations replace each pixel
with the smallest/biggest value in its 3x3 neighbourhood.
The 3x3 neighbourhood of a pixel
@@ -2108,9 +2106,9 @@
std.Inflate/std.Deflate
+std.Inflate/std.Deflate
TODO
-std.Binarize
+std.Binarize
Split the luma/chroma values of any clip into one of two values,
according to a fixed threshold.
For instance,
@@ -2301,7 +2299,7 @@
std.MakeDiff and std.MergeDiff
+std.MakeDiff and std.MergeDiff
Subtract or add the difference of two clips, respectively.
These filters are peculiar in that they work differently in
integer and float formats,
@@ -2324,7 +2322,7 @@
std.Merge
+std.Merge
This function is similar to MaskedMerge,
the main difference being
that a constant weight is supplied
@@ -2335,9 +2333,9 @@
std.Expr
+std.Expr
TODO
-std.Lut and std.Lut2
+std.Lut and std.Lut2
May be slightly faster than Expr in some cases,
otherwise they can’t really do anything that Expr can’t.
You can substitute a normal Python function for the RPN expression, though,
@@ -3533,7 +3531,7 @@
Coming Soon
1
-Source: http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
+Source: https://web.archive.org/web/20190203114601/http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
Encoding with x265
High Efficiency Video Coding (HEVC),
@@ -3802,7 +3800,7 @@
1
-Source: http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
+Source: https://web.archive.org/web/20190203114601/http://www.mpeg.org/MPEG/DVD/Book_A/Specs.html
Aegisub & Other Tools
Tools
diff --git a/searchindex.js b/searchindex.js
index 7bfec22..52c14af 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Object.assign(window.search, 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project aims to become a public guide for aspiring as well as veteran fansubbers that everyone can contribute to. It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. Run the following in your terminal: $ python getnative.py \"descale_manaria04.png\" It should show the following: Using imwri as source filter\n501/501\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 878p\ndone in 18.39s If you check the directory where you executed the script, you will find a new folder called \"getnative\". You can find the following graph in there as well: Manaria Friends — 01 (frame 4 getnative graph) The X-axis shows the resolutions that were checked, and the Y-axis shows the relative error. The relative error refers to the difference between the original frame and the rescaled frame. What you're looking for are the spikes that show a low relative error. In this case it very clearly points to 878p. As a sidenote, it's important to keep in mind that this script can't find native 1080p elements. This is because it descales the frame and re-upscales it afterwards to determine the relative error. You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. Here's another example: Black Lagoon (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 1000p, 974p, 810p This graph has a lot of unnatural swerves and it's impossible to determine what the native resolution is. Another pitfall you've got to watch out for is checking the results of a frame with letterboxing. Kizumonogatari I Kizumonogatari I (getnative graph) You will have to crop them beforehand or they will return odd graphs like this. For a change of pace, let's look at a good graph. Aikatsu Friends! — NCOP (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 810p The results are very clear. There are a couple of deviations, but there's a very clear spike going down to 810p. This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. A (non-exhaustive) list of plugins and scripts is available in the official documentation . Additionally, an extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. See link for usage information.","breadcrumbs":"Masking, Limiting, and Related Functions » Single and multi-clip adjustments with std.Expr and friends","id":"93","title":"Single and multi-clip adjustments with std.Expr and friends"},"94":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Limiting","id":"94","title":"Limiting"},"95":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Referencing","id":"95","title":"Referencing"},"96":{"body":"TODO Example: Strong smoothing on scene changes (i.e. for MPEG-2 transport streams) from functools import partial src = core.d2v.Source()\nsrc = ivtc(src)\nsrc = haf.Deblock_QED(src) ref = core.rgvs.RemoveGrain(src, 2) # xvid analysis is better in lower resolutions\nfirst = core.resize.Bilinear(ref, 640, 360).wwxd.WWXD()\n# shift by one frame\nlast = core.std.DuplicateFrames(first, src.num_frames - 1).std.DeleteFrames(0) # copy prop to last frame of previous scene\npropclip = core.std.ModifyFrame(first, clips=[first, last], selector=shiftback) def shiftback(n, f): both = f[0].copy() if f[1].props.SceneChange == 1: both.props.SceneChange = 1 return both def scsmooth(n, f, clip, ref): if f.props.SceneChange == 1: clip = core.dfttest.DFTTest(ref, tbsize=1) return clip out = core.std.FrameEval(src, partial(scsmooth, clip=src, ref=ref), prop_src=propclip)","breadcrumbs":"Masking, Limiting, and Related Functions » Runtime filtering with FrameEval","id":"96","title":"Runtime filtering with FrameEval"},"97":{"body":"TODO Example: Deband a grainy clip with f3kdb (16 bit input) src16 = last\nsrc32 = fvf.Depth(last, 32) # I really need to finish zzfunc.py :<\nminmax = zz.rangemask(src16, rad=1, radc=0) #8-16 bit MakeDiff and MergeDiff are limited to 50% of full-range, so float is used here\nclean = core.std.Convolution(src32, [1,2,1,2,4,2,1,2,1]).std.Convolution([1]*9, planes=[0])\ngrain = core.std.Expr([src32, clean32], 'x y - 0.5 +') clean = fvf.Depth(clean, 16)\ndeband =core.f3kdb.Deband(clean, 16, 40, 40, 40, 0, 0, keep_tv_range=True, output_depth=16) #limit the debanding: f3kdb becomes very strong on the smoothed clip (or rather, becomes more efficient)\n#adapt strength according to a neighborhood-similarity mask, steadily decreasing strength in more detailed areas\nlimited = zz.AdaptiveLimitFilter(deband, clean, mask=minmax, thr1=0.3, thr2=0.0, mthr1=400, mthr2=700, thrc=0.25) output = fvf.Depth(limited, 32).std.MergeDiff(grain)","breadcrumbs":"Masking, Limiting, and Related Functions » Pre-filters","id":"97","title":"Pre-filters"},"98":{"body":"The ability to descale is a wonderful tool to have in any encoder's arsenal. You may have heard before that most anime are not native 1080p, but a lower resolution. But how do we make use of that? How do you find the native resolution and reverse the upscale?","breadcrumbs":"Descaling » Descaling","id":"98","title":"Descaling"},"99":{"body":"There are many circumstances where descaling might prove beneficial. For example, say you've got a very blurry Blu-ray source. Rather than sharpening it, you might want to consider checking if it's possible to descale it and maybe alleviate a lot of the blur that way. Or the opposite: say you've got a source full of ringing. It might have been upscaled using a very sharp kernel, so it's worth a try to see if it can be descaled. It's no surprise that descaling tends to offer far better lineart than usual rescaling does. However, descaling is not always an option. The worse your source is, the less likely it is that descaling will yield better results than a simple resample. If you've got a source full of broken gradients or noise patterns, like your average simulcast stream, descaling might only hurt the overall quality. Sadly, sources with a lot of post-processing might also prove tough to properly descale without dabbling with specific masks. However, as long as you've got a source with nice, clean lineart, descaling might be a viable option, and possibly nullify the need for a lot of other filtering.","breadcrumbs":"Descaling » When and where to descale","id":"99","title":"When and where to 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project aims to become a public guide for aspiring as well as veteran fansubbers that everyone can contribute to. It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. Run the following in your terminal: $ python getnative.py \"descale_manaria04.png\" It should show the following: Using imwri as source filter\n501/501\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 878p\ndone in 18.39s If you check the directory where you executed the script, you will find a new folder called \"getnative\". You can find the following graph in there as well: Manaria Friends — 01 (frame 4 getnative graph) The X-axis shows the resolutions that were checked, and the Y-axis shows the relative error. The relative error refers to the difference between the original frame and the rescaled frame. What you're looking for are the spikes that show a low relative error. In this case it very clearly points to 878p. As a sidenote, it's important to keep in mind that this script can't find native 1080p elements. This is because it descales the frame and re-upscales it afterwards to determine the relative error. You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. Here's another example: Black Lagoon (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 1000p, 974p, 810p This graph has a lot of unnatural swerves and it's impossible to determine what the native resolution is. Another pitfall you've got to watch out for is checking the results of a frame with letterboxing. Kizumonogatari I Kizumonogatari I (getnative graph) You will have to crop them beforehand or they will return odd graphs like this. For a change of pace, let's look at a good graph. Aikatsu Friends! — NCOP (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 810p The results are very clear. There are a couple of deviations, but there's a very clear spike going down to 810p. This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. An extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. See link for usage information.","breadcrumbs":"Masking, Limiting, and Related Functions » Single and multi-clip adjustments with std.Expr and friends","id":"93","title":"Single and multi-clip adjustments with std.Expr and friends"},"94":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Limiting","id":"94","title":"Limiting"},"95":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Referencing","id":"95","title":"Referencing"},"96":{"body":"TODO Example: Strong smoothing on scene changes (i.e. for MPEG-2 transport streams) from functools import partial src = core.d2v.Source()\nsrc = ivtc(src)\nsrc = haf.Deblock_QED(src) ref = core.rgvs.RemoveGrain(src, 2) # xvid analysis is better in lower resolutions\nfirst = core.resize.Bilinear(ref, 640, 360).wwxd.WWXD()\n# shift by one frame\nlast = core.std.DuplicateFrames(first, src.num_frames - 1).std.DeleteFrames(0) # copy prop to last frame of previous scene\npropclip = core.std.ModifyFrame(first, clips=[first, last], selector=shiftback) def shiftback(n, f): both = f[0].copy() if f[1].props.SceneChange == 1: both.props.SceneChange = 1 return both def scsmooth(n, f, clip, ref): if f.props.SceneChange == 1: clip = core.dfttest.DFTTest(ref, tbsize=1) return clip out = core.std.FrameEval(src, partial(scsmooth, clip=src, ref=ref), prop_src=propclip)","breadcrumbs":"Masking, Limiting, and Related Functions » Runtime filtering with FrameEval","id":"96","title":"Runtime filtering with FrameEval"},"97":{"body":"TODO Example: Deband a grainy clip with f3kdb (16 bit input) src16 = last\nsrc32 = fvf.Depth(last, 32) # I really need to finish zzfunc.py :<\nminmax = zz.rangemask(src16, rad=1, radc=0) #8-16 bit MakeDiff and MergeDiff are limited to 50% of full-range, so float is used here\nclean = core.std.Convolution(src32, [1,2,1,2,4,2,1,2,1]).std.Convolution([1]*9, planes=[0])\ngrain = core.std.Expr([src32, clean32], 'x y - 0.5 +') clean = fvf.Depth(clean, 16)\ndeband =core.f3kdb.Deband(clean, 16, 40, 40, 40, 0, 0, keep_tv_range=True, output_depth=16) #limit the debanding: f3kdb becomes very strong on the smoothed clip (or rather, becomes more efficient)\n#adapt strength according to a neighborhood-similarity mask, steadily decreasing strength in more detailed areas\nlimited = zz.AdaptiveLimitFilter(deband, clean, mask=minmax, thr1=0.3, thr2=0.0, mthr1=400, mthr2=700, thrc=0.25) output = fvf.Depth(limited, 32).std.MergeDiff(grain)","breadcrumbs":"Masking, Limiting, and Related Functions » Pre-filters","id":"97","title":"Pre-filters"},"98":{"body":"The ability to descale is a wonderful tool to have in any encoder's arsenal. You may have heard before that most anime are not native 1080p, but a lower resolution. But how do we make use of that? How do you find the native resolution and reverse the upscale?","breadcrumbs":"Descaling » Descaling","id":"98","title":"Descaling"},"99":{"body":"There are many circumstances where descaling might prove beneficial. For example, say you've got a very blurry Blu-ray source. Rather than sharpening it, you might want to consider checking if it's possible to descale it and maybe alleviate a lot of the blur that way. Or the opposite: say you've got a source full of ringing. It might have been upscaled using a very sharp kernel, so it's worth a try to see if it can be descaled. It's no surprise that descaling tends to offer far better lineart than usual rescaling does. However, descaling is not always an option. The worse your source is, the less likely it is that descaling will yield better results than a simple resample. If you've got a source full of broken gradients or noise patterns, like your average simulcast stream, descaling might only hurt the overall quality. Sadly, sources with a lot of post-processing might also prove tough to properly descale without dabbling with specific masks. However, as long as you've got a source with nice, clean lineart, descaling might be a viable option, and possibly nullify the need for a lot of other filtering.","breadcrumbs":"Descaling » When and where to descale","id":"99","title":"When and where to 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project aims to become a public guide for aspiring as well as veteran fansubbers that everyone can contribute to. It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. Run the following in your terminal: $ python getnative.py \"descale_manaria04.png\" It should show the following: Using imwri as source filter\n501/501\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 878p\ndone in 18.39s If you check the directory where you executed the script, you will find a new folder called \"getnative\". You can find the following graph in there as well: Manaria Friends — 01 (frame 4 getnative graph) The X-axis shows the resolutions that were checked, and the Y-axis shows the relative error. The relative error refers to the difference between the original frame and the rescaled frame. What you're looking for are the spikes that show a low relative error. In this case it very clearly points to 878p. As a sidenote, it's important to keep in mind that this script can't find native 1080p elements. This is because it descales the frame and re-upscales it afterwards to determine the relative error. You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. Here's another example: Black Lagoon (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 1000p, 974p, 810p This graph has a lot of unnatural swerves and it's impossible to determine what the native resolution is. Another pitfall you've got to watch out for is checking the results of a frame with letterboxing. Kizumonogatari I Kizumonogatari I (getnative graph) You will have to crop them beforehand or they will return odd graphs like this. For a change of pace, let's look at a good graph. Aikatsu Friends! — NCOP (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 810p The results are very clear. There are a couple of deviations, but there's a very clear spike going down to 810p. This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. A (non-exhaustive) list of plugins and scripts is available in the official documentation . Additionally, an extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. See link for usage information.","breadcrumbs":"Masking, Limiting, and Related Functions » Single and multi-clip adjustments with std.Expr and friends","id":"93","title":"Single and multi-clip adjustments with std.Expr and friends"},"94":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Limiting","id":"94","title":"Limiting"},"95":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Referencing","id":"95","title":"Referencing"},"96":{"body":"TODO Example: Strong smoothing on scene changes (i.e. for MPEG-2 transport streams) from functools import partial src = core.d2v.Source()\nsrc = ivtc(src)\nsrc = haf.Deblock_QED(src) ref = core.rgvs.RemoveGrain(src, 2) # xvid analysis is better in lower resolutions\nfirst = core.resize.Bilinear(ref, 640, 360).wwxd.WWXD()\n# shift by one frame\nlast = core.std.DuplicateFrames(first, src.num_frames - 1).std.DeleteFrames(0) # copy prop to last frame of previous scene\npropclip = core.std.ModifyFrame(first, clips=[first, last], selector=shiftback) def shiftback(n, f): both = f[0].copy() if f[1].props.SceneChange == 1: both.props.SceneChange = 1 return both def scsmooth(n, f, clip, ref): if f.props.SceneChange == 1: clip = core.dfttest.DFTTest(ref, tbsize=1) return clip out = core.std.FrameEval(src, partial(scsmooth, clip=src, ref=ref), prop_src=propclip)","breadcrumbs":"Masking, Limiting, and Related Functions » Runtime filtering with FrameEval","id":"96","title":"Runtime filtering with FrameEval"},"97":{"body":"TODO Example: Deband a grainy clip with f3kdb (16 bit input) src16 = last\nsrc32 = fvf.Depth(last, 32) # I really need to finish zzfunc.py :<\nminmax = zz.rangemask(src16, rad=1, radc=0) #8-16 bit MakeDiff and MergeDiff are limited to 50% of full-range, so float is used here\nclean = core.std.Convolution(src32, [1,2,1,2,4,2,1,2,1]).std.Convolution([1]*9, planes=[0])\ngrain = core.std.Expr([src32, clean32], 'x y - 0.5 +') clean = fvf.Depth(clean, 16)\ndeband =core.f3kdb.Deband(clean, 16, 40, 40, 40, 0, 0, keep_tv_range=True, output_depth=16) #limit the debanding: f3kdb becomes very strong on the smoothed clip (or rather, becomes more efficient)\n#adapt strength according to a neighborhood-similarity mask, steadily decreasing strength in more detailed areas\nlimited = zz.AdaptiveLimitFilter(deband, clean, mask=minmax, thr1=0.3, thr2=0.0, mthr1=400, mthr2=700, thrc=0.25) output = fvf.Depth(limited, 32).std.MergeDiff(grain)","breadcrumbs":"Masking, Limiting, and Related Functions » Pre-filters","id":"97","title":"Pre-filters"},"98":{"body":"The ability to descale is a wonderful tool to have in any encoder's arsenal. You may have heard before that most anime are not native 1080p, but a lower resolution. But how do we make use of that? How do you find the native resolution and reverse the upscale?","breadcrumbs":"Descaling » Descaling","id":"98","title":"Descaling"},"99":{"body":"There are many circumstances where descaling might prove beneficial. For example, say you've got a very blurry Blu-ray source. Rather than sharpening it, you might want to consider checking if it's possible to descale it and maybe alleviate a lot of the blur that way. Or the opposite: say you've got a source full of ringing. It might have been upscaled using a very sharp kernel, so it's worth a try to see if it can be descaled. It's no surprise that descaling tends to offer far better lineart than usual rescaling does. However, descaling is not always an option. The worse your source is, the less likely it is that descaling will yield better results than a simple resample. If you've got a source full of broken gradients or noise patterns, like your average simulcast stream, descaling might only hurt the overall quality. Sadly, sources with a lot of post-processing might also prove tough to properly descale without dabbling with specific masks. However, as long as you've got a source with nice, clean lineart, descaling might be a viable option, and possibly nullify the need for a lot of other filtering.","breadcrumbs":"Descaling » When and where to descale","id":"99","title":"When and where to 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It is currently under construction as many topics are still missing, but will hopefully cover all important areas and roles that go into the fansubbing process. ( Please help by improving the pages and filling in TODO entries. More details are provided on the next page. ) To start reading, you can click on the arrow on the right or press your → key to go to the next page, or you can browse the page index on the left. The project is hosted on Github and available to read online at https://guide.encode.moe/ .","breadcrumbs":"Introduction » Fansubbing Guide","id":"0","title":"Fansubbing Guide"},"1":{"body":"If you are interested in supporting or contributing to this guide, please keep on reading. If you are not, feel free to skip to the next page. We are currently still in the early phases of this guide, so any form of contribution, including just giving feedback, is greatly appreciated. Please open an issue on our Github repository with your feedback, or begin working on a Pull Request. If you are mainly looking for things to work on, refer to the TODO section.","breadcrumbs":"Contributing to the Guide » Contribution Guidelines","id":"1","title":"Contribution Guidelines"},"10":{"body":"Unordered list lines should be indented once , while ordered lists are indented twice . The text of an unordered item should have one space after the -, while the text of an ordered item should start on the fourth column (start every line with the number 1). - This is an unordered list - With a sublist - And another item in that sublist 1. This is an ordered list\n1. Another list item\n…\n1. Last entry of the list","breadcrumbs":"Contributing to the Guide » Lists","id":"10","title":"Lists"},"100":{"body":"To prepare for figuring out the native resolution, you'll want to use getnative , a Python script designed for figuring out the resolution a show was animated at. For the actual descaling, make sure to grab BluBb-mADe's descale . One important thing to keep in mind when descaling is that you will never find \"the perfect descaling settings\". Even if you find the exact settings that the studio used, you won't be able to get a frame-perfect replica of the original frame. This is because the best available sources to consumers, usually Blu-rays, aren't lossless. There are always going to be some differences from the original masters which makes it impossible to perfectly descale something. However, usually those differences are so small that they're negligible. If you run into a case where you can't find any low relative error spikes, descaling can be highly destructive. It's instead recommended to resize as you would normally, or to not mess with scaling at all.","breadcrumbs":"Descaling » Preparation","id":"100","title":"Preparation"},"101":{"body":"To figure out what the native resolution of an anime is, first you need a good frame to test. Ideally, you'll want a bright frame with as little blur as possible of high quality (Blu-ray or very good webstreams). It also helps to not have too many post-processed elements in the picture. Whilst it is most definitely possible to get pretty good results with \"bad\" frames, it's generally better to use good frames whenever possible. Here are some examples of \"bad\" frames. Manaria Friends — 01 (frame 1) This picture is dark. It also has some effects over it. Manaria Friends — 01 (frame 2) This picture is also very dark and has even more effects over it. Manaria Friends — 01 (frame 3) Heavy dynamic grain will almost always give bad results. Manaria Friends — 01 (frame 4) This is a nice frame to use as reference. The background is a bit blurry, but it isn't full of effects and is fairly bright. The lineart is very clear. We will now make use of the getnative.py script to figure out what resolution this anime was produced at. 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You can't descale to 1080p if the frame is already 1080p. If you have reason to believe that your show might be native 1080p, you've got to go with your gut. Date A Live III — 01 (getnative graph) An example of a graph for a native 1080p show. You may notice that the line swerves a bit in the first graph. There are going to be cases where you will get odd graphs like these, so it's important to know when the results are safe enough to descale or when they're too risky. Here is an example of a \"bad\" graph: Miru Tights — 02 (getnative graph) Output:\nKernel: bicubic AR: 1.78 B: 0.33 C: 0.33\nNative resolution(s) (best guess): 869p, 848p The script has determined that it's likely either 848p or 869p. However, there are no clear spikes in this graph like there was in the Manaria Friends one. The results are not clear enough to work off of. 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This is a good result for testing out varying kernels.","breadcrumbs":"Descaling » Finding out the native resolution","id":"101","title":"Finding out the native resolution"},"102":{"body":"Now it's time to actually start descaling. Open up your VapourSynth editor of choice, and import the clip: src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\") The next issue is figuring out what was used to upscale the show. By default, getnative.py checks with Mitchell-Netravali (bicubic b=1/3, c=1/3). However, it might have also been upscaled using other kernels. Here is a list of some common kernels and values. Lanczos Spline16 Spline36 Bilinear Bicubic b=1, c=0 (B-Spline) Bicubic b=0, c=0 (Hermite) Bicubic b=1/3, c=1/3 (Mitchell-Netravali) Bicubic b=0, c=0.5 (Catmull-Rom) Bicubic b=0, c=1 (Sharp Bicubic) The best way to figure out what is used is to simply try out a bunch of different kernels and use your eyes. Check for common scaling-related artifacting, like haloing, ringing, aliasing, etc. For bicubic, it is important to keep in mind that you will typically find that the values match the following mathematical expressions: b + 2c = 1 b = 0, c = X b = 1, c = 0 Whilst this isn't a 100% guarantee, it is the most common approach to rescaling using bicubic, so it's worth keeping in mind. Here's an example of the previous frame when descaled using various kernels and settings (note that descale requires either GrayS, RGBS, or YUV444PS. I'll be using split and join from kagefunc to split the planes and then join them again in this example, and get_w from vsutil to calculate the width) [1] : Comparison between frames from vapoursynth import core\nimport vsutil\nimport kagefunc as kgf\nimport fvsfunc as fvf src = core.lsmas.LWLibavSource(\"BDMV/[BDMV][190302][マナリアフレンズ I]/BD/BDMV/STREAM/00007.m2ts\")\nsrc = fvf.Depth(src, 32) y, u, v = kgf.split(src)\nheight = 878\nwidth = vsutil.get_w(height) # Bilinear\ndescale_a = core.descale.Debilinear(y, width, height).resize.Bilinear(1920, 1080)\ndescale_a = kgf.join([descale_a, u, v])\n# Mitchell-Netravali\ndescale_b = core.descale.Debicubic(y, width, height, b=1/3, c=1/3).resize.Bicubic(1920, 1080, filter_param_a=1/3, filter_param_b=1/3)\ndescale_b = kgf.join([descale_b, u, v])\n# Sharp Bicubic\ndescale_c = core.descale.Debicubic(y, width, height, b=0, c=1).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1)\ndescale_c = kgf.join([descale_c, u, v])\n# B-Spline\ndescale_d = core.descale.Debicubic(y, width, height, b=1, c=0).resize.Bicubic(1920, 1080, filter_param_a=1, filter_param_b=0)\ndescale_d = kgf.join([descale_d, u, v])\n# Catmull-rom\ndescale_e = core.descale.Debicubic(y, width, height, b=0, c=1/2).resize.Bicubic(1920, 1080, filter_param_a=0, filter_param_b=1/2)\ndescale_e = kgf.join([descale_e, u, v])\n# Spline36\ndescale_f = core.descale.Despline36(y, width, height).resize.Spline36(1920, 1080)\ndescale_f = kgf.join([descale_f, u, v]) You might realize that after descaling, we are immediately upscaling the frame with the same kernel and values again. This is done so we can compare the before and after. The closer the new frame is to the old one, the more likely it is that you've got the correct kernel. Zooming in on the frame at 4x magnification or higher using Nearest Neighbor will help immensely. An alternative that you can use is to simply descale until you've got what you believe to be the best result. It's faster to do it this way, but might be less accurate.","breadcrumbs":"Descaling » Descaling","id":"102","title":"Descaling"},"103":{"body":"There is one very, very important thing to keep in mind when descaling: Credits are usually done in 1080p . There are various masks you can use to help with dealing with that issue, but it might be better to make use of existing wrappers instead. For this example I'll be using inverse_scale from kagefunc. descaled = kgf.inverse_scale(src, height=878, kernel='bicubic', b=0, c=1/2, mask_detail=True) We can make use of the mask that inverse_scale uses internally as well. descaled = kgf.inverse_scale(src, height=874, kernel='bicubic', b=0, c=1/2)\ndescaled_mask = kgf._generate_descale_mask(vsutil.get_y(core.resize.Spline36(src, descaled.width, descaled.height)), vsutil.get_y(descaled), kernel='bicubic', b=0, c=1/2) Kaguya-sama: Love Is War — OP (credits mask) Kaguya-sama: Love Is War — OP (descaled) Note that if you see the mask catching a lot of other stuff, you might want to consider not descaling that particular frame, or trying a different kernel/values. Chances are that you're either using the wrong kernel or that the frames you're looking at are native 1080p. Manaria Friends — 01 (end card) (Don't descale this)","breadcrumbs":"Descaling » Credits and other native 1080p elements","id":"103","title":"Credits and other native 1080p elements"},"104":{"body":"There are various things you can do to deal with scenes that have issues even after descaling. Eedi3 stands out in particular as a fantastic AA filter that really nails down bad lineart caused by bad descaling. It's at best a \"cheat code\", however. While it might fix up some issues, it won't fix everything. It's also incredibly slow, so you might want to use it on just a couple of frames at a time rather than over the entire clip. Other than Eedi3, usually the results of bad descaling are so destructive that there isn't much you can do. If you have an encode that's badly descaled, you're better off finding a different one. If you've got bad results after descaling yourself, try a different kernel or values. Alternatively, try not descaling at all. At the end of the day, as mentioned in the introduction, you can't descale everything perfectly. Sometimes it's better to think of it as a magical anti-ringing/haloing/aliasing filter rather than a scaler. For example, here it was used specifically to fix up some bad aliasing in the source. Akanesasu Shoujo — 01 (src) Akanesasu Shoujo — 01 (rescaled) scaled = kgf.inverse_scale(src, height=900, kernel='bicubic', b=0.25, c=0.45, mask_detail=True)\nscaled = nnedi3_rpow2(scaled).resize.Spline36(1920, 1080) Note how this fixed most of the aliasing on the CGI model. Most, if not all, relevant VapourSynth scripts/plug-ins and their functions can be found in the VapourSynth Database .","breadcrumbs":"Descaling » Dealing with bad descaling","id":"104","title":"Dealing with bad descaling"},"105":{"body":"Resampling is a technique applied in various image processing tasks, most prominently scaling/resizing, but also shifting and rotation.","breadcrumbs":"Resampling » Resampling","id":"105","title":"Resampling"},"106":{"body":"The most common class of resampling algorithms used for resizing are the convolution-based resamplers. As the name suggests, these work by convolving the image with a filter function. These filter functions, also known as kernels, are what the terms Bilinear/Bicubic/Lanczos/etc. generally refer to. The ImageWorsener documentation features a great visual explanation of how this process works in detail. It is strongly recommended to read it. If you wish to explore the mathematics behind the design of these filters, the Sampling and Reconstruction chapter of Physically Based Rendering is one of the best places for a layman to start.","breadcrumbs":"Resampling » Resizing","id":"106","title":"Resizing"},"107":{"body":"All resampling kernels behave slightly differently and generate artifacts of differing kinds and severity. It should be noted that there is no \"objectively best\" resampling filter, so it is largely a matter of personal preference. There are no hard and fast rules about which resampler performs best for any given type of content, so it's best to test them yourself. A short overview of the most common filters follows. For a much more extensive explanation of the different filters, including details on the exact algorithms, see ImageMagick's guide . Additionally, ResampleHQ 's documentation features an excellent visual comparison of common filter kernels; a back-up is available here . Box filter / Nearest Neighbour When upscaling, the Box filter will behave just like Nearest Neighbour ( NN ) interpolation , that is, it will just pick the closest pixel in the input image for every output pixel. This results in the source pixel grid being magnified without any smoothing or merging of adjacent pixels, providing a faithful representation of the original pixel grid. This is very useful when inspecting an image up close to examine the pixel structure, or when enlarging pixel art , but not suitable for regular content due to the jagged lines and deformed details it causes. When downscaling, the Box filter behaves differently to NN—which continues to just pick the closest pixel and be done with it—in that it instead merges adjacent pixels together. (This is because generally, filter kernels are widened in proportion to the scaling factor when downscaling, which, in effect, applies a low-pass filter that serves to prevent aliasing.) Unlike most other filters, however, it averages them evenly instead of giving the central ones more weight. (For example, reducing a 10 pixel row to 5 pixels will average every pixel pair.) This, again, can be a useful property in specific cases, but is not generally desirable. The Box filter is available in VapourSynth in the fmtconv plug-in: clip = core.fmtc.resample(src, w, h, kernel=\"box\") Nearest Neighbour interpolation is part of the built-in resize plug-in: clip = core.resize.Point(src, w, h) Most script editors including VSEdit feature NN scaling in the preview; it is recommended to use it over Bilinear when making filtering decisions. Bilinear / Triangle Bilinear, also known as Triangle due to its graph's shape, is one of the most common algorithms in widespread use because of its simplicity and speed. However, it generally creates all sorts of nasty artifacts and is inferior in quality to most other filters. The only advantage it offers is speed, so don't use it unless you're sure you have to. VapourSynth example: clip = core.resize.Bilinear(src, w, h) Mitchell-Netravali / Bicubic The Mitchell-Netravali filter, also known as Bicubic, is one of the most popular resampling algorithms, and the default for many image processing programs, because it is usually considered a good neutral default. It takes two parameters, B and C, which can be used to tweak the filter's behaviour. For upscaling, it is recommended to use values that satisfy the equation \\(\\mathrm{b} + 2\\mathrm{c} = 1\\). The graph below outlines the various kinds of artifacts different B-C-configurations produce. Bicubic B-C parameters Roughly speaking, raising B will cause blurring and raising C will cause ringing. Mitchell-Netravali generalizes all smoothly fitting (continuous first derivative) piece-wise cubic filters, so any of them can be expressed with the appropriate parameters. Below you can find a list of common cubic filters and their corresponding parameters in Mitchell-Netravali. B-Spline – b=1, c=0 Hermite – b=0, c=0 Mitchell-Netravali – b=1/3, c=1/3 (sometimes referred to as just \"Mitchell\") Catmull-Rom – b=0, c=0.5 Sharp Bicubic – b=0, c=1 Hermite is often considered one of the best choices for downscaling, as it produces only minimal artifacting, at the cost of slight blurriness. VapourSynth example: # 'filter_param_a' and 'filter_param_b' refer to B and C, respectively\nclip = core.resize.Bicubic(src, w, h, filter_param_a=0, filter_param_b=0.5) Lanczos Lanczos is generally considered a very high-quality resampler for upscaling, especially its EWA version . It is usually slightly sharper than Mitchell (Bicubic b=c=1/3), but might produce slightly more ringing. Lanczos takes an additional parameter that controls the filter's number of lobes, or taps . Increasing the number of lobes improves sharpness at the cost of increased ringing. You might occasionally see the tap count appended to the filter name to clarify the exact filter used, e.g. Lanczos2 for 2 taps. For downscaling, higher tap counts might help in suppressing Moiré effects . # 'filter_param_a' specifies the tap count\nclip = core.resize.Lanczos(src, w, h, filter_param_a=2) Spline Spline is another high-quality resizer. Spline, like Lanczos, can be fine-tuned by configuring its number of lobes. Unlike Lanczos, however, Splines with different tap counts are usually split into separate functions, with \\((\\mathrm{tap~count} \\times 2)^2\\) appended to their name, e.g. Spline36 for 3 taps, Spline64 for 4, etc. (This number represents the total amount of input pixels involved in the calculation of any given output pixel.) Spline36 is a very popular choice for downscaling, since it is fairly artifact-free yet decently sharp. For upscaling, it looks similar to Lanczos3, though arguably slightly less artifacted. VS example: clip = core.resize.Spline36(src, w, h) Higher tap counts can be used via fmtconv: clip = core.fmtc.resample(src, w, h, kernel=\"spline\", taps=6) # equivalent to Spline144 Gauss The Gaussian filter is very special in that its Fourier transform [1] is another Gaussian whose width is inversely proportional to the spatial function's. This can be harnessed to remove and amplify high frequencies in a very controllable way. Widening the filter, for example, will confine the output to small frequencies (blurrier), whereas squashing it will amplify higher frequencies (more aliasing). In practice, though, the Gaussian filter isn't all too useful for regular resizing. However, it can be used to accurately emulate a Gaussian blur (when used without resizing) in VapourSynth. For example: blurred = core.fmtc.resample(src, kernel=\"gauss\", fh=-1, fv=-1, a1=1) fh=-1, fv=-1 forces the processing when no resizing is performed. a1 controls the blurring: the higher, the sharper the image.","breadcrumbs":"Resampling » Filters","id":"107","title":"Filters"},"108":{"body":"Some sources will categorize filters as either interpolation filters or non-interpolation filters. Interpolation filters are those that when applied \"in-place\", i.e. at the location of the input samples, don't alter the sample value. Therefore, they only interpolate \"missing\" values, leaving the input samples untouched. This is true for filters that evaluate to 0 at all integer positions except 0 or whose support is <= 1. Examples include: (Windowed) Sinc filters, such as Lanczos, Bicubic with B=0, e.g. Hermite and Catmull-Rom, and Triangle/Bilinear. This can be a beneficial property in some cases, for example the No-Op case. No-Op means that no scaling, shifting or similar is performed, that is, the input is resampled at exactly the same positions. In this case, an interpolation filter will return the input image untouched, whereas other filters will slightly alter it. Another, more practical, case where this property is useful is when shifting an image by full pixel widths (integers), again because input pixel values aren't changed but just relocated.","breadcrumbs":"Resampling » Interpolation filters","id":"108","title":"Interpolation filters"},"109":{"body":"There are two different ways to go about resampling in two dimensions. Tensor resampling ( orthogonal , 2-pass , separated ) The image is resampled in two separate passes: First it is resampled horizontally, then vertically. This allows images to be treated 1-dimensionally since each pixel row/column can be resampled separately. The main advantage of this method is that it's extremely fast, which is why it's the much more common one; generally, unless indicated otherwise, this is what is used. Elliptical Weighted Averaging ( \"EWA\" , cylindrical , polar , circular ) Two-dimensional kernel. The radius is colored green. All input samples whose Euclidean distance to the pixel is within the filter's radius contribute to its value. The Euclidean distance is passed to the filter kernel. This is a lot more costly than tensor resampling in terms of runtime.","breadcrumbs":"Resampling » Two-dimensional resampling","id":"109","title":"Two-dimensional resampling"},"11":{"body":"All block lists should be separated from text with a blank line on each side. The same applies to code blocks. Separate headings from text with two blank lines before the heading, and one after. Headings immediately following their parent heading only need one blank line in-between. Additionally, separate text from end-of-section hyperlink lists with one blank line before the list. For image embeds, there should be a blank line on each side. Horizontal rules can be useful for splitting subsections or as a visual guide to where the next explanation begins. They are created with a sole --- on its own line, and must have a blank line on each side.","breadcrumbs":"Contributing to the Guide » Blank Lines","id":"11","title":"Blank Lines"},"110":{"body":"The colorspace used when resampling can significantly impact the output's subjective quality. Downscaling in linear light Downscaling in gamma-corrected light instead of linear light can sometimes noticeably dim the image. To see why this happens, consider this gradient: A grayscale gradient from 0 to 255. It should be apparent that the brightness doesn't scale linearly with the pixel values. This is because most digital video uses gamma-transformed pixel values in order to compress more perceptually distinct color shades into 8 bit. This causes the encoded pixel values to deviate from their expected brightness, e.g. a grey pixel has value 187 instead of 127 in sRGB. This poses a problem when merging and interpolating colors, because the average pixel value of two colors no longer corresponds to their average perceived brightness. For example, if you wanted to merge black and white (0 and 255), you would expect to get grey, but since grey actually has a value of ~187, the output pixel would turn out substantially darker, if you were you to naively average the pixel values. To calculate the correct values, the gamma transform needs to be reversed before scaling and re-applied afterwards. The dimming effect of scaling in gamma-corrected light is usually only noticeable in dense color patterns, e.g. small black text on a white background, stars in the night sky, etc, and much less so in blurrier areas. See this comparison for a particularly extreme example of linear vs gamma downscaling. However, this doesn't necessarily mean downscaling in linear light is always the right choice, since it noticeably accentuates dark halos introduced by scaling. Thus, it may be wise to scale in gamma light when using a resizer prone to overshooting, like high-lobe Lanczos. Besides, the dimming may even be desirable in some cases like black text on white paper, because it preserves legibility. If you choose to downscale in linear light, make sure to use a sufficiently high bitdepth so as to not introduce banding. Example code for resizing in linear RGB light: linear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nscaled_linear = core.resize.Bicubic(linear, 640, 360)\nscaled_gamma = core.resize.Bicubic(scaled_linear, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\") Note that the matrix_s and matrix_in_s arguments are only necessary when src is YUV; otherwise, they should be omitted. Upscaling in sigmoidized light In order to attenuate both dark and white halos introduced by upscaling, you can resize through a sigmoidized colorspace. This means converting the linear RGB version of an image to a custom colorspace with an S-shaped intensity curve before scaling and converting it back afterwards. What this does, essentially, is decrease the image's contrast by pushing extreme values of both dark and bright towards the middle. Quoting Nicholas Robidoux from ImageMagick [2] : You may decrease halos and increase perceptual sharpness by increasing the sigmoidal contrast (up to 11.5, say). Higher contrasts are especially recommended with greyscale images (even \"false RGB greyscale\" that have three proportional color channels). The downside of sigmoidization is that it sometimes produces \"color bleed\" artefacts that look a bit like cheap flexographic (\"gummidruck\") printing or chromatic aberration. In addition, sigmoidization's \"fattening\" of extreme light and dark values may not work for your image content. If such artefacts are obvious, push the contrast value down from 7.5 (to 5, for example, or even lower). Setting the contrast to 0 is equivalent to enlarging through linear RGB. (Robidoux, 2012) Example code for VS: import havsfunc as hf\nlinear = core.resize.Bicubic(src, format=vs.RGBS, transfer_in_s=\"709\", transfer_s=\"linear\", matrix_in_s=\"709\")\nsigmoidized = hf.SigmoidInverse(linear, thr=0.5, cont=6.5) # 'cont' corresponds to the \"sigmoidal contrast\" mentioned above\nscaled_sigmoid = core.resize.Bicubic(sigmoidized, 640, 360)\nde_sigmoidized = hf.SigmoidDirect(scaled_sigmoid, thr=0.5, cont=6.5)\nscaled_gamma = core.resize.Bicubic(de_sigmoidized, format=src.format, transfer_s=\"709\", transfer_in_s=\"linear\", matrix_s=\"709\")","breadcrumbs":"Resampling » Scaling in modified colorspaces","id":"110","title":"Scaling in modified colorspaces"},"111":{"body":"NN-based scalers have become increasingly popular in recent times. This is because they aren't subject to the technical limitations of convolution-based resamplers—which beyond a certain point only trade one artifact for another—and thus produce much higher quality upscales. NNEDI3 This is the current de-facto standard for high-quality upscaling because it generally produces equally as sharp or sharper images than conventional scalers, while avoiding any major artifacting such as haloing, ringing or aliasing. Nnedi3 was originally conceived as a deinterlacer; as such, it only doubles a frame's height, leaving the original pixel rows untouched and interpolating the missing ones. This, however, can trivially be leveraged to increase image dimensions by powers of two (by doubling n times, flipping the image, doubling n times again, and flipping back). Upsampling to arbitrary dimensions can be achieved by scaling by the smallest power of two that results in a bigger image than desired, and downscaling to the requested resolution with a conventional scaler (the most popular choice for this is Spline36 ). However, you should note that good quality comes at a cost: nnedi3 will generally be several orders of magnitude slower than conventional resamplers. VapourSynth usage example: from nnedi3_rpow2 import *\n# 'spline36' here is technically redundant since it's the default\nup = nnedi3_rpow2(src, width=1920, height=1080, kernel=\"spline36\")","breadcrumbs":"Resampling » Neural network scalers","id":"111","title":"Neural network scalers"},"112":{"body":"Shifting an image by an arbitrary amount, including non-integer values, requires resampling as well. For example, left-shifting by a quarter pixel will resample the image at the input samples' positions minus 0.25. [3] This also means that, unless a interpolative filter is used, even shifting by integer amounts will alter the image. Side note: It can be interesting to think of shifting not as resampling at shifted pixel locations, but as resampling at the input locations with a shifted kernel.","breadcrumbs":"Resampling » Shifting","id":"112","title":"Shifting"},"113":{"body":"When going from 4:2:0 subsampling to 4:4:4 (no subsampling), it is important to take into account chroma placement and to shift the chroma accordingly to ensure it aligns with the luma. YUV 4:2:0 subsampling with center-aligned chroma (left) and, as per MPEG-2, left-aligned chroma (right). There are two commonly used chroma siting patterns, as illustrated by the graphic above. Most digital video today uses the MPEG-2 variant, that is, left-aligned chroma. This is essential to keep in mind when going from 4:2:0 to 4:4:4, because if the chroma planes are naively upscaled and joined with the luma plane without any shifting, the chroma will be shifted by a quarter pixel. This is a consequence of the way output pixels are usually mapped onto the input grid during resampling: Pixel mapping in common resampling algorithms (2 -> 4 upscale). Essentially, the output grid is scaled such that the outer edges of the pixel boxes align, importantly under the assumption that samples are center-aligned within the pixel boxes. Therefore, when scaling a chroma plane by 200%, which is what happens to the chroma when going from 4:2:0 to 4:4:4, the new chroma sample positions will match up with the luma sample positions. This would be the correct mapping if the resamplers's assumption of center-alignment was true—if it isn't (like with MPEG-2 chroma placement) we have to compensate for the offset by shifting the input samples by a quarter pixel width to the left before calculating the output samples. This way, the left-alignment is restored. Similarly, when resizing left-aligned 4:2:0 material while keeping the subsampling, a slight shift needs to be applied to preserve the alignment. Specifically, the chroma needs to be shifted by \\(0.25 - 0.25 \\times \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}}\\). [4] Chroma shifting is performed automatically under the hood by most format conversion software (including zimg, VapourSynth's resizing library) and media players. Thus, we only need to take care of it if we handle the chroma upscaling separately by hand. In VS, shifting can be performed with the resize functions' src_left parameter: u = core.std.ShufflePlanes(src, planes=1, colorfamily=vs.GRAY)\nshifted_scaled_u = core.resize.Spline16(u, 1920, 1080, src_left=0.25) # shifts the image to the left by 0.25 pixels The Fourier transform is an ubiquitous concept in image processing, so we strongly advise becoming familiar with at least the basics. A very good resource for this topic is ImageMagick's guide . Robidoux, N. (2012, October 21). Resampling — ImageMagick v6 Examples. Retrieved August 22, 2019, from https://www.imagemagick.org/Usage/filter/nicolas/#upsampling If you don't understand what this means, read the resources linked above in the resizing section . This is derived as follows: The shift is the distance between the position of the first luma sample and the position of the first chroma sample (both mapped onto the input grid and given in terms of input chroma pixel widths). The former is located at \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}}\\), the latter at \\(\\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}}\\). This yields \\(0.25 + \\frac{\\mathrm{src~width}}{4 \\times \\mathrm{dst~width}} - \\frac{\\mathrm{src~width}}{2 \\times \\mathrm{dst~width}} = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times \\left( ^1/_4 -,^1/_2 \\right) = 0.25 + \\frac{\\mathrm{src~width}}{\\mathrm{dst~width}} \\times (-0.25)\\) for the shift.","breadcrumbs":"Resampling » Chroma shifting","id":"113","title":"Chroma shifting"},"114":{"body":"H.264 has been the de facto standard video format across the internet for the past decade. It is widely supported for playback in all modern browsers and many hardware devices such as gaming consoles and phones. It provides better video quality at smaller file sizes compared to its predecessors. x264 is a mature, free, open-source encoder for the H.264 video format.","breadcrumbs":"Codecs » x264 » Encoding with x264","id":"114","title":"Encoding with x264"},"115":{"body":"To get started, you'll need two things: A video to encode. For the examples, we will pipe in a video from VapourSynth, which you should be able to do if you've been following the previous sections of this guide. The x264 encoder. Here's how we get a copy of the x264 encoder:","breadcrumbs":"Codecs » x264 » Prerequisites","id":"115","title":"Prerequisites"},"116":{"body":"Official Windows builds are available here .","breadcrumbs":"Codecs » x264 » Windows","id":"116","title":"Windows"},"117":{"body":"Generally, x264 will be available through your distribution's package manager. Here are a few examples: Ubuntu/Debian : sudo apt install x264 Arch Linux : sudo pacman -S x264 macOS : brew install x264","breadcrumbs":"Codecs » x264 » Linux/macOS","id":"117","title":"Linux/macOS"},"118":{"body":"x264 is very configurable, and the options may seem overwhelming. But you can get started encoding by using the presets x264 provides and understanding a few basic concepts. We'll walk through those concepts with the following examples.","breadcrumbs":"Codecs » x264 » Getting Started","id":"118","title":"Getting Started"},"119":{"body":"Open up a terminal window, and navigate to the folder where your VapourSynth script lives. Let's run the following command: vspipe --y4m myvideo.vpy - | x264 --demuxer y4m --preset veryfast --tune animation --crf 24 -o x264output.mkv - Let's run through what each of these options means: vspipe --y4m myvideo.vpy - This portion loads your VapourSynth script and pipes it to stdout, adding y4m headers that x264 can decode. If you use Linux, you're probably familiar with how piping works. If you're not, it's basically a way of chaining two commands together. In this case, we want to chain vspipe, the program that reads VapourSynth scripts, with x264, our encoder. --demuxer y4m This tells x264 that we're providing it with a y4m file. This matches up with the --y4m flag that we gave to the vspipe command. --preset veryfast x264 has a set of presets to switch between faster encoding, or higher quality. The full list of presets, from fastest to slowest, is: ultrafast superfast veryfast faster fast medium slow slower veryslow placebo You will almost never want to use the extreme settings, but generally, if you want good quality and don't care about how long the encode takes, slower or veryslow are recommended. In this example, because we are just demonstrating how x264 works, we want a fast encode and have chosen veryfast. For the curious, you can see a full list of the settings enabled by each preset by running x264 --fullhelp | less (Linux/Mac) or x264 --fullhelp | more (Windows). However, this probably won't mean much at the moment. Don't worry, this page will explain later what all of those settings mean. Disclaimer: x264's fullhelp is not guaranteed to be up-to-date. --tune animation Beyond the preset chosen, x264 allows us to further tune the encoding settings for the type of content we're working with. The following tunings are generally the most useful: film: Recommended for live action videos. animation: Recommended for anime or cartoons with flat textures. For 3D animation (e.g. Pixar movies), you may find better results with film. grain: Recommended for particularly grainy films. You don't need to use a tuning, but it generally helps to produce a better-looking video. --crf 24 Constant Rate Factor ( CRF ) is a constant-quality, 1-pass encoding mode. In layman's terms, this means that we don't need the output to meet a specific filesize, we just want the output to meet a certain quality level. CRF ranges from 0 to 51 (for 8-bit encoding), with 0 being the best quality and 51 being the smallest filesize, but there is a certain range of CRF settings that are generally most useful. Here are some guidelines: CRF 13: This is considered visually lossless to videophiles. This can produce rather large files, but is a good choice if you want high quality videos. Some fansubbing groups use this for Blu-ray encodes. CRF 16-18: This is considered visually lossless to most viewers, and leans toward high quality while still providing a reasonable filesize. This is a typical range for fansub encodes. CRF 21-24: This provides a good balance between quality and filesize. Some quality loss becomes visible, but this is generally a good choice where filesize becomes a concern, such as for videos viewed over the internet. CRF 26-30: This prioritizes filesize, and quality loss becomes more obvious. It is generally not recommended to go higher than CRF 30 in any real-world encoding scenario, unless you want your videos to look like they were made for dial-up. -o x264output.mkv - This last portion tells which files to use for the input and output. We use -o to tell which filename to write the encoded file to. In this case, x264 will write a file at x264output.mkv in the current directory. The last argument we are passing to x264 is the input file. In this case, we pass - for the input file, which tells x264 to use the piped output from vspipe. The input argument is the only positional argument, so it does not need to be last; x264 will recognize it as the only argument without a -- flag before it.","breadcrumbs":"Codecs » x264 » Example 1: General-Purpose Encoding","id":"119","title":"Example 1: General-Purpose Encoding"},"12":{"body":"There are three types of hyperlinks. The text you want highlighted is more than one word, or different than the shorthand name of the link. [website's great article][short] website's great article The text you want highlighted is the same as the shorthand. [short][] short You want the full address displayed. \nImportError: No module named 'vapoursynth' In that case, make sure your current Python shell is the correct version (Python version as well as architecture), try restarting your PC, reinstall VapourSynth, or ask for help .","breadcrumbs":"Preparations and Necessary Software » The Frameserver","id":"49","title":"The Frameserver"},"5":{"body":"In order for your page to be accessible, you need to add it to the SUMMARY.md file. The title used there will be used in the navigation bar, so keep it short.","breadcrumbs":"Contributing to the Guide » Adding a New Page","id":"5","title":"Adding a New Page"},"50":{"body":"In addition to VapourSynth's core plugins, community-created scripts and plugins can be installed to extend the functionality of the frameserver. These are usually more specific than the universally usable core plugins or they are collections of wrappers and functions. An extensive database of VapourSynth plugins and scripts is available at VSDB . VSDB also offers a GUI for vsrepo , VapourSynth's official package manager, and a plugin pack (labeled \"Portable FATPACK\") that bundles most popular plugins, scripts, and VS-related applications into one archive for ease of download and installation. An alternative to the latter is eXmendiC's encode pack , which contains a lot of encoding-related applications and scripts, on top of a broad collection of VapourSynth plugins and scripts. However, the package is not maintained anymore, and may in part include outdated software.","breadcrumbs":"Preparations and Necessary Software » Plugins","id":"50","title":"Plugins"},"51":{"body":"Now that you have installed the frameserver, you can start filtering the video. But without an editor, you have no means of previewing the results other than test encodes or raw output into a file. That's why editors exist. They provide useful features such as autocompletion, tooltips, preview images, and comparisons. There are four editors that can be used to preview your VapourSynth-Script. VSEdit . It is a small editor software that can run on your PC. It can be downloaded here . It provides an easy and simple GUI to write your VapourSynth scripts. The main window of VSEdit. While it seems to be unstable on some systems, its high performance preview window offsets its problems. Yuuno . While it is not an editor, Yuuno is an extension to a Python-shell-framework that runs inside your browser. This increases latency, but it gives you a wider range of preview related features while being more stable than VSEdit. It should be noted that Yuuno natively supports remote access, as it is only an extension for Jupyter Notebook. A Jupyter Notebook. VapourSynth Multi-Viewer . Multi-Viewer is a very simple and elementary previewing tool. While the text editing is vastly inferior to VSEdit's, and the preview lacks a lot of VSEdit's advanced features, its tab-based previewing functionality easily outclasses VSEdit's single preview window, because it makes comparisons between different script versions a lot more convenient and efficient. In short: very useful for thorough comparisons and filter fine-tuning, not so much for everything else. VS Multi-Viewer's editing window. VS Multi-Viewer's preview window. AvsPmod . This is the editor for AviSynth. It is old and slow but stable. When you are using AviSynth, you are limited to this editor. AvsPmod can handle AviSynth and VapourSynth scripts, however, VapourSynth support was an afterthought and is therefore experimental, unstable, and \"hacky\". Do not use AvsPmod for VapourSynth scripts unless you have a very good reason! Please rest assured that the author does not impose any editor on you. Instead we will give callouts for some editors. These will be completely optional.","breadcrumbs":"Preparations and Necessary Software » The Editor","id":"51","title":"The Editor"},"52":{"body":"Once you are happy with the result of your filter chain, you want to save the output to a file. While it is possible to store the script's output as raw, uncompressed pixel data, that would result in hundreds of gigabytes of data for a single episode. Because of this, we use video codecs to compress the video. Lossless compression will still result in very big files, so we have to use lossy compression, which means losing some information in the process. As long as you're not targeting unreasonable bitrates (say, 50 MB per 24 minute episode), this loss of information should be barely noticeable. This process can be quite difficult, so there will be an entire page dedicated to it. None of the encoders mentioned here need to be installed. Just save the executable(s) somewhere for later. For now, all you need to know is which codecs exist and which encoders you want to use. The codec used most commonly is h.264, and the most popular h.264 encoder is x264. The most recent builds can be found on VideoLAN's site . Pick the most recent build for your operating system. At the time of writing this, win64's recent build is x264-r2935-545de2f.exe from 25-Sep-2018. (Notice: the 10-bit binaries are no longer separate from the 8-bit as of 24 Dec 2017 , meaning the releases with -10b can be ignored) You can also build it locally from the public repository . It used to be that different versions, namely kmod and tmod, were required for certain encoding features such as aq-mode 3. However, most relevant features have been added to the upstream x264 builds. Because of this, kmod is now unmaintained. tmod is still being updated with changes from new x264 versions, and it provides some potentially useful parameters such as --fade-compensate or --fgo (film grain optimization), as well as additional AQ algorithms (aq2-mode, aq3-mode, and parameters for these), which are generally regarded as useless for almost all sources. The current tmod release can be downloaded from the github page . A newer, more efficient alternative is HEVC, with x265 being the most popular encoder. It is still in active development and aims for 20-50% lower bitrates with the same quality as x264. It does have its flaws, is a lot slower, and not as widely supported by media players as x264, but it can be a viable alternative, especially if small files are important and encoding time is of secondary importance. Note that many groups will require you to use x264, so ask your group leader before picking this encoder. Other codecs, such as VP9, are generally not used for fansubbing, so they are not listed here. The same is true for experimental codecs like Daala and AV-1 . Encoders made for distributed server encoding, such as Intel's SVT-AV1 will also not be included.","breadcrumbs":"Preparations and Necessary Software » Video Codecs","id":"52","title":"Video Codecs"},"53":{"body":"","breadcrumbs":"Preparations and Necessary Software » Audio","id":"53","title":"Audio"},"54":{"body":"Depending on the source you'll be working with, you may encounter many different audio formats. On Blu-rays, you will most likely find audio encoded losslessly, in the form of either DTS-HD Master Audio, Dolby TrueHD, or PCM. DTS-HD MA and Dolby THD are proprietary codecs that use lossless compression, while PCM is simply raw, uncompressed PCM data. The usual way to handle these is to re-encode them to other formats—either lossless or lossy, depending on your taste. But first, you need to decode them. The recommended tool for that is FFmpeg. You can find Windows builds and Linux packages on FFmpeg's official site . It doesn't need to be installed—you can just extract it somewhere. But, since it is useful for many different tasks, adding it to the system PATH is recommended. When working with WEB and TV sources, you will most likely have only lossy audio available. The most common codecs here are AC-3, E-AC-3 and AAC.","breadcrumbs":"Preparations and Necessary Software » Audio formats and how to handle them","id":"54","title":"Audio formats and how to handle them"},"55":{"body":"Lossily compressed audio should generally not be re-encoded . The proper way to handle them is to remux (i.e. copy) them to the final file. Re-encoding lossy audio into a different lossy audio format cannot improve the audio quality for barely improved compression (in relation and assuming a lower bitrate), while encoding into a lossless audio format is just wasting bandwidth. Your source file will always have the most data available and using a lossless format for that can not generate data lost from the previous compression from thin air.","breadcrumbs":"Preparations and Necessary Software » Avoid re-encoding lossily compressed audio","id":"55","title":"Avoid re-encoding lossily compressed audio"},"56":{"body":"Once you have your lossless files decoded, you need to encode them. Depending on your taste, you can choose a lossy or lossless codec. The two most widely accepted codecs in fansubbing community are FLAC (lossless) and AAC (lossy), but recently opus (also lossy) is gaining some popularity, too. The recommended encoder for FLAC is the official one. Download Windows builds from xiph's website . Most Linux distributions should have FLAC in their package repositories. The recommended and most widely used AAC encoder is qaac, available on its official site . Nero and Fraunhofer FDK aren't really that much worse, so you can use them if you really want. Other AAC encoders are discouraged, since they provide inferior results. There is also opus, which is gaining some popularity recently. It is currently the most efficient lossy codec, and it's completely FOSS if you're into that. The recommended opus encoder is the official one, contained in the opus-tools package . Just as with video, these encoders don't need to be installed. Qaac will require some configuration, tho. Other codecs are generally not recommended. Formats like Monkey's Audio and TAK provide very little gain over FLAC, while not being as widely supported, and—in the case of TAK—closed source. DTS-HD MA and Dolby THD are much less efficient than FLAC, and are also closed source. MP3 is simply obsolete, and Vorbis has been superseded by opus. DTS and AC-3 provide even worse compression than MP3, and don't have any reasonable, free encoders. In short—don't bother, unless you really have to, for some reason.","breadcrumbs":"Preparations and Necessary Software » Which codecs to use?","id":"56","title":"Which codecs to use?"},"57":{"body":"This is entirely dependent on you. Some people like the idea of having a (theoretically) perfect copy of the master audio file, don't mind the increase in size, and state that lossless is the only way to go when archiving. Others prefer smaller file sizes, knowing that the difference—assuming high enough bitrate—won't be audible anyway. And they both have a point. So, do some ABX testing and decide for yourself. However, remember that you should not re-encode lossily compressed audio into a lossless format .","breadcrumbs":"Preparations and Necessary Software » Lossless or lossy?","id":"57","title":"Lossless or lossy?"},"58":{"body":"You probably have at least three files now—that being the video, audio, and subtitles—and you need to combine all of them into a single file. This process is called muxing. MKVToolNix is used to mux all parts of the final output into an mkv container. Most people use MKVToolNix GUI, which provides a graphical user interface to mux video, audio, chapters, fonts, and other attachments into an mkv file. Installation instructions for virtually any platform can be found on their website . It is possible to use other containers, but Matroska has become the standard for video releases due to its versatility and compatibility. It should be noted that the author strongly disagrees with this sentiment. The two have a lot in common, and any capable AviSynth encoder could reach a similar level in Vapoursynth within a few months, maybe even weeks. At least I'm honest, okay?","breadcrumbs":"Preparations and Necessary Software » MKVToolNix","id":"58","title":"MKVToolNix"},"59":{"body":"","breadcrumbs":"Basics and General Workflow » Basics and General Workflow","id":"59","title":"Basics and General Workflow"},"6":{"body":"Various sections are still under construction. You will occasionally find TODO as verbatim text or within comments. Our goal is to have a section with one or more pages for each of the roles specified in the roles page. Feel free to work on any of the TODO marks or create a new section. Currently, we aim to add the following topics in no particular priority: Workflow Translation Edit Timing Basic Procedure Snapping Joining, Splitting Post-processing (TPP & Useful Scripts) Shifting & Sushi Karaoke Typesetting …with Aegisub Styling (of dialogue) Signs Positioning, Layers, Rotation, Perspective, … Masking Automation Scripts Movement & Motion Tracking … with Adobe Illustrator (…with Adobe After Effects) Encoding [ I'm sure there's something to be done ] Quality Check Karaoke Effects There is a collection of links here that can be used as reference when working on any future section.","breadcrumbs":"Contributing to the Guide » TODO","id":"6","title":"TODO"},"60":{"body":"downloading a source, looking at the video, some decisions (resolution(s) for the release, audio codec, group-specific requirements)","breadcrumbs":"Basics and General Workflow » Preparation","id":"60","title":"Preparation"},"61":{"body":"imports, source filter (mention lsmash, ffms2), examples for resizing, debanding, AA. with images if possible","breadcrumbs":"Basics and General Workflow » Writing the Script","id":"61","title":"Writing the Script"},"62":{"body":"$ vspipe.exe script.vpy -y - | x264.exe --demuxer y4m --some example --parameters here --output video.264 - Editors for VapourSynth usually have inbuilt support for encoding scripts you wrote. Use %encode --y4m in Yuuno or the GUI provided by VSEdit.","breadcrumbs":"Basics and General Workflow » Encoding the Result","id":"62","title":"Encoding the Result"},"63":{"body":"As said earlier, only qaac will require configuration, everything else can simply be extracted wherever you like. Nonetheless, it is easier to add every binary you use to the PATH environment variable, and the rest of this guide will assume you've done exactly that.","breadcrumbs":"Basics and General Workflow » Transcoding Audio","id":"63","title":"Transcoding Audio"},"64":{"body":"Basic ffmpeg usage is simple. You just need to specify your input file and your desired output file, like this: ffmpeg -i \"input.dtshd\" \"output.wav\" This command will decode the DTS-HD MA audio file and encode it as a WAVE file. This command doesn't specify any options so ffmpeg will resort to using its defaults. For transcoding from DTS-HD MA only one option is needed: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le \"output.wav\" The -c:a pcm_s24le parameter will tell ffmpeg to encode its output with a depth of 24 bits. If your source file is 16 bits, change this parameter to pcm_s16le or simply skip it because 16 bits is the default. 16 bits per sample are, in almost all situation and most definitely also for anime, more than enough data points to store audio data. Thus, you should use 16 bits per sample in your output formats and only use 24 bits for the intermediate WAVE file, iff your source file already used 24 bits to begin with. Refer also to the following article: 24/192 Music Downloads and why they make no sense The command above will decode the source file and save a resulting WAVE file on your drive. You can then encode this WAVE file to a FLAC or AAC file, but there is a faster and more convenient way to do that: piping. Piping skips the process of writing and reading the data to and from a file and simply sends the data straight from one program to another. To pipe from ffmpeg , specify the output format as WAVE using the -f option, replace the output filename with a hyphen and place a pipe symbol at the end, which will be used to separate the ffmpeg command from your encoder command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | {encoder command}","breadcrumbs":"Basics and General Workflow » Decoding audio with FFmpeg and piping it out","id":"64","title":"Decoding audio with FFmpeg and piping it out"},"65":{"body":"To encode to FLAC , we will use the flac command line program: flac -8 --ignore-chunk-sizes --bps 16 \"input.wav\" -o \"output.flac\" -8 sets the encoding level to 8, the maximum level. This will result in the best compression, although at the expense of encoding speed. FLAC encoding is fast, so just stick with level 8. --ignore-chunk-sizes is needed because the WAVE format only supports audio data up to 4 GiB. This is a way to work around that limitation. It will ignore the length field in the header of the WAVE file, allowing the FLAC encoder to read files of any size. --bps 16 specifies the \"bits per sample\" to be 16. As noted earlier , 16 bits are enough for our purposes and FLAC additionally has the downside that all 24-bit samples are padded to 32-bit samples in the format, meaning 25% of the storage used is completely wasted. To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command, like this: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | flac -8 --ignore-chunk-sizes --bps 16 - -o \"output.flac\"","breadcrumbs":"Basics and General Workflow » Encoding to FLAC","id":"65","title":"Encoding to FLAC"},"66":{"body":"First, set up qaac : Go to its download page and download the newest build (2.70 at the time of writing) and makeportable.zip. Extract the x64 folder wherever you want qaac to be, then extract contents of makeportable.zip inside it. Download the iTunes setup file (iTunes64Setup.exe) and move it to the x64 folder. Run the makeportable.cmd script You are done. You can now delete the iTunes installation file. To encode from a file, use the following command: qaac64 --tvbr 91 --ignorelength --no-delay \"input.wav\" -o \"output.m4a\" The --tvbr 91 option sets the encoding mode to True Variable Bitrate (in other words, constant quality) and sets the desired quality. qaac has only 15 actual quality steps in intervals of 9 (0, 9, 18, ... 127). The higher the number, the higher the resulting bitrate will be. The recommended value is 91, which will result in a bitrate of about 192 kbps on 2.0 channel files, enough for complete transparency in the vast majority of cases. --ignorelength performs the same function as --ignore-chunk-sizes in FLAC. --no-delay is needed for proper audio/video sync [1] . To encode audio piped from ffmpeg , replace the input filename with a hyphen and place the whole command after the ffmpeg command: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | qaac64 --tvbr 91 --ignorelength --no-delay - -o \"output.m4a\" Read why in this HydrogenAudio forum post .","breadcrumbs":"Basics and General Workflow » Encoding to AAC","id":"66","title":"Encoding to AAC"},"67":{"body":"Encoding a file with opusenc will look like this: opusenc --vbr --bitrate 160 --ignorelength \"input.wav\" \"output.opus\" --vbr sets the encoding mode to Variable Bitrate (which is the default but it never hurts to be explicit), while --ignorelength does the same thing as in qaac. As you may have noticed, opusenc uses bitrate control rather than some kind of constant quality mode [2] . Instead of an abstract number that corresponds to a quality target like with x264's CRF mode and qaac's TVBR mode, you give the encoder your preferred resulting bitrate and it chooses the constant quality target itself. The recommended bitrate is 160 kbps for 2.0 channels and 320 kbps for 5.1. Encoding audio piped from ffmpeg works the same as for previous encoders—just replace the input filename with a hyphen: ffmpeg -i \"input.dtshd\" -c:a pcm_s24le -f wav - | opusenc --vbr --bitrate 160 --ignorelength - \"output.opus\" A more in-depth explanation on HydrogenAudio","breadcrumbs":"Basics and General Workflow » Encoding to Opus","id":"67","title":"Encoding to Opus"},"68":{"body":"mkvtoolnix","breadcrumbs":"Basics and General Workflow » Muxing","id":"68","title":"Muxing"},"69":{"body":"The term \"artifact\" is used to broadly describe defects or foreign, unwanted elements in a video. There can be any number of causes ranging from lossy compression, improper conversions, to post-processing adjustments like sharpening and resampling. This guide will go over how to identify different types of artifacts, how they occur, and some steps to remove them wherever possible. Before we dive into this laundry list of problems with no clear solutions, let's start by recognizing some things that often get mistaken for artifacts.","breadcrumbs":"Recognizing Video Artifacts » Recognizing Video Artifacts","id":"69","title":"Recognizing Video Artifacts"},"7":{"body":"The following are the style guidelines for various aspects of this guide. The most important aspect is having Semantic Linefeeds . The other points may serve as guidelines for formatting future pages. Refer to the Markdown Guide for guidelines on visual formatting.","breadcrumbs":"Contributing to the Guide » Style Guidelines","id":"7","title":"Style Guidelines"},"70":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Not Artifacts","id":"70","title":"Not Artifacts"},"71":{"body":"Aside from film grain, grain is added to videos for a few different reasons. It can be added by the studio to create an effect/change the atmosphere, or it can be added by the disc author/encoder to protect against more harmful artifacts from occurring after encoding (mostly banding and blocking). In excess, it may be considered an artifact, but to us anime encoders of the 21st century it is not an artifact, nor is it something we should be expected to remove. However, it is often mistaken for \"noise\", and for anime and lossy compression, these two things may sometimes be indistinguishable, but the two differ at a fundamental level; grain being added at the discretion of a human being [1] , and noise being added by lossy compression. See the noise section for more information on the subject.","breadcrumbs":"Recognizing Video Artifacts » Grain","id":"71","title":"Grain"},"72":{"body":"Bad lines happen, but its hard to say whether it's worth it to try to fix it. Using awarpsharp or sangnom to fix it will surely lead to disaster. Rakudai-Kishi-no-Cavalry-ep.01.png","breadcrumbs":"Recognizing Video Artifacts » Badly drawn line art","id":"72","title":"Badly drawn line art"},"73":{"body":"Have I been staring at my monitor for too long?","breadcrumbs":"Recognizing Video Artifacts » Chromatic Aberration","id":"73","title":"Chromatic Aberration"},"74":{"body":"notevenonce.jpg","breadcrumbs":"Recognizing Video Artifacts » …and please don't do this","id":"74","title":"…and please don't do this"},"75":{"body":"","breadcrumbs":"Recognizing Video Artifacts » Artifacts","id":"75","title":"Artifacts"},"76":{"body":"DCT block based video compression has come a long way. If you happen to be encoding an MPEG2 TV station or a DVD from a previous decade, you will likely come across something like this: Blocky Compression Blocky Exaggeration [2] From Biamp's Blog [2] : \"Blocking is known by several names – including tiling, jaggies, mosaicing, pixelating, quilting, and checkerboarding – and it occurs whenever a complex (compressed) image is streamed over a low bandwidth connection (imagine a golf ball being passed through a garden hose). At decompression, the output of certain decoded blocks makes surrounding pixels appear averaged together to look like larger blocks.\" (Urban, 2017) Thankfully most blocking in BDs and web streams nowadays isn't nearly as bad, and can either be ignored or removed by another stage in your filter chain [3] . Denoising, debanding, and adding grain will all help to reduce blocking.","breadcrumbs":"Recognizing Video Artifacts » Blocking","id":"76","title":"Blocking"},"77":{"body":"As stated earlier, noise and grain are often used interchangeably. Visually, noise looks uglier and more out of place than grain. It's less defined and can look blotchy, blocky, or be made up of small dots, whereas grain looks like a proper texture. In some cases, heavy random grain may be added and then encoded with a low bitrate, resulting in large, noisy, blocky, unstable grain in the video. This is often impossible to remove without noticeable detail loss, and in this case scenefiltering and heavy detail loss are the only two options.","breadcrumbs":"Recognizing Video Artifacts » Noise","id":"77","title":"Noise"},"78":{"body":"Example image for banding Due to with its many flat areas and smooth gradients, banding is a frequent problem in anime, which is caused by the limits of 8-bit color depth and (especially in low bitrate sources) truncation. The filter GradFun3 is the most common tool for removing it, and is the right tool for the job in average cases. Some other options are available if this isn't enough: Particularly large quantization errors, worse banding in dark scenes, and/or banding with grain are cases where experimenting with a few masking/limiting techniques or scene-filtering may be the best option.","breadcrumbs":"Recognizing Video Artifacts » Banding","id":"78","title":"Banding"},"79":{"body":"Aliasing has a few main causes: interlacing, low bitrate encoding, shitty sharpening, and shitty upscaling (the latter two are often accompanied by ringing). In the case of resizing, the descale plugin with the right settings may be enough to alleviate the aliasing, but bear in mind that the poorer your source video is, the less effective it will be. In other cases, an edge directed interpolation filter, normally used for deinterlacing, is used to smooth the edges. These include nnedi3, eedi3, EEDI2, and sangnom2 . The process involves supersampling and (re-)interpolating lines in an attempt to minimize detail loss and maximize continuity. Masking is very common, and is always recommended. There are one or two other methods, the most common of which is a filter called daa. It's sometimes used, but outside of bad interlacing-related aliasing, it is rarely recommendable.","breadcrumbs":"Recognizing Video Artifacts » Aliasing","id":"79","title":"Aliasing"},"8":{"body":"Always use Semantic Linefeeds when editing text. They are used to break lines into logical units rather than after a certain line length threshold is reached! They drastically improve sentence parsing in the human brain and make code diffing much more simple compared to hard-wrapping at 80 columns. You should still aim not to exceed 80 columns in a single line, but unless you are writing code or URLs, you will most likely not have any problems with this. Markdown will collapse adjacent lines into a paragraph, so you don't have to worry about the rendered result. As a rule of thumb, always start a new line on a comma, a period, any other sentence terminating punctuation, parenthesized sentences (not words), or new items in a long list (such as the one you are reading right now).","breadcrumbs":"Contributing to the Guide » Semantic Linefeeds (!)","id":"8","title":"Semantic Linefeeds (!)"},"80":{"body":"Ringing is something of a blanket term for edge artifacts, including mosquito noise, edge enhancement artifacts, overshoot, or actual ring-like ringing caused by the Gibbs phenomenon. Mosquito Noise [2] In Blu-ray encodes, the only ringing you'll be likely to see is upscaling methods such as Lanczos and sharp Bicubic variants, or possibly from badly done sharpening. This is because ringing is primarily a compression artifact, and BDs are generally high bitrate, and even bad BDs don't tend to ring much. Thus, you are much more likely to see ringing in low bitrate webrips and MPEG2 TV captures. Despite it being a vastly inferior codec, ringing in MPEG2 sources is actually much easier to deal with than the stubborn ringing in H.264 encodes. In these cases, a simple smoothing based edge-scrubber like HQDeringmod, or a warpsharp-based scrubber similar to EdgeCleaner it has a shitty mask) should all work just fine without too many drawbacks. In the case of heavily compressed H.264 sources, consider doing a manual masking/limiting/filtering, or scenefiltering with some of HQDeringmod's safety-checks disabled (change repair from default 24 to 23, or disable entirely)","breadcrumbs":"Recognizing Video Artifacts » Ringing","id":"80","title":"Ringing"},"81":{"body":"Another edge artifact, this time much cleaner and easier to spot. Halos (especially in anime) are exactly as their title would imply; an even, thick, brightness surrounding lines. In some cases they might even seem like they're supposed to be there. In Blu-rays this is rarely a problem, but if you do come across it, a masked dehalo_alpha filter such as Fine_Dehalo or a manual filtering of dehalo_alpha with dhhmask (zzfunc.py coming soon™) are recommendable.","breadcrumbs":"Recognizing Video Artifacts » Haloing","id":"81","title":"Haloing"},"82":{"body":"field-noise.jpg TODO","breadcrumbs":"Recognizing Video Artifacts » Cross-Field Noise","id":"82","title":"Cross-Field Noise"},"83":{"body":"While most of the anime produced use the YUV 8-bit limited range [4] , we occasionally find some videos having the \"limited range\" flag set while containing full range content. This often results in oversaturated colors and weird brightness. Thus, it is strongly recommended to check the brightness levels of the 8-bit source with hist.Levels(). Example of underflow ( click for comparison ) Example of overflow ( click for comparison ) To fix this problem, simply use resize like so: # Only applies to integer pixel formats, since floating point clips are always full range.\nclip = clip.resize.Spline36(range_in_s=\"full\", range_s=\"limited\") or set the \"full range\" flag on the video, so the values can be interpreted accordingly. Limited range video is more widely supported and players may ignore the \"full range\" flag, which results in interpreting full range content in a limited context. In rare cases, the issue may be more complicated. For example, a video may use faulty levels like 0-235 or 16-255 which are neither full nor limited range. In such cases or similar, std.Levels can be utilized to correct the range: # This only applies to 8 bit clips!\n# In this example, the input clip uses 0-235 for luma and 0-240 for chroma.\nclip = clip.std.Levels(min_in=0, max_in=235, min_out=16, max_out=235, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240, min_out=16, max_out=240, planes=[1,2]) # u&v planes Because limited precision with only 8 bit per channel may lead to rounding errors quickly, we prefer adjusting the levels (and our filtering in general) with higher precision, such as 16 bit or float (32 bit). In the example above, you would use the following [5] : # 16 bit\nclip = clip.std.Levels(min_in=0, max_in=235 << 8, min_out=16 << 8, max_out=235 << 8, planes=0) # y plane\nclip = clip.std.Levels(min_in=0, max_in=240 << 8, min_out=16 << 8, max_out=240 << 8, planes=[1,2]) # u&v planes An example for a case, where shifting the levels with 8 bit precision leads to rounding errors that may result in banding and other weird artifacts, can be seen below. When you see a histogram like this, increase precision. At least, in digital anime. Actual grain is different but you most likely aren't encoding shows from the 90s so who cares. Urban, J. (2017, February 16). Understanding Video Compression Artifacts. Retrieved from http://blog.biamp.com/understanding-video-compression-artifacts/ Blocking may also occur for other reasons other than compression data loss. Image re-construction with padding can cause very similar looking effects, although this is irrelevant for fansubbing source videos. The 8-bit limited range (used in rec.601, rec.709, and BT.2020/2100) only defines values within \\([16,~235]\\) for the Y and \\([16,~240]\\) for the U and V planes. This means that Y=16 is considered full black and Y=235 full white, while any values outside of that range are clamped virtually (during rendering). U and V behave analogously. The limited ranges in different precisions are shifted by (multiplied by 2 to the power of) the added bits. For 12-bit, for example, you multiply by \\(2^{12-8}\\), resulting in \\([256,~3760]\\) and \\([256,~3840]\\) respectively. The maximum value in full range is obviously the highest unsigned integer value, so \\(2^{12}-1\\).","breadcrumbs":"Recognizing Video Artifacts » Underflow / Overflow","id":"83","title":"Underflow / Overflow"},"84":{"body":"Scenefiltering can be hazardous to both your mind and body if used extensively. Avoid scenefiltering if possible. If you're an aspiring young encoder or someone who has been around fansubbing for a while, you've probably heard the term \"scenefiltering\". But what is scenefiltering? As the name suggests, it is simply filtering different scenes or frames of a video clip distinctly.","breadcrumbs":"Scenefiltering » Scenefiltering","id":"84","title":"Scenefiltering"},"85":{"body":"Normally, if you have a source that has great video quality with minimal video artifacts, you can use a simple chain of filters on the entire video without any concern. However, if you have a more complex source with a myriad of video artefacts, you probably don't want to use the same filters everywhere. For instance, one scene could have heavy banding while another scene might have strong aliasing. If you were to fix both of these issues by using strong filtering over the entire video, it would likely result in detail loss in other scenes, which you do not want. This is where scenefiltering comes in. As always, you start by importing the VapourSynth module and loading your video source: import vapoursynth as vs # this can look different based on your editor\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\") Next, you need to choose what filtering will be done to the entire clip. Some filtering—like resizing in this example—may need to be put before any other filtering. At this stage, you can also come up with the default filters that need to be in a certain order, but will still be applied to the entire clip. If you can't come up with anything suitable, don't fret; you'll have plenty more chances to filter later. filtered = core.resize.Bilinear(src, width=1280, height=720) # will occur at the deband stage, but for entire clip\ndefault_deband = deband(filtered) Now that you have your common filtering down, you need to create some base filter chains. Go through some random scenes in your source and write down parts of the filtering that best suits those scenes. You should separate these as variables with proper names and sorting (group filters by their type) to keep everything neat and clean. If you do this part well, you will save yourself a lot of time later on, so take your time. At this point, your script should look something like this: import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) light_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized) denoised = ... aa = antialiasing(denoised) aa = ... default_deband = deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = ...","breadcrumbs":"Scenefiltering » Creating the base filters","id":"85","title":"Creating the base filters"},"86":{"body":"Once you've done all of that, you're done with filtering your source—at least for the most part. Now all you need to do is add ReplaceFramesSimple calls. For this, you need either the plugin RemapFrames or the native Python version in fvsfunc [1] . Rfs is a shorthand for ReplaceFramesSimple and fvsfunc has the alias rfs. import vapoursynth as vs\ncore = vs.core src = core.lsmas.LWLibavSource(\"source.m2ts\")\nresized = core.resize.Bilinear(src, width=1280, height=720) ### Denoising\nlight_denoise = some_denoise_filter(resized)\nheavy_denoise = some_other_denoise_filter(resized)\nheavier_denoise = some_stronger_denoise_filter(resized) denoised = core.remap.Rfs(resized, light_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavy_denoise, mappings=\"\")\ndenoised = core.remap.Rfs(denoised, heavier_denoise, mappings=\"\") ### Anti-aliasing\needi2_aa = eedi2_aa_filter(denoised)\nnnedi3_aa = nnedi3_aa_filter(denoised) aa = core.remap.Rfs(denoised, eedi2_aa, mappings=\"\")\naa = core.remap.Rfs(aa, nnedi3_aa, mappings=\"\") ### Debanding\ndefault_deband = default_deband(aa)\nlight_deband = deband1(aa)\nmedium_deband = deband2(aa) debanded = default_deband # will apply filter to the entire clip\ndebanded = core.remap.Rfs(debanded, light_deband, mappings=\"\")\ndebanded = core.remap.Rfs(debanded, med_deband, mappings=\"\") So you created all your base filters and added Rfs calls. Now what? You still have to perform the most tedious part of this entire process—adding frame ranges to those calls. The basic workflow is quite simple: Go to the start of the scene. View the next 2-3 frames. Go to the end of the scene. View the previous 2-3 frames. Based on this, decide on your filtering for the particular scene. If still in doubt, look at other frames in the scene. Sometimes, you will find that different frames in the same scene require different filtering, but this is quite uncommon. Now that you know what filter to use, simply add the frame range to the respective Rfs call. To add a frame range to Rfs, you need to enter it as a string in the mappings parameter. The format for the string is [start_frame end_frame]. If you only want to add a single frame, the format is frame_number. An example should help you understand better: # The following replaces frames 30 to 40 (inclusive) and frame 50\n# of the base clip with the filtered clip.\nfiltered = core.remap.Rfs(base, filtered, mappings=\"[30 40] 50\") Repeat with the next scene. When scenefiltering, it is good practice to comment out Rfs calls you're currently not using because they just make your script slower and eat up memory. This step can take anywhere from a few minutes to hours, depending on the encoder and the source. Most of the time, the same filters can be reused every episode with some minor changes here and there. Now you might ask, \"Why did I have to create base filters for everything?\" The answer is that these base filters allow other filters to be added on top of them. Let's say a scene requires light_denoise but also needs medium_deband on top of that. Just put the same frame ranges in their Rfs calls and watch it happen. What if a scene requires denoising stronger than heavier_denoise ? Simple. Add another denoising filter instead of heavier_denoise like so: super_heavy_denoise = ultra_mega_super_heavy_denoise(filtered) filtered = core.remap.Rfs(filtered, super_heavy_denoise, mappings=\"[x y]\") Using different denoisers on that same frame range is also possible, but always consider the impacts on performance. Calling a strong, slow denoise filter might still be faster (and better-looking) than calling a weak, faster filter multiple times.","breadcrumbs":"Scenefiltering » Adding the frame ranges","id":"86","title":"Adding the frame ranges"},"87":{"body":"If using VSEdit as your editor , it can be helpful to use the built-in bookmark functionality to find the frame ranges of each scene. There is a small script that can generate these bookmarks from your clip inside of VSEdit. If you already have a keyframe file (WWXD qp-file or Xvid keyframes) you can instead use the convert function. # Editing a script called 'example01.vpy'\nimport ...\nfrom vsbookmark import generate generate(clip, 'example01')\n#convert('keyframes.txt', 'example01')\nclip.set_output() When previewing your clip, there will now be bookmarks generated on the timeline allowing you to skip to the next scene using the GUI buttons. The python script may be slower than the plug-in due to the way it calls std.Splice to combine multiple re-mappings. The plug-in on the other hand, directly serves the frames of the second clip, with no calls to Splice. The speed difference will likely only be noticeable with a large amount of re-mappings. So, for the average script, it should be unnoticeable.","breadcrumbs":"Scenefiltering » Editor shortcuts / tips","id":"87","title":"Editor shortcuts / tips"},"88":{"body":"There are filters which change the video in various ways, and then there are ways to change the filtering itself. There are likely hundreds of different techniques at your disposal for various situations, using masks to protect details from smoothing filters, blending two clips with different filtering applied, and countless others—many of which haven't been thought of yet. This article will cover: Masking and Merging Limiting Reference clips Expressions and Lookup Tables Runtime functions Pre-filtering","breadcrumbs":"Masking, Limiting, and Related Functions » Masking, Limiting, and Related Functions","id":"88","title":"Masking, Limiting, and Related Functions"},"89":{"body":"Masking refers to a broad set of techniques used to merge multiple clips. Usually one filtered clip is merged with a source clip according to an overlay mask clip. A mask clip specifies the weight for each individual pixel according to which the two clips are merged; see MaskedMerge for details. In practice, masks are usually used to protect details, texture, and/or edges from destructive filtering effects like smoothing; this is accomplished by masking the areas to protect, e.g. with an edgemask, and merging the filtered clip with the unfiltered clip according to the mask, such that the masked areas are taken from the unfiltered clip, and the unmasked areas are taken from the filtered clip. In effect, this applies the filtering only to the unmasked areas of the clip, leaving the masked details/edges intact. Mask clips are usually grayscale, i.e. they consist of only one plane and thus contain no color information. In VapourSynth, such clips use the color family GRAY and one of these formats: GRAY8 (8 bits integer), GRAY16 (16 bits integer), or GRAYS (single precision floating point). std.MaskedMerge This is the main function for masking that performs the actual merging. It takes three clips as input: two source clips and one mask clip. The output will be a convex combination of the input clips, where the weights are given by the brightness of the mask clip. The following formula describes these internals for each pixel: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + (\\mathrm{clip~b} \\times \\mathrm{mask}) $$ where \\(\\mathit{max~value}\\) is 255 for 8-bit. In simpler terms: for brighter areas in the mask, the output will come from clip b , and for the dark areas, it'll come from clip a . Grey areas result in an average of clip a and clip b . If premultiplied is set to True, the equation changes as follows: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{mask}) + \\mathrm{clip~b} $$","breadcrumbs":"Masking, Limiting, and Related Functions » Masking","id":"89","title":"Masking"},"9":{"body":"The indent size is two spaces .","breadcrumbs":"Contributing to the Guide » Indentation","id":"9","title":"Indentation"},"90":{"body":"Building precise masks that cover exactly what you want is often rather tricky. VapourSynth provides basic tools for manipulating masks that can be used to bring them into the desired shape: std.Minimum/std.Maximum The Minimum/Maximum operations replace each pixel with the smallest/biggest value in its 3x3 neighbourhood. The 3x3 neighbourhood of a pixel are the 8 pixels directly adjacent to the pixel in question plus the pixel itself. Illustration of the 3x3 neighborhood The Minimum/Maximum filters look at the 3x3 neighbourhood of each pixel in the input image and replace the corresponding pixel in the output image with the brightest (Maximum) or darkest (Minimum) pixel in that neighbourhood. Maximum generally expands/grows a mask because all black pixels adjacent to white edges will be turned white, whereas Minimum generally shrinks the mask because all white pixels bordering on black ones will be turned black. See the next section for usage examples. Side note: In general image processing, these operations are known as Erosion (Minimum) and Dilation (Maximum). Maximum/Minimum actually implement only a specific case where the structuring element is a 3x3 square. The built-in morpho plug-in implements the more general case in the functions morpho.Erode and morpho.Dilate which allow finer control over the structuring element. However, these functions are significantly slower than std.Minimum and std.Maximum. std.Inflate/std.Deflate TODO std.Binarize Split the luma/chroma values of any clip into one of two values, according to a fixed threshold. For instance, binarize an edgemask to white when edge values are at or above 24, and set values lower to 0: mask.std.Binarize(24, v0=0, v1=255) For methods of creating mask clips, there are a few general categories…","breadcrumbs":"Masking, Limiting, and Related Functions » Manipulating Masks","id":"90","title":"Manipulating Masks"},"91":{"body":"These are used for normal edge detection, which is useful for processing edges or the area around them, like anti-aliasing and deringing. The traditional edge detection technique is to apply one or more convolutions, focused in different directions, to create a clip containing what you might call a gradient vector map, or more simply a clip which has brighter values in pixels where the neighborhood dissimilarity is higher. Some commonly used examples would be Prewitt (core), Sobel (core), and kirsch (kagefunc). There are also some edge detection methods that use pre-filtering when generating the mask. The most common of these would be TCanny , which applies a Gaussian blur before creating a 1-pixel-thick Sobel mask. The most noteworthy pre-processed edge mask would be kagefunc's retinex_edgemask filter, which at least with cartoons and anime, is unmatched in its accuracy. This is the mask to use if you want edge masking with ALL of the edges and nothing BUT the edges. Another edge mask worth mentioning is the mask in dehalohmod, which is a black-lineart mask well-suited to dehalo masking. Internally it uses a mask called a Camembert to generate a larger mask and limits it to the area affected by a line-darkening script. The main mask has no name and is simply dhhmask(mode=3). For more information about edgemasks, see kageru's blog post . The range mask (or in masktools, the \"min/max\" mask) also fits into this category. It is a very simple masking method that returns a clip made up of the maximum value of a range of neighboring pixels minus the minimum value of the range, as so: clipmax = core.std.Maximum(clip)\nclipmin = core.std.Minimum(clip)\nminmax = core.std.Expr([clipmax, clipmin], 'x y -') The most common use of this mask is within GradFun3. In theory, the neighborhood variance technique is the perfect fit for a debanding mask. Banding is the result of 8 bit color limits, so we mask any pixel with a neighbor higher or lower than one 8 bit color step, thus masking everything except potential banding. But alas, grain induces false positives and legitimate details within a single color step are smoothed out, therefore debanding will forever be a balancing act between detail loss and residual artifacts. Example: Build a simple dehalo mask Suppose you want to remove these halos: Screenshot of the source. Point-enlargement of the halo area. (Note that the images shown in your browser are likely resized poorly; you can view them at full size in this comparison .) Fortunately, there is a well-established script that does just that: DeHalo_alpha . However, we must be cautious in applying that filter, since, while removing halos reliably, it's extremely destructive to the lineart as well. Therefore we must use a dehalo mask to protect the lineart and limit the filtering to halos. A dehalo mask aims to cover the halos but exclude the lines themselves, so that the lineart won't be blurred or dimmed. In order to do that, we first need to generate an edgemask. In this example, we'll use the built-in Sobel function. After generating the edge mask, we extract the luma plane: mask = core.std.Sobel(src, 0)\nluma = core.std.ShufflePlanes(mask, 0, colorfamily=vs.GRAY) luma Next, we expand the mask twice, so that it covers the halos. vsutil.iterate is a function in vsutil which applies the specified filter a specified number of times to a clip—in this case it runs std.Maximum 2 times. mask_outer = vsutil.iterate(luma, core.std.Maximum, 2) mask_outer Now we shrink the expanded clip back to cover only the lineart. Applying std.Minimum twice would shrink it back to the edge mask's original size, but since the edge mask covers part of the halos too, we need to erode it a little further. The reason we use mask_outer as the basis and shrink it thrice, instead of using mask and shrinking it once, which would result in a similar outline, is that this way, small adjacent lines with gaps in them (i.e. areas of fine texture or details), such as the man's eyes in this example, are covered up completely, preventing detail loss. mask_inner = vsutil.iterate(mask_outer, core.std.Minimum, 3) mask_inner Now we subtract the outer mask covering the halos and the lineart from the inner mask covering only the lineart. This yields a mask covering only the halos, which is what we originally wanted: halos = core.std.Expr([mask_outer, mask_inner], 'x y -') halos Next, we do the actual dehaloing: dehalo = hf.DeHalo_alpha(src) dehalo Lastly, we use MaskedMerge to merge only the filtered halos into the source clip, leaving the lineart mostly untouched: masked_dehalo = core.std.MaskedMerge(src, dehalo, halos) masked_dehalo","breadcrumbs":"Masking, Limiting, and Related Functions » Line masks","id":"91","title":"Line masks"},"92":{"body":"A diff(erence) mask is any mask clip generated using the variance of two clips. There are many different ways to use this type of mask: limiting a difference to a threshold, processing a filtered difference itself, or smoothing → processing the clean clip → overlaying the original grain. They can also be used in conjunction with line masks, for example: kagefunc's hardsubmask uses a special edge mask with a diff mask, and uses core.misc.Hysteresis to grow the line mask into diff mask. Example: Create a descale mask for white non-fading credits with extra protection for lines (16 bit input) src16 = kgf.getY(last)\nsrc32 = fvf.Depth(src16, 32) standard_scale = core.resize.Spline36(last, 1280, 720, format=vs.YUV444P16, resample_filter_uv='spline16') inverse_scale = core.descale.Debicubic(src32, 1280, 720)\ninverse_scale = fvf.Depth(inverse_scale, 16) #absolute error of descaling\nerror = core.resize.Bicubic(inverse_scale, 1920, 1080)\nerror = core.std.Expr([src, error], 'x y - abs') #create a light error mask to protect smaller spots against halos aliasing and rings\nerror_light = core.std.Maximum(error, coordinates=[0,1,0,1,1,0,1,0])\nerror_light = core.std.Expr(error_light, '65535 x 1000 / /')\nerror_light = core.resize.Spline36(error_light, 1280, 720) #create large error mask for credits, limiting the area to white spots\n#masks are always full-range, so manually set fulls/fulld to True or range_in/range to 1 when changing bitdepth\ncredits = core.std.Expr([src16, error], 'x 55800 > y 2500 > and 255 0 ?', vs.GRAY8)\ncredits = core.resize.Bilinear(credits, 1280, 720)\ncredits = core.std.Maximum(credits).std.Inflate().std.Inflate()\ncredits = fvf.Depth(credits, 16, range_in=1, range=1) descale_mask = core.std.Expr([error_light, credits], 'x y -') output = kgf.getY(standard_scale).std.MaskedMerge(inverse_scale, descale_mask)\noutput = muvf.MergeChroma(output, standard_scale)","breadcrumbs":"Masking, Limiting, and Related Functions » Diff masks","id":"92","title":"Diff masks"},"93":{"body":"VapourSynth's core contains many such filters, which can manipulate one to three different clips according to a math function. Most, if not all, can be done (though possibly slower) using std.Expr, which will be covered at the end of this sub-section. std.MakeDiff and std.MergeDiff Subtract or add the difference of two clips, respectively. These filters are peculiar in that they work differently in integer and float formats, so for more complex filtering float is recommended whenever possible. In 8 bit integer format where neutral luminance (gray) is 128, the function is \\(\\mathrm{clip~a} - \\mathrm{clip~b} + 128\\) for MakeDiff and \\(\\mathrm{clip~a} + \\mathrm{clip~b} - 128\\) for MergeDiff, so pixels with no change will be gray. The same is true of 16 bit and 32768. The float version is simply \\(\\mathrm{clip~a} - \\mathrm{clip~b}\\) so in 32 bit the difference is defined normally, negative for dark differences, positive for bright differences, and null differences are zero. Since overflowing values are clipped to 0 and 255, changes greater than 128 will be clipped as well. This can be worked around by re-defining the input clip as so: smooth = core.bilateral.Bilateral(src, sigmaS=6.4, sigmaR=0.009)\nnoise = core.std.MakeDiff(src, smooth) # subtract filtered clip from source leaving the filtered difference\nsmooth = core.std.MakeDiff(src, noise) # subtract diff clip to prevent clipping (doesn't apply to 32 bit) std.Merge This function is similar to MaskedMerge , the main difference being that a constant weight is supplied instead of a mask clip to read the weight from for each pixel. The formula is thus just as simple: $$ \\mathrm{output} = \\mathrm{clip~a} \\times (\\mathit{max~value} - \\mathrm{weight}) + (\\mathrm{clip~b} \\times \\mathrm{weight}) $$ It can be used to perform a weighted average of two clips or planes. std.Expr TODO std.Lut and std.Lut2 May be slightly faster than Expr in some cases, otherwise they can't really do anything that Expr can't. You can substitute a normal Python function for the RPN expression, though, so you may still find it easier. See link for usage information.","breadcrumbs":"Masking, Limiting, and Related Functions » Single and multi-clip adjustments with std.Expr and friends","id":"93","title":"Single and multi-clip adjustments with std.Expr and friends"},"94":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Limiting","id":"94","title":"Limiting"},"95":{"body":"TODO","breadcrumbs":"Masking, Limiting, and Related Functions » Referencing","id":"95","title":"Referencing"},"96":{"body":"TODO Example: Strong smoothing on scene changes (i.e. for MPEG-2 transport streams) from functools import partial src = core.d2v.Source()\nsrc = ivtc(src)\nsrc = haf.Deblock_QED(src) ref = core.rgvs.RemoveGrain(src, 2) # xvid analysis is better in lower resolutions\nfirst = core.resize.Bilinear(ref, 640, 360).wwxd.WWXD()\n# shift by one frame\nlast = core.std.DuplicateFrames(first, src.num_frames - 1).std.DeleteFrames(0) # copy prop to last frame of previous scene\npropclip = core.std.ModifyFrame(first, clips=[first, last], selector=shiftback) def shiftback(n, f): both = f[0].copy() if f[1].props.SceneChange == 1: both.props.SceneChange = 1 return both def scsmooth(n, f, clip, ref): if f.props.SceneChange == 1: clip = core.dfttest.DFTTest(ref, tbsize=1) return clip out = core.std.FrameEval(src, partial(scsmooth, clip=src, ref=ref), prop_src=propclip)","breadcrumbs":"Masking, Limiting, and Related Functions » Runtime filtering with FrameEval","id":"96","title":"Runtime filtering with FrameEval"},"97":{"body":"TODO Example: Deband a grainy clip with f3kdb (16 bit input) src16 = last\nsrc32 = fvf.Depth(last, 32) # I really need to finish zzfunc.py :<\nminmax = zz.rangemask(src16, rad=1, radc=0) #8-16 bit MakeDiff and MergeDiff are limited to 50% of full-range, so float is used here\nclean = core.std.Convolution(src32, [1,2,1,2,4,2,1,2,1]).std.Convolution([1]*9, planes=[0])\ngrain = core.std.Expr([src32, clean32], 'x y - 0.5 +') clean = fvf.Depth(clean, 16)\ndeband =core.f3kdb.Deband(clean, 16, 40, 40, 40, 0, 0, keep_tv_range=True, output_depth=16) #limit the debanding: f3kdb becomes very strong on the smoothed clip (or rather, becomes more efficient)\n#adapt strength according to a neighborhood-similarity mask, steadily decreasing strength in more detailed areas\nlimited = zz.AdaptiveLimitFilter(deband, clean, mask=minmax, thr1=0.3, thr2=0.0, mthr1=400, mthr2=700, thrc=0.25) output = fvf.Depth(limited, 32).std.MergeDiff(grain)","breadcrumbs":"Masking, Limiting, and Related Functions » Pre-filters","id":"97","title":"Pre-filters"},"98":{"body":"The ability to descale is a wonderful tool to have in any encoder's arsenal. You may have heard before that most anime are not native 1080p, but a lower resolution. But how do we make use of that? How do you find the native resolution and reverse the upscale?","breadcrumbs":"Descaling » Descaling","id":"98","title":"Descaling"},"99":{"body":"There are many circumstances where descaling might prove beneficial. For example, say you've got a very blurry Blu-ray source. Rather than sharpening it, you might want to consider checking if it's possible to descale it and maybe alleviate a lot of the blur that way. Or the opposite: say you've got a source full of ringing. It might have been upscaled using a very sharp kernel, so it's worth a try to see if it can be descaled. It's no surprise that descaling tends to offer far better lineart than usual rescaling does. However, descaling is not always an option. The worse your source is, the less likely it is that descaling will yield better results than a simple resample. If you've got a source full of broken gradients or noise patterns, like your average simulcast stream, descaling might only hurt the overall quality. Sadly, sources with a lot of post-processing might also prove tough to properly descale without dabbling with specific masks. However, as long as you've got a source with nice, clean lineart, descaling might be a viable option, and possibly nullify the need for a lot of other filtering.","breadcrumbs":"Descaling » When and where to descale","id":"99","title":"When and where to 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