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Preprocessing: Motion Correction
Biafra Ahanonu edited this page Jul 23, 2021
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Please use the online documentation website going forward: https://bahanonu.github.io/ciatah/
Scripts to register movies to remove motion.
It is possible to use the output from motion correction (often done with turboregMovie
or modelPreprocessMovieFunction
) to transform the movie at later times if needed. There are two ways to do this:
- iteratively perform each motion correction step (e.g. same order as in
modelPreprocessMovieFunction
) or - create the translation/skew/rotation matrices for each step using
ResultsOutOriginal
and combine for all iterations astotalTranformMatrix = (R2'*S2'*T2'*R1'*S1'*T1')'
. Note the order matters.- Where
1, 2, ...
indicate matrix for iterations1,2,...
andR, S, T
are rotation, skew (shear + scale) and translation matrices, respectively. - For 3 iterations would be
(R3'*S3'*T3'*R2'*S2'*T2'*R1'*S1'*T1')'
or alternativelyT1*S1*R1*T3*S3*R2*T3*S3*R3
. - For translation/rotation matrices, use definitions in https://www.mathworks.com/help/images/matrix-representation-of-geometric-transformations.html to construct them.
- Where
- Can compile on your system using the following command
mex('-v', '-largeArrayDims','-I.', 'turboreg.c','.\BsplnTrf.c','.\BsplnWgt.c','.\convolve.c','.\getPut.c','.\main.c','.\phil.c','.\pyrFilt.c','.\pyrGetSz.c','.\quant.c','.\reg0.c','.\reg1.c','.\reg2.c','.\reg3.c','.\regFlt3d.c','.\svdcmp.c')
mex('-v', '-largeArrayDims','-I.', 'transfturboreg.c','.\BsplnTrf.c','.\BsplnWgt.c','.\convolve.c','.\getPut.c','.\main.c','.\phil.c','.\pyrFilt.c','.\pyrGetSz.c','.\quant.c','.\reg0.c','.\reg1.c','.\reg2.c','.\reg3.c','.\regFlt3d.c','.\svdcmp.c')
- For Linux users: http://www.walkingrandomly.com/?p=2694
mex('-v', 'GCC="/usr/bin/gcc-4.9"', '-largeArrayDims','CFLAGS="\$CFLAGS -std=c99"','-I.', 'turboreg.c','./BsplnTrf.c','./BsplnWgt.c','./convolve.c','./getPut.c','./main.c','./phil.c','./pyrFilt.c','./pyrGetSz.c','./quant.c','./reg0.c','./reg1.c','./reg2.c','./reg3.c','./regFlt3d.c','./svdcmp.c')
mex('-v', 'GCC="/usr/bin/gcc-4.9"', '-largeArrayDims','CFLAGS="\$CFLAGS -std=c99"','-I.', 'transfturboreg.c','./BsplnTrf.c','./BsplnWgt.c','./convolve.c','./getPut.c','./main.c','./phil.c','./pyrFilt.c','./pyrGetSz.c','./quant.c','./reg0.c','./reg1.c','./reg2.c','./reg3.c','./regFlt3d.c','./svdcmp.c')
- Below is an example usage of
turboregMovie
. - To use imageJ in Matlab, download Fiji (http://fiji.sc) and add Miji.m to your filepath, see http://fiji.sc/Miji.
Note this input was from 2017.04.19 update
% set turboreg options
ioptions.inputDatasetName = '/1';
ioptions.turboregRotation = 0;
ioptions.RegisType = 1;
ioptions.parallel = 1;
ioptions.meanSubtract = 1;
ioptions.normalizeType = 'bandpass'; % matlabDisk is alternative input. Done on input to turboreg but NOT on final movie.
ioptions.registrationFxn = 'transfturboreg';
ioptions.normalizeBeforeRegister = 'divideByLowpass'; % set to blank if don't want any filtering on output movie
ioptions.imagejFFTLarge = 10000;
ioptions.imagejFFTSmall = 80;
ioptions.saveNormalizeBeforeRegister = [];
ioptions.cropCoords = [];
ioptions.closeMatlabPool = 0;
ioptions.refFrame = 1;
ioptions.refFrameMatrix = [];
% load the movie and run turboreg
inputMovieMatrix = loadMovieList('data\2014_04_01_p203_m19_check01\concat_recording_20140401_180333.h5');
regMovie = turboregMovie(inputMovieMatrix,'options',ioptions);
% or run turboreg function by loading movie directly within function
regMovie = turboregMovie('pathToDir\filename.h5','options',ioptions);
ioptions.inputDatasetName = '/1';
ioptions.turboregRotation = 1;
ioptions.RegisType = 1;
ioptions.parallel = 1;
ioptions.meanSubtract = 1;
ioptions.normalizeType = 'divideByLowpass';
ioptions.registrationFxn = 'transfturboreg';
ioptions.normalizeBeforeRegister = 'imagejFFT';
ioptions.imagejFFTLarge = 10000;
ioptions.imagejFFTSmall = 80;
ioptions.saveNormalizeBeforeRegister = [];
ioptions.cropCoords = [];
ioptions.closeMatlabPool = 0;
ioptions.refFrame = 1;
ioptions.refFrameMatrix = [];
regMovie = turboregMovie('pathToDir\filename.h5','options',ioptions);
% OR
regMovie = turboregMovie(inputMovieMatrix,'options',ioptions);