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OH HAI ALL THIS IS REALLY OLD CARP SHIT (which actually makes great aquaponic fertilizer)

IF YOU WANT THE BALLERIST 3DHPE PAPERS HEAD OVER TO THIS LINK Click it and you'll be able to swallow entire cans of Spinach like popeye.

Code 😮

Arxiv 🤔 `

Human Pose Estimation from RGB Camera - The repo

Pose machines are advancing at an alarming rate. Basically you take a picture/video/depth sensor of somebody, and figure out their body shape! It's got applications in VR, medical, automotive. It's all around useful! This repo is for my study notes and will be used as a place for triaging new research papers.

Get Involved

Hit me up with whatever you find interesting, just drop an issue I won't mind.

How this is sorted

The papers are sorted by season for sanity purposes. More recent papers TEND to be more advanced than previous ones, but I've seen this rule broken too. After season they're sorted by Month, then by first letter in the Acronym. The date of a paper it's FIRST version. That means if a paper is refined 5 years later, it's still 5 years old.They also have very short and memorable memonic descriptions. They should be memorable, vivid, and descriptive to the essence of what makes the project different from the others. "Muscle Actuated Human Simulation" BAD "Ragdoll skeleton that's buff" GOOD.

Season of paper

ACRONYM EVERY LETTER OF PAPER📷📹🚪📦🍒 Emoji descibing the calibre of paper

The paper title (Month and Year of paper) any code if present

A short snarky 5th grader level description of the paper

  • Quality
    • 🍒 Good paper 💯👌🍎🍒🌠⭐🌟☄💎✅☑✔📟
  • Time Dimension
    • 📷 Pictures
    • 📹 Video
  • Spatial Dimensions
    • 🚪 2D Models
    • 📦 3D Models
  • Physics
    • 🏋 Physics Ragdoll
    • 🕺 Other type of parameterized body
  • Supervision
    • 👀 Supervised
    • 👓 Semisupervised
      • 🕶 Unsupervised

Table Of Contents


Projects and papers

Fall 2019

AWHFWSHPEFMRBG

Adaptive Wasserstein Hourglass for Weakly Supervised Hand Pose Estimation from Monocular RGB (Sep 2019)

Lets you use hands from video games

CVFF3DHPE

Cross View Fusion for 3D Human Pose Estimation (Sep 2019)

Progressive JPEG style Tron Digitizer, but there's multiple lasers

FHADFMCOHPASFSRGBI

FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images (Sep 2019)

Literally hand models

HSUSV3DHSPAHPEWHOIAPC

Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense (Sep 2019)

A guy doing stuff with furniture

ILFHPP

Imitation Learning for Human Pose Prediction (Sep 2019)

Teach a living manequinn to monkey see monkey do on humans, and then use them as a sketch, like GAN Swolebot

LVFUMI

Learning Visual Features Under Motion Invariance (Sep 2019)

Take a marker, move it to and away your face, ok, now spin it, ok now drag it around the table. Same marker? Good.

MMTSNFAR

Multi-Modal Three-Stream Network for Action Recognition (Sep 2019)

Three brain lobes, not two

Summer 2019

BUHRNFMPPE

Bottom-up Higher-Resolution Networks for Multi-Person Pose Estimation (Aug 2019)

What goes through the head of a really refined body-part fetishist

DKDFEPEIV

Dynamic Kernel Distillation for Efficient Pose Estimation in Videos (Aug 2019)

Uses previous kernel as priors for next estimation step. EXACTLY WHAT YOU WANTED TO DO.

ECM3DCOHSHMUAEC

EventCap: Monocular 3D Capture of High-Speed Human Motions using an Event Camera (Aug 2019)

They use an eyeball like camera, looks for movement, not brightness

HARFSP

Human activity recognition from skeleton poses (Aug 2019)

Is that a skeleton playing trombone?

MMMEDFHA

MEx: Multi-modal Exercises Dataset for Human Activity Recognition (Aug 2019)

Dataset of Kinect Camera + Samsung gear controllers + DDR mat

R3DHPAW3DC

Resolving 3D Human Pose Ambiguities with 3D Scene Constraints (Aug 2019)

Sitting on the couch vs sinking into the couch. You can't sink into the couch

SAHPASRUMVI

Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images (Aug 2019)

Papparazi of a obese mannequin wearing baggy clothes

SSMPPM

Single-Stage Multi-Person Pose Machines (Aug 2019)

It does the people finding in one step by using a root joint

TSFFDVB3DHPE

Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation (Aug 2019)

Bullet trajectory through jello, TIME VISION

SMAHSAC 🍒📦🏋

Scalable Muscle Actuated Human Simulation and Control (Jul 2019) CODE

Swolebot: throw a bunch of muscles on a skeleton and make it do stuff

TMGC📟

Towards Markerless Grasp Capture (Jul 2019) CODE

A bony hand grabs a stapler

Spring 2019

ITWHPEUE2DFAI3DR

In the Wild Human Pose Estimation Using Explicit 2D Features and Intermediate 3D Representation (Apr 2019)

It's like a sillouete, but extra. Also some reprojection loss nonsense.

M3DHPEBGAORH

Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking (Apr 2019)

Teach something to make stick figures out of sillouettes, so you can make stick figures out of sillouettes

SGCNF3DHPR 🍒

Semantic Graph Convolutional Networks for 3D Human Pose Regression (Apr 2019)

It uses spider web like ideas instead of window screen like ideas to find pose of a person

SSNFHPE 🍒

Spatial Shortcut Network for Human Pose Estimation (Apr 2019)

Like a jigsaw puzzle, but a tweaker is solving it and keeps darting around the whole thing

V2GCCEFRWV

Vid2Game: Controllable Characters Extracted from Real-World Videos (Apr 2019)

Turns people into paper mario type characters Uses pose2pose and pose2frame

DBDRD3DHPASFASCI 🍒

DenseBody: Directly Regressing Dense 3D Human Pose and Shape From a Single Color Image (Mar 2019)

Let's decide to get rid of the middleman

DIAFFHPT

Dense Intrinsic Appearance Flow for Human Pose Transfer (Mar 2019)

What happens through the mind of a model photographer when he sees the set in the studio.

KPTIPAFCFKSWDTIHP 🍒

KPTransfer: improved performance and faster convergence from keypoint subset-wise domain transfer in human pose estimation (Mar 2019)

'Light Balance' dancers' different suit modes

LCFTCCOT

Learning Correspondence from the Cycle-Consistency of Time (Mar 2019)

uses literally no labels, doesn't know what a human is, Walks backward and forwards in video to help with prediction Pleatau

PPCFEHPE

PifPaf: Composite Fields for Human Pose Estimation (Mar 2019)

One for the organs places and one for the body, very standard method

TLFFHOIRAHPE

Turbo Learning Framework for Human-Object Interactions Recognition and Human Pose Estimation (Mar 2019)

WSDOGARF3DHPE 🍒

Weakly-Supervised Discovery of Geometry-Aware Representation for 3D Human Pose Estimation (Mar 2019)

Winter 2018

CFAFHPE

Cascade Feature Aggregation for Human Pose Estimation (Feb 2019)

3DHPEFDMV2DP

3D Human Pose Estimation from Deep Multi-View 2D Pose (Feb 2019)

DHRRLFHPE

Deep High-Resolution Representation Learning for Human Pose Estimation (Feb 2019)

RNWSTOAARNFNF3DHPE

RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation (Feb 2019)

SSL3DHPUMVG 🍒

Self-Supervised Learning of 3D Human Pose using Multi-view Geometry (Feb 2019)

ATDATAHPEAT

A Top-down Approach to Articulated Human Pose Estimation and Tracking (Jan 2019)

3DHPMWSSL🍒

3D Human Pose Machines with Self-supervised Learning (Jan 2019)

Almost real time! 2d<->3d<->2d

HPEUMPAEM

Human Pose Estimation using Motion Priors and Ensemble Models (Jan 2019)

HPEWSCI

Human Pose Estimation with Spatial Contextual Information (Jan 2019)

VI3DHPE

View Invariant 3D Human Pose Estiation(Jan 2019)

HPAPEFAVUDCS

Human Pose and Path Estimation from Aerial Video using Dynamic Classifier Selection (Dec 2018)

PFMAGHPRN 🍒

PoseFix: Model-agnostic General Human Pose Refinement Network (Dec 2018)

SFVRLOPSFV 📹📦🏋🍒📟

SFV: Reinforcement Learning of Physical Skills from Videos (Dec 2018)

Robot plays simon says with a bunch of humans: break dancing robot

Fall 2018

D3DPEUPBP📷📦

Deep 3D Human Pose Estimation Under Partial Body Presence (Oct 2018)

My legs have been chopped off, and my head, but tis but a scratch.

3DHPEUSOIRT📷📦

3D Human Pose Estimation Using Stochastic Optimization In Real Time (Oct 2018)

Try again and again, till you get it right. Uses depth based sensors. RTW + Particle Swarms

A3DHPEVMDS📷📦

Adversarial 3D Human Pose Estimation via Multimodal Depth Supervision (Sep 2018)

Continuation of FBI work, also got multimodal network now. IDK What that means

DLCMFHPE📷🚪

Deeply Learned Compositional Models for Human Pose Estimation (Sep 2018)

Take the human body, and shove it into code blocks

DPT🚪

Dense Pose Transfer (Sep 2018)

color in a mannequin, a machine imagines the details, then animates it's paper statue

3DEPEVIL📷📦

3D Ego-Pose Estimation via Imitation Learning (Sep 2018)

Headcam, they use a very complicated ragdoll, also, just walking and running

3DHPEWSEE📷📦

3D Human Pose Estimation with Siamese Equivariant Embedding (Sep 2018)

Twins compare their answers after doing their math homework. (Homework refers to the 3d pose estimation)

TLARROHBH

Towards Learning a Realistic Rendering of Human Behavior(Sep 2018)

Copies one person's pose on to another paper mario

SOAWVFT2018ECCVPTCO3DHPE📷📦

Synthetic Occlusion Augmentation with Volumetric Heatmaps for the 2018 ECCV PoseTrack Challenge on 3D Human Pose Estimation (Sep 2018)

They block their face and body with cheap photoshop techniques, then the machine has to "x-ray" through all that.

Summer 2018

EDN

Everybody Dance Now (Aug 2018)

GAN generator

NBFUDLAMBHPASE📷📦📟

Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation [CODE] (Aug 2018)

The circle of 3D pose estimation. 2d Image -> 2d Color Me Rad guy -> 3d pudgy man -> photograph of said man -> 2d Image

VTVS

[Video to Video Synthesis](https://tcwang0509.github.io/vid2vi (Aug 2018)

Video to Video Synthesis 1 Generator & 2 Discriminator, Flow map, and gradual growth

SSMP3DBPEFMRGBI📷📦

Single-Shot Multi-Person 3D Body Pose Estimation From Monocular RGB Input (Aug 2018)

They use a ORPM, whatever that means. And they have some very obviouly green screened images.

M3DHPEUILSALSTMN

Multiview 3D human pose estimation using improved least-squares and LSTM networks (Jul 2018)

Literally exactly what I'm trying to build COPY COPY COPY

RPI3DMSRARFMMC📷📦

Rethinking Pose in 3D: Multi-stage Refinement and Recovery for Markerless Motion Capture (Aug 2018)

use lots of cameras to make just one camera better, and do this over and over and over again

AVUNFCAASG

A Variational U-Net for Conditional Appearance and Shape Generation(Jun 2018)

Surrounded by photographers

3DHPEWRN📷📦

3D Human Pose Estimation with Relational Networks (Jul 2018)

Back bone connected to the shoulder bone, shoulder bone connected to the neck bone...

HPEWPIL🚪

Human Pose Estimation with Parsing Induced Learner (Jun 2018)

FBIPTBTGB2DIA3DHPUFOBI📷📦

FBI-Pose: Towards Bridging the Gap between 2D Images and 3D Human Poses using Forward-or-Backward Information (Jun 2018)

Anderson Silva's broken bent leg

Spring 2018

DRP3DDRI3DHPE📷📦

DRPose3D: Depth Ranking in 3D Human Pose Estimation (May 2018)

These guys do FBI but without the "crowd sourced" annotations

IARM3DHPEFWSD📷📦

It's all Relative: Monocular 3D Human Pose Estimation from Weakly Supervised Data (May 2018)

Crowd sourced relative depth annotations

BNVIO3DHBS📦

BodyNet: Volumetric Inference of 3D Human Body Shapes [CODE] (Apr 2018)

Make a statue of michealangelo in minecraft

UGARF3DHPE📦📟

Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation [CODE] (Apr 2018)

It rotates the person with it's eyes. (Insert reference to undressing with eyes here)

MPCHPCFMV📹📦

MonoPerfCap: Human Performance Capture from Monocular Video [Project] (Mar 2018)

makes a 3d replica of you like a fully featured action figure

TWHPEURS

Through-Wall Human Pose Estimation Using Radio Signals (Jun 18)

Ok, so this is seriously magic, I don't know how to describe it sassy like

LTE3DHPASFASCI📦

Learning to Estimate 3D Human Pose and Shape from a Single Color Image (May 2018)

SMPL brand Artist's Mannequin

3DHPEINWBAL📷📦

3D Human Pose Estimation in the Wild by Adversarial Learning (Mar 2018)

LCRNMP2DA3DPDINI📹📦

LCR-Net++: Multi-person 2D and 3D Pose Detection in Natural Images [Project] (Mar 2018)

UALO3DHPF2DJL📷📦

Unsupervised Adversarial Learning of 3D Human Pose from 2D Joint Locations [Project page] (Mar 2018)

Winter 2017

ETEROHSAP📹📦

End-to-end Recovery of Human Shape and Pose [CODE] (Dec 2017)

ETIF3DHPE📷📦

Exploiting temporal information for 3D human pose estimation (Nov 2017)

Fall 2017

ECVMAC

Emergent Complexity via Multi-Agent Competition (Oct 2017)

Sumo wrestling robots

ASYEBF3DHPE

📷📦 A simple yet effective baseline for 3d human pose estimation (Aug 2017) [CODE]

RMP2DPEUPAF

📹🚪 Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields [CODE] (Apr 2017)

DLDLSUHDRL

DeepLoco: Dynamic Locomotion Skills Using Hierarchical Deep Reinforcement Learning (Jul 2017)

Brains and Brawn, two level archetecture

EOLBIRE

Emergence of Locomotion Behaviours in Rich Environments (Jul 2017)

A stick figure doing parkour, Deepmind

APNASACNFHPE

📷🚪 Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation (May 2017)

VNRT3DHPEWASRGBC

📹📦 VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera [CODE] [Project] (Jul 2017)

LFTDC3DPEFASI

📷📦Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image (Oct 2017)

KGDFNNFHPE📷📦

Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation [CODE] (Aug 2017)

2016

LTF2DA3DICFMBPE📷📦

Learning to Fuse 2D and 3D Image Cues for Monocular Body Pose Estimation (Nov 2016)

M3DHPEITWUICNNS📷📦

Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision [Project] (Nov 2016)

MCGDAF3DPEITW📷📦

MoCap-guided Data Augmentation for 3D Pose Estimation in the Wild (Oct 2016)

3DHPEUCNNW2DPI📷📦

3D Human Pose Estimation Using Convolutional Neural Networks with 2D Pose Information (Sep 2016)

KISAEO3DHPASFASI📷📦

Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image (Jul 2016)

PFNNFCC

Phase-Functioned Neural Networks for Character Control (Apr 2017)

Left right, left right, but for video game characters

TALSUDRL

Terrain-Adaptive Locomotion Skills Using Deep Reinforcement Learning

Open AI's Bipedal Walker. Like a Kuriboh on two chopsticks

SHNFHPE📷🚪

Stacked Hourglass Networks for Human Pose Estimation [CODE] (Mar 2016)

CPM📷🚪

Convolutional Pose Machines [CODE] (Jan 2016)

2014 & 2015

STMFHPE📹📦

Spatio-temporal Matching for Human Pose Estimation [Project] (Dec 2015)

SPD3DHPEFMV📹📦

Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video [Project] (Nov 2015)

FMBLFBC

Flexible Muscle-Based Locomotion for Bipedal Creatures(Nov 13)

Watch my girrafe sway

DOCBTCIO

Discovery of complex behaviors through contact-invariant optimization (Jul 2012)

Adventure time characters help each other out


DataSets

DataSets

MS COCO 2d object segmentations GET SOME

MPI-INF-3DHP GET SOME

MPII POSE 2d pose video snippets GET SOME

Human 3.6M 3d pose with 4 cameras and TOF. Bonus synthetic data. BEG YOU

HumanEva-I Small 3d pose videos. GET SOME

SURREAL Videogame characters pasted onto random GET SOME

mXE 3d pose with pressure and camera and kinect GET SOME

VGG HPE Upper body GET SOME

CMU Panoptic Studio Camera sphere, 3d pose, video and point clouds GET SOME

UP-3D/Unite The People 3d pose, also goody GET SOME

LIP Look into person, GET SOME

Pose Guided Person Image Generation [CODE] - Ma, L., Jia, X., Sun, Q., Schiele, B., Tuytelaars, T., & Gool, L.V. (NIPS 2017)

A Generative Model of People in Clothing - Lassner, C., Pons-Moll, G., & Gehler, P.V. (ICCV 2017)

Deformable GANs for Pose-based Human Image Generation - [CODE] - Siarohin, A., Sangineto, E., Lathuilière, S., & Sebe, N. (CVPR 2018)

Dense Pose Transfer - Neverova, N., Guler, R.A., & Kokkinos, I. (ECCV 2018)

A Generative Model of People in Clothing

Deformable GANs for Pose Based Human Image Generatoin

Dense Pose Transfer



Guide

Gesture and Sign Language Recognition with Deep Learning

Human Pose Estimation 101

Bob

Jessie

Awesome

HoreFice


My personal goals:

  • I'd like to find a project I can clone.

  • I'd like to find a recent project.

  • I'd like to find a project with the 3d work done

  • I'd like to find a project that can integrate with SteamVR. (bone locations instead of blobs/meshes)

  1. state of the art 2d pose detector, this is crucial.

  2. This 2d pose detector can return colored limbs corresponding to each body part or heat maps corresponding to joint, or even forward/backwards information from annoation.

  3. Time dependence ideally the network, when doing pixel to 2d pose and 2d pose to 3d map and 3d map to skeleton should take into account the previous frame, and with an internal representation of the boundary conditions of the human body pose (Perhaps a GAN?)

  4. Additionally, there are other gimmicks that can be used, like Siamese network parallelism. Where two shots of the same pose are rewarded for giving the same output. Physics simulations of body mechanics can be used. Reprojection of 3d joints back to 2d geometery using meshes. The 3d pose can be iteratively refined over and over again. Sythetic data created by game data. Additionally there should be 3d pose standarization. Additionally 2d pose should be done well.

Papers I really don't care about

This is here for the specific purpose of NOT finding them again, please do not delete them. Keep them in chronological order.

DTF3DPEFCIWMA Domain Transfer for 3D Pose Estimation from Color Images without Manual Annotations (Oct 2018) Not relevant, but hand posing is here, so I guess it kinda is CADSTNFHPEFDI Context-Aware Deep Spatio-Temporal Network for Hand Pose Estimation from Depth Images (Oct 2018) Not relvant, hand pose estimation CPNF3DHPEC Actually I'm gonna shove this one in the top, for the specific purpose OF being typical Cascaded Pyramid Network for 3D Human Pose Estimation Challenge (Oct 2018) Top down, seems pretty typical, nothing special goin on here DT3DROHB Deep Textured 3D Reconstruction of Human Bodies [Project] (Sep 2018) Not relevant. I'll make a replica out of you from soggy clay. Depth training, regular camera tests HCRNFHPE Hierarchical Contextual Refinement Networks for Human Pose Estimation (Oct 2018) You start from your center and work outwards FAMPHMCFVRA Fully Automatic Multi-person Human Motion Capture for VR Applications (Sep 2018) $$$ Have a party, turn all your friends into skeletons then they leave PL3DPEBOJI Propagating LSTM: 3D Pose Estimation based on Joint Interdependency (Sep 2018) HPEAARUCNNTIH [Hockey Pose Estimation and Action Recognition using Convolutional Neural Networks to Ice Hockey][https://uwspace.uwaterloo.ca/handle/10012/13835] (Sep 2018) HPEMBOSDI Human pose estimation method based on single depth image (Sep 2018) LRFALRFSV3DPEOHAO Learning Robust Features and Latent Representations for Single View 3D Pose Estimation of Humans and Objects (Sep 2018) AROFHPEFSI A Review of Human Pose Estimation from Single Image (Jul 2018) 3DHPEOTS 3D Human pose estimation on Taiji sequence (Jul 2018) MoCap and a new biomedical dataset! HPEBODNN Human Pose Estimation Based on Deep Neural Network (Jul 2018) MVCNNF3DHPE Multi-View CNNs for 3D Hand Pose Estimation (Jul 2018) Lots a people lookin at your hand MV3DHPEUILSALSTMN Multiview 3D human pose estimation using improved least-squares and LSTM networks (Jul 2018) LSTM 3DROHBSFASCDC 3-D Reconstruction of Human Body Shape from a Single Commodity Depth Camera (Jun 2018) HPACP3DHPEWMUAUC Human Pose As Calibration Pattern; 3D Human Pose Estimation With Multiple Unsynchronized and Uncalibrated Cameras (Jun 2018) SDHNFHPE Stacked dense-hourglass networks for human pose estimation (Apr 2018) SBFHPEAT Simple Baselines for Human Pose Estimation and Tracking [CODE] (Apr 2018) AGAFMV3DHPR A generalizable approach for multi-view 3D human pose regression (Apr 2018) ADLBMF3DHPEF2DFEI A Deep Learning Based Method For 3D Human Pose Estimation From 2D Fisheye Images (Mar 2018) A Unified Framework for Multi-View Multi-Class Object Pose Estimation (Mar 2018) Learning Monocular 3D Human Pose Estimation from Multi-view Images (Mar 2018) Multi-Scale Structure-Aware Network for Human Pose Estimation (Mar 2018) Mo2Cap2: Real-time Mobile 3D Motion Capture with a Cap-mounted Fisheye Camera (Mar 2018) Hierarchical graphical-based human pose estimation via local multi-resolution convolutional neural network (Feb 2018) Image-based Synthesis for Deep 3D Human Pose Estimation (Feb 2018) LSTM Pose Machines [CODE] (Dec 2017) Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB (Dec 2017) Using a single RGB frame for real time 3D hand pose estimation in the wild (Dec 2017) Learning 3D Human Pose from Structure and Motion (Nov 2017) Integral Human Pose Regression [CODE] (Nov 2017) Human Pose Retrieval for Image and Video collections (Oct 2017) A search engine for dancers Human Pose Estimation Using Global and Local Normalization (Sep 2017) Learning Feature Pyramids for Human Pose Estimation [CODE] (Aug 2017) Recurrent 3D Pose Sequence Machines (Jul 2017) Self Adversarial Training for Human Pose Estimation [CODE1][CODE2] (Jul 2017) Learning Human Pose Models from Synthesized Data for Robust RGB-D Action Recognition (Jul 2017) Faster Than Real-time Facial Alignment: A 3D Spatial Transformer Network Approach in Unconstrained Poses (Jul 2017) [A Dual-Source Approach for 3D Human Pose Estimation from a Single Image] (https://arxiv.org/pdf/1705.02883.pdf) (May 2017) Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach [CODE] (Apr 2017) Adversarial PoseNet: A Structure-Aware Convolutional Network for Human Pose Estimation (Apr 2017) Forecasting Human Dynamics from Static Images (Apr 2017) 📦Compositional Human Pose Regression (Apr 2017) 2D-3D Pose Consistency-based Conditional Random Fields for 3D Human Pose Estimation (Apr 2017) Multi-context Attention for Human Pose Estimation - [CODE] (Feb 2017) Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image (Jan 2017) Towards Accurate Multi-person Pose Estimation in the Wild [CODE] (Jan 2017) Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image (Jan 2017) Learning from Synthetic Humans (Jan 2017) MonoCap: Monocular Human Motion Capture using a CNN Coupled with a Geometric Prior (Jan 2017) RMPE: Regional Multi-person Pose Estimation [CODE1][CODE2] (Dec 2016) Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose [CODE] (Nov 2016) Realtime Multi-person 2D Pose Estimation Using Part Affinity Fields [CODE] (Nov 2016) 3D Human Pose Estimation from a Single Image via Distance Matrix Regression (Nov 2016) Learning camera viewpoint using CNN to improve 3D body pose estimation (Sep 2016) EgoCap: Egocentric Marker-less Motion Capture with Two Fisheye Cameras (Sep 2016) Structured Prediction of 3D Human Pose with Deep Neural Networks (May 2016) DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model [CODE1][CODE2] (May 2016) Recurrent Human Pose Estimation [CODE] (May 2016) Synthesizing Training Images for Boosting Human 3D Pose Estimation (Apr 2016) Seeing Invisible Poses: Estimating 3D Body Pose from Egocentric Video - Completely insane and above the scope of science (Mar 2016) DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation [CODE] (Nov 2015) A Dual-Source Approach for 3D Pose Estimation from a Single Image (Sep 2015) Human Pose Estimation with Iterative Error Feedback [CODE] (Jul 2015) Flowing ConvNets for Human Pose Estimation in Videos [CODE] (Jun 2015) 3D Human Pose Estimation from Monocular Images with Deep Convolutional Neural Network (Nov 2014) Efficient Object Localization Using Convolutional Networks (Nov 2014) MoDeep: A Deep Learning Framework Using Motion Features for Human Pose Estimation (Sep 2014) Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimation [CODE] (Jun 2014) Learning Human Pose Estimation Features with Convolutional Networks (Dec 2013) DeepPose: Human Pose Estimation via Deep Neural Networks (Dec 2013) Deep 3D Pose Dictionary: 3D Human Pose Estimation from Single RGB Image Using Deep Convolutional Neural Network 3D Hand Pose Tracking from Depth Images using Deep Reinforcement Learning Human 3D Reconstruction and Identification Using Kinect Sensor (Aug 2018) Low-fi body ID 3D Head Pose Estimation Using Tensor Decomposition and Non-linear Manifold Modeling (Sep 2018) A Data-Driven Approach for 3D Human Body Pose Reconstruction from a Kinect Sensor Accidental Fall Detection Based on Pose Analysis and SVDD $$$Global Feature Learning with Human Body Region Guided for Person Re-identification (Nov 2018) XXXHUMAN POSE ESTIMATION IN IMAGE SEQUENCES (Jun 2018) Filling the Joints: Completion and Recovery of Incomplete 3D Human Poses (Jun 2018) Adapting MobileNets for mobile based upper body pose estimation Oct 2018 Fast Boxer 3D Human Pose Estimation with 2D Marginal Heatmaps

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A synopsis of old and new papers on camera based pose machines.

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