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Awesome Works on Hand Pose Estimation

Table of Contents

arxiv Papers

[arXiv:1704.02224] Hand3D: Hand Pose Estimation using 3D Neural Network. [PDF] [Project Page]

Xiaoming Deng*, Shuo Yang*, Yinda Zhang*, Ping Tan, Liang Chang, Hongan Wang

[arXiv:1704.02201] Real-time Hand Tracking under Occlusion from an Egocentric RGB-D Sensor. [PDF]

Franziska Mueller, Dushyant Mehta, Oleksandr Sotnychenko, Srinath Sridhar, Dan Casas, Christian Theobalt

[arXiv:1702.02447] Region Ensemble Network: Improving Convolutional Network for Hand Pose Estimation. [PDF] [Project Page]

Hengkai Guo, Guijin Wang, Xinghao Chen, Cairong Zhang, Fei Qiao, Huazhong Yang

[arXiv:1612.00596] Learning to Search on Manifolds for 3D Pose Estimation of Articulated Objects. [PDF]

Yu Zhang, Chi Xu, Li Cheng

[arXiv:1511.06728] Hand Pose Estimation through Semi-Supervised and Weakly-Supervised Learning. [PDF]

Natalia Neverova, Christian Wolf, Florian Nebout, Graham Taylor

Conference Papers

2017 CVPR

Crossing Nets: Dual Generative Models with a Shared Latent Space for Hand Pose. Estimation. [PDF]

Chengde Wan, Thomas Probst, Luc Van Gool, Angela Yao

Big Hand 2.2M Benchmark: Hand Pose Data Set and State of the Art Analysis. [PDF]

Shanxin Yuan, Qi Ye, Bjorn Stenger, Siddhand Jain, Tae-Kyun Kim

3D Convolutional Neural Networks for Efficient and Robust Hand Pose Estimation from Single Depth Images.[[PDF]]

Liuhao Ge, Hui Liang, Junsong Yuan and Daniel Thalmann

2016 ECCV

Spatial Attention Deep Net with Partial PSO for Hierarchical Hybrid Hand Pose Estimation. [PDF] [Project Page]

Qi Ye*, Shanxin Yuan*, Tae-Kyun Kim

Hand Pose Estimation from Local Surface Normals. [PDF]

Chengde Wan, Angela Yao, and Luc Van Gool

Real-time Joint Tracking of a Hand Manipulating an Object from RGB-D Input. [PDF] [Project Page]

Srinath Sridhar, Franziska Mueller, Michael Zollhöfer, Dan Casas, Antti Oulasvirta, Christian Theobalt

2016 Others

[2016 IJCAI] Model-based Deep Hand Pose Estimation. [PDF] [Project Page] [Code]

Xingyi Zhou, Qingfu Wan, Wei Zhang, Xiangyang Xue, Yichen Wei

[2016 SIGGRAPH] Efficient and precise interactive hand tracking through joint, continuous optimization of pose and correspondences. [PDF]

Jonathan Taylor et al.

[2016 SIGGRAPH Asia] Sphere-Meshes for Real-Time Hand Modeling and Tracking. [PDF] [Project Page] [Code]

Anastasia Tkach, Mark Pauly, Andrea Tagliasacchi

2016 CVPR

Robust 3D Hand Pose Estimation in Single Depth Images: From Single-View CNN to Multi-View CNNs. [PDF] [Project Page] [Code]

Liuhao Ge, Hui Liang, Junsong Yuan, Daniel Thalmann

DeepHand: Robust Hand Pose Estimation by Completing a Matrix Imputed With Deep Features. [PDF][Project Page]

Ayan Sinha*, Chiho Choi*, Karthik Ramani

Efficiently Creating 3D Training Data for Fine Hand Pose Estimation. [PDF] [Project Page] [Code]

Markus Oberweger, Gernot Riegler, Paul Wohlhart, Vincent Lepetit

Fits Like a Glove: Rapid and Reliable Hand Shape Personalization. [PDF] [Project Page]

David Joseph Tan, Thomas Cashman, Jonathan Taylor, Andrew Fitzgibbon, Daniel Tarlow, Sameh Khamis, Shahram Izadi, Jamie Shotton

2015 ICCV

Training a Feedback Loop for Hand Pose Estimation. [PDF] [Project Page]

Markus Oberweger, Paul Wohlhart, Vincent Lepetit

Opening the Black Box: Hierarchical Sampling Optimization for Estimating Human Hand Pose. [PDF]

Danhang Tang, Jonathan Taylor, Pushmeet Kohli, Cem Keskin, Tae-Kyun Kim, Jamie Shotton

Depth-based hand pose estimation: data, methods, and challenges. [PDF] [Project Page] [Code]

James Supancic III, Deva Ramanan, Gregory Rogez, Yi Yang, Jamie Shotton

3D Hand Pose Estimation Using Randomized Decision Forest with Segmentation Index Points. [PDF]

Peiyi Li, Haibin Ling

A collaborative filtering approach to real-time hand pose estimation. [PDF] [Project Page]

Chiho Choi, Ayan Sinha, Joon Hee Choi, Sujin Jang, Karthik Ramani

Lending A Hand: Detecting Hands and Recognizing Activities in Complex Egocentric Interactions. [PDF]

Sven Bambach, Stefan Lee, David Crandall, Chen Yu

Understanding Everyday Hands in Action from RGB-D Images. [PDF]

Gregory Rogez, James Supancic III, Deva Ramanan

2015 CVPR

Cascaded Hand Pose Regression. [PDF]

Xiao Sun, Yichen Wei, Shuang Liang, Xiaoou Tang, and Jian Sun

Fast and Robust Hand Tracking Using Detection-Guided Optimization. [PDF] [Project Page]

Srinath Sridhar, Franziska Mueller, Antti Oulasvirta, Christian Theobalt

Learning an Efficient Model of Hand Shape Variation from Depth Images. [PDF]

Sameh Khamis, Jonathan Taylor, Jamie Shotton, Cem Keskin, Shahram Izadi, Andrew Fitzgibbon

2015 Others

[2015 CHI] Accurate, Robust, and Flexible Real-time Hand Tracking. [PDF] [Project Page]

Toby Sharp, Cem Keskin, Duncan Robertson, Jonathan Taylor, Jamie Shotton, David Kim, Christoph Rhemann, Ido Leichter, Alon Vinnikov, Yichen Wei, Daniel Freedman, Pushmeet Kohli, Eyal Krupka, Andrew Fitzgibbon, Shahram Izadi

[2015 CVWW]Hands Deep in Deep Learning for Hand Pose Estimation. [PDF] [Project Page] [Code]

Markus Oberweger, Paul Wohlhart, Vincent Lepetit

[2015 FG]Combining Discriminative and Model Based Approaches for Hand Pose Estimation. [PDF] [Project Page]

Philip Krejov, Andrew Gilbert, Richard Bowden

[2015 SGP] Robust Articulated-ICP for Real-Time Hand Tracking. [PDF] [Project Page] [Code]

Anastasia Tkach, Mark Pauly, Andrea Tagliasacchi

2014 CVPR

Realtime and robust hand tracking from depth. [PDF] [Project Page]

Chen Qian, Xiao Sun, Yichen Wei, Xiaoou Tang and Jian Sun

Latent Regression Forest: Structured Estimation of 3D Hand Posture. [PDF] [Project Page]

Danhang Tang, Hyung Jin Chang, Alykhan Tejani, T-K. Kim

User-specific hand modeling from monocular depth sequences. [PDF] [Project Page]

Jonathan Taylor, Richard Stebbing, Varun Ramakrishna, Cem Keskin, Jamie Shotton, Shahram Izadi, Aaron Hertzmann, Andrew Fitzgibbon

2014 Others & Before

[2014 SIGGRAPH] Real-Time Continuous Pose Recovery of Human Hands Using Convolutional Networks. [PDF] [Project Page]

Jonathan Tompson, Murphy Stein, Yann Lecun and Ken Perlin

[2013 ICCV] Real-time Articulated Hand Pose Estimation using Semi-supervised Transductive Regression Forests. [PDF] [Project Page]

Danhang Tang, Tsz Ho Yu and T-K. Kim

[2013 ICCV] Interactive Markerless Articulated Hand Motion Tracking Using RGB and Depth Data. [PDF] [Project Page]

Srinath Sridhar, Antti Oulasvirta, Christian Theobalt

[2013 ICCV] Efficient Hand Pose Estimation from a Single Depth Image. [PDF] [Project Page]

Chi Xu, Li Cheng

[2012 ECCV] Hand pose estimation and hand shape classification using multi-layered randomized decision forests

Cem KeskinFurkan, KıraçYunus Emre, KaraLale Akarun

[2011 CVPRW] Real Time Hand Pose Estimation using Depth Sensors. [PDF]

Cem Keskin, Furkan Kırac, Yunus Emre Kara, Lale Akarun

[2011 BMVC] Efficient Model-based 3D Tracking of Hand Articulations using Kinect. [PDF] [Project Page] [Code]

Iason Oikonomidis, Nikolaos Kyriazis, Antonis A. Argyros

Journal Papers

[2016 IJCV] Lie-X: Depth Image Based Articulated Object Pose Estimation, Tracking, and Action Recognition on Lie Groups. [PDF] [Project Page]

Chi Xu, Lakshmi Narasimhan Govindarajan, Yu Zhang, Li Cheng

[2016 TPAMI] Latent Regression Forest: Structured Estimation of 3D Hand Poses.

Danhang Tang, Hyung Chang, Alykhan Tejani, Tae-Kyun Kim

[2016 CVIU] Guided Optimisation through Classification and Regression for Hand Pose Estimation. [PDF] [Project Page]

Philip Krejov, Andrew Gilbert, Richard Bowden

[2015 TCSVT] Resolving Ambiguous Hand Pose Predictions by Exploiting Part Correlations. [PDF]

Hui Liang, Junsong Yuan, Daniel Thalmann

[2015 IJCV] Estimate Hand Poses Efficiently from Single Depth Images. [PDF] [Project Page] [Code]

Chi Xu, Ashwin Nanjappa, Xiaowei Zhang, Li Cheng

[2014 TMM] Parsing the Hand in Depth Images. [PDF] [Project Page] [Code]

Hui Liang, Junsong Yuan, Daniel Thalmann

Theses

[2016 Thesis] 3D hand pose regression with variants of decision forests. [PDF]

Srinath Sridhar, Max Planck Institute for Informatics

[2016 Thesis] 3D hand pose regression with variants of decision forests. [PDF] [Project Page]

Danhang Tang, Imperial College London

[2016 Thesis] Deep Learning for Human Motion Analysis. [PDF] [Project Page]

Natalia Neverova, National Institut of Applied Science (INSA de Lyon), France

[2016 Thesis] Real time hand pose estimation for human computer interaction. [PDF] [Project Page]

Philip Krejov, University of Surrey

[2015 Thesis] Vision-based hand pose estimation and gesture recognition. [PDF]

Hui Liang, Nanyang Technological University

[2015 Thesis] Localization of Humans in Images Using Convolutional Networks. [PDF]

Jonathan Tompson, New York University

Other Related Papers

[arXiv:1704.02463] First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations. [PDF]

Guillermo Garcia-Hernando, Shanxin Yuan, Seungryul Baek, Tae-Kyun Kim

[2017 CVPR] SurfNet: Generating 3D shape surfaces using deep residual networks. [PDF]

Ayan Sinha, Asim Unmesh, Qixing Huang, Karthik Ramani

[2016 3DV] Learning to Navigate the Energy Landscape. [PDF] [Project Page]

Julien Valentin, Angela Dai, Matthias Niessner, Pushmeet Kohli, Philip H.S. Torr, Shahram Izadi

[arXiv:1612.07828] Learning from Simulated and Unsupervised Images through Adversarial Training. [PDF] [Code-Tensorflow] [Code-Keras] [Code-Tensorflow-NYU-Hand]

Ashish Shrivastava, Tomas Pfister, Oncel Tuzel, Josh Susskind, Wenda Wang, Russ Webb

[2016 NIPS] DISCO Nets : Dissimilarity Coefficient Networks. [PDF] [Project Page] [Code]

Diane Bouchacourt, M. Pawan Kumar, Sebastian Nowozin


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