/awesome-hand-pose-estimation

Awesome Hand Pose Estimation Awesome

A curated list of awesome hand pose estimation papers, frameworks, libraries, software and resources.

Papers

Monochrome-based Hand Pose Estimation

  • [2020 SIGGRAPH] MEgATrack: Monochrome Egocentric Articulated Hand-Tracking for Virtual Reality. [PDF]

RGB-based Hand Pose Estimation

  • DeepHandMesh: Weakly-supervised Deep Encoder-Decoder Framework for High-fidelity Hand Mesh Modeling from a Single RGB Image. [PDF] [Code] (Oral) Gyeongsik Moon, Takaaki Shiratori, Kyoung Mu Lee

  • [2019 CVPR] 3D Hand Shape and Pose Estimation from a Single RGB Image. [PDF] [Project] [Code] (Oral) Liuhao Ge, Zhou Ren, Yuncheng Li, Zehao Xue, Yingying Wang, Jianfei Cai, Junsong Yuan

  • [2017 ICCV] Learning to Estimate 3D Hand Pose from Single RGB Images. [PDF] [Project] [Code]

Video-based Hand Pose Estimation

  • SeqHAND: RGB-Sequence-Based 3D Hand Pose and Shape Estimation. [PDF] John Yang, Hyung Jin Chang, Seungeui Lee, Nojun Kwak

Triangulation

  • [2019 ICCV] Learnable Triangulation of Human Pose. [PDF] [Project] [Code] (Oral) Karim Iskakov, Egor Burkov, Victor Lempitsky, Yury Malkov

  • [2020 CVPR] Epipolar Transformers. [PDF] [Code] Yihui He*, Rui Yan*, Shoou-I Yu, Katerina Fragkiadaki

Hand Reconstruction

  • [2020 CVPR] Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild. [PDF] [Project] (Oral) (Paper Award Nominees) Dominik Kulon, Riza Alp Güler, Iasonas Kokkinos, Michael Bronstein, Stefanos Zafeiriou

Hand Object Interaction

  • H+O: Unified Egocentric Recognition of 3D Hand-Object Poses and Interactions. [PDF] Bugra Tekin, Federica Bogo, Marc Pollefeys

  • Reconstructing Hand-Object Interactions in the Wild. [PDF] [Project] Zhe Cao, Ilija Radosavovic, Angjoo Kanazawa, Jitendra Malik

  • [2020 3DV] Grasping Field: Learning Implicit Representations for Human Grasps. [PDF] [Code] (Best Paper Award)

Body Pose Estimation

  • [2020 ECCV] Whole-Body Human Pose Estimation in the Wild. [PDF] [Code] Sheng Jin, Lumin Xu, Jin Xu, Can Wang, Wentao Liu, Chen Qian, Wanli Ouyang, Ping Luo

  • [2020 CVPR] Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation. [PDF] [Slide] Edoardo Remelli, Shangchen Han, Sina Honari, Pascal Fua, Robert Wang

  • [2020 CVPR] VIBE: Video Inference for Human Body Pose and Shape Estimation.[PDF] [Code] Muhammed Kocabas, Nikos Athanasiou, Michael J. Black

Hand Models

Datasets

Contributing

Your contributions are always welcome! Please take a look at the contribution guidelines first.

I will keep some pull requests open if I'm not sure whether those libraries are awesome, you could vote for them by adding 👍 to them. Pull requests will be merged when their votes reach 20.

If you have any question about this opinionated list, do not hesitate to contact me @KaiXu or open an issue on GitHub.