Memo about 3D human pose estimation, record of datasets, papers, codes.
related works
related works
note: This section is blank now. I have not worked on this part because I focus on the paper which releases its code. You can find them in Codes part.
2020
- [Learning 3D Human Shape and Pose fromDense Body Parts](https://arxiv.org/pdf/1912.13344.pdf)
2019
2018
2020
2019
2018
2020
2019
2018
2020
2019
- [Learning Nonparametric Human Mesh Reconstruction from a Single Image without Ground Truth Meshes](https://arxiv.org/pdf/2003.00052.pdf)：image => 2D pose + part seg ==Graph-CNN==> mesh - [PeelNet: Textured 3D reconstruction of human body using single view RGB image](https://arxiv.org/pdf/2002.06664.pdf):
2018
2020
- Learning Character-Agnostic Motion for Motion Retargeting in 2D Decompose and recompose the video, could be used for motion retrival.
2019
2018
Monocular
- VIBE: Video Inference for Human Body Pose and Shape Estimation
- CVPR, 19. Learning 3D Human Dynamics from Video
- ICCV, 19. TexturePose: Supervising Human Mesh Estimation with Texture Consistency
- ICCV, 19. SPIN - SMPL oPtimization IN the loop
- ICCV, 19. Delving Deep Into Hybrid Annotations for 3D Human Recovery in the Wild
- ICCV, 19. Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image
- CVPR, 19. Exploiting temporal context for 3D human pose estimation in the wild
- CVPR, 19. Learning Joint Reconstruction of Hands and Manipulated Objects - Demo, Training Code and Models
- ICCV, 19. MonoLoco: Monocular 3D Pedestrian Localization and Uncertainty Estimation
- SIGGRAPH Asia, 18. Motion Reconstruction Code and Data for Skills from Videos (SFV)
- CVPR, 19. Monocular Total Capture: Posing Face, Body and Hands in the Wild
- CVPR, 19. Detailed Human Shape Estimation from a Single Image by Hierarchical Mesh Deformation
- CVPR, 19. Convolutional Mesh Regression for Single-Image Human Shape Reconstruction
- CVPR, 19. Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
- CVPR, 19. 3D human pose estimation in video with temporal convolutions and semi-supervised training
- ECCV, 18. Integral Human Pose Regression
- CVPR, 18. End-to-end Recovery of Human Shape and Pose
- CVPR, 18. Ordinal Depth Supervision for 3D Human Pose Estimation
Multi-view
- ICCV, 19. Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images
- ICCV, 19 Learnable Triangulation of Human Pose
- CVPR, 19. Fast and Robust Multi-Person 3D Pose Estimation from Multiple Views
- CVPR, 17. Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose
- 3DV, 17. Towards Accurate Marker-less Human Shape and Pose Estimation over Time
Appearance
- CVPR, 19. Dense Intrinsic Appearance Flow for Human Pose Transfer
- ICCV, 19. Liquid Warping GAN: A Unified Framework for Human Motion Imitation, Appearance Transfer and Novel View Synthesis
- 3DV, 18. Detailed Human Avatars from Monocular Video.
- CVPR, 18. Learning to Reconstruct People in Clothing from a Single RGB Camera.
- CVPR, 18. Video based reconstruction of 3D people models.
- CVPR, 19. Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision
- ICCV, 19. Multi-Garment Net: Learning to Dress 3D People from Images
Other
You can also see Awesome Human Pose Estimation, awesome-3d-human