Research map / 3D vision / Human pose estimation
Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add the forward-kinematics and camera-transform constraints (ablation) | Ours(unsup) · Human3.6M | MPJPE: 126.8 -> 99.2 | Helped |
| Add the forward-kinematics and camera-transform constraints (ablation) | Ours(unsup) · MPI-INF-3DHP | 3DPCK: 51.7 -> 77.4 | Helped |
| Add unpaired 3D pose samples q_z (ablation) | Ours(unsup) · Human3.6M | MPJPE: 178.9 -> 99.2 | Helped |
| Add unpaired 3D pose samples q_z (ablation) | Ours(unsup) · MPI-INF-3DHP | 3DPCK: 40.3 -> 77.4 | Helped |
| Add the saliency mask m_sal (ablation) | Ours(unsup) · Human3.6M | MPJPE: 189.4 -> 99.2 | Helped |
| Add the saliency mask m_sal (ablation) | Ours(unsup) · MPI-INF-3DHP | 3DPCK: 35.7 -> 77.4 | Helped |
Closest papers by meaning
- Kinematic-Structure-Preserved Representation for Unsupervised 3D Human Pose Estimation (AAAI 2020 · similarity 0.92)
- 3D Human Pose Estimation in Video With Temporal Convolutions and Semi-Supervised Training (CVPR 2019 · similarity 0.92)
- Weakly-Supervised Discovery of Geometry-Aware Representation for 3D Human Pose Estimation (CVPR 2019 · similarity 0.91)
- Weakly-Supervised 3D Human Pose Learning via Multi-View Images in the Wild (CVPR 2020 · similarity 0.91)
- SelfPose3d: Self-Supervised Multi-Person Multi-View 3d Pose Estimation (CVPR 2024 · similarity 0.90)
- Unsupervised Learning of Category-Level 3D Pose from Object-Centric Videos (CVPR 2024 · similarity 0.89)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.