Research map / 3D vision / Human pose estimation
Deductive Learning for Weakly-Supervised 3D Human Pose Estimation via Uncalibrated Cameras
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use DWSL instead of Wang, Kong, and Lucey (2019) | weakly supervised 3D pose estimation · Human3.6M | MPJPE: 83.0 -> 76.7 | Helped |
| train DWSL on H36M + MPI rather than H36M alone | DWSL · MPI-INF-3DHP test set | PCK: 86.3 -> 88.1 | Helped |
| train DWSL on H36M + MPI rather than H36M alone | DWSL · MPI-INF-3DHP test set | AUC: 49.8 -> 50.5 | Helped |
| add Ski-PosePTZ multi-view training data | DWSL trained on H36M-MV · Ski-PosePTZ test set | PMPJPE: 108.7 -> 74.7 | Helped |
| remove positive depth rule (ablation) | DWSL · Human3.6M | PMPJPE: 58.6 -> 73.2; 14.6 | Hurt |
| remove symmetry length rule (ablation) | DWSL · Human3.6M | PMPJPE | Hurt |
| remove valid angle rule (ablation) | DWSL · Human3.6M | PMPJPE: 58.6 -> 104.0; 45.4 | Hurt |
| remove data augmentation (ablation) | DWSL · Human3.6M | PMPJPE: 58.6 -> 62.1; 3.5 | Hurt |
| remove reconstruction loss (ablation) | DWSL · Human3.6M | PMPJPE | Hurt |
Closest papers by meaning
- Weakly-Supervised 3D Human Pose Learning via Multi-View Images in the Wild (CVPR 2020 · similarity 0.92)
- Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis (CVPR 2020 · similarity 0.90)
- Weakly-Supervised Discovery of Geometry-Aware Representation for 3D Human Pose Estimation (CVPR 2019 · similarity 0.89)
- Kinematic-Structure-Preserved Representation for Unsupervised 3D Human Pose Estimation (AAAI 2020 · similarity 0.89)
- Geometry-Driven Self-Supervised Method for 3D Human Pose Estimation (AAAI 2020 · similarity 0.88)
- ManiPose: Manifold-Constrained Multi-Hypothesis 3D Human Pose Estimation (NeurIPS 2024 · similarity 0.86)
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