Research map / 3D vision / Human pose estimation
Fast and Robust Multi-Person 3D Pose Estimation From Multiple Views
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use multi-way matching with combined appearance and geometry cues, followed by 3DPS reconstruction | Multi-person 3D pose estimation · Campus | PCP: 90.6 -> 96.3 | Helped |
| use multi-way matching with combined appearance and geometry cues, followed by 3DPS reconstruction | Multi-person 3D pose estimation · Shelf | PCP: 88.0 -> 96.9 | Helped |
| add 3DPS reconstruction rather than triangulation (ablation) | Ours with matched 2D poses · Campus | PCP: 92.5 -> 96.3 | Helped |
| add 3DPS reconstruction rather than triangulation (ablation) | Ours with matched 2D poses · Shelf | PCP: 95.1 -> 96.9 | Helped |
| combine appearance and geometry cues instead of using appearance alone (ablation) | Multi-way matching · Campus | PCP: 95.8 -> 96.3 | Helped |
| combine appearance and geometry cues instead of using appearance alone (ablation) | Multi-way matching · Shelf | PCP: 84.5 -> 96.9 | Helped |
| combine appearance and geometry cues instead of using geometry alone (ablation) | Multi-way matching · Campus | PCP: 92.3 -> 96.3 | Helped |
| combine appearance and geometry cues instead of using geometry alone (ablation) | Multi-way matching · Shelf | PCP: 91.1 -> 96.9 | Helped |
| add bounding-box matching before pose reconstruction (ablation) | 3D pose estimation · Campus | PCP: 81.8 -> 96.3 | Helped |
| add bounding-box matching before pose reconstruction (ablation) | 3D pose estimation · Shelf | PCP: 94.0 -> 96.9 | Helped |
Closest papers by meaning
- Multi-View Multi-Person 3D Pose Estimation With Plane Sweep Stereo (CVPR 2021 · similarity 0.91)
- Cross-View Tracking for Multi-Human 3D Pose Estimation at Over 100 FPS (CVPR 2020 · similarity 0.91)
- CoMotion: Concurrent Multi-person 3D Motion (ICLR 2025 · similarity 0.88)
- COMPOSE: Hypergraph Cover Optimization for Multi-view 3D Human Pose Estimation (NeurIPS 2026 · similarity 0.88)
- SelfPose3d: Self-Supervised Multi-Person Multi-View 3d Pose Estimation (CVPR 2024 · similarity 0.87)
- MV-SSM: Multi-View State Space Modeling for 3D Human Pose Estimation (CVPR 2025 · similarity 0.86)
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