Research map / 3D vision / Human pose estimation
PoseTrack: Joint Multi-Person Pose Estimation and Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Neck and Shoulder temporal edges to Head Top edges (ablation) | PoseTrack · Multi-Person PoseTrack test | MOTA: 27.2 -> 28.2 | Helped |
| Add hip temporal edges to Head Top, Neck, and Shoulder edges (ablation) | PoseTrack · Multi-Person PoseTrack test | MOTA: 28.2 -> 27.8 | Hurt |
| Use Head Top, Wrists, and Ankles temporal edges instead of Head Top, Neck, and Shoulders (ablation) | PoseTrack · Multi-Person PoseTrack test | MOTA: 28.2 -> 28.2 | No clear effect |
| Add Neck and Shoulder temporal edges to Head Top edges (ablation) | PoseTrack · Multi-Person PoseTrack test | mAP: 34.3 -> 37.9 | Helped |
| Extend temporal connections from neighboring frames to detections up to 3 frames apart (ablation) | PoseTrack · Multi-Person PoseTrack test | mAP: 37.9 -> 38.2 | Helped |
| Extend temporal connections to detections up to 5 frames apart (ablation) | PoseTrack · Multi-Person PoseTrack test | mAP: 38.2 -> 37.9 | Hurt |
| Add spatial transitivity constraints (ablation) | PoseTrack · Multi-Person PoseTrack test | mAP: 6.2 -> 38.2 | Helped |
| Add temporal transitivity constraints (ablation) | PoseTrack · Multi-Person PoseTrack test | mAP: 34.5 -> 38.2 | Helped |
| Add spatio-temporal constraints (ablation) | PoseTrack · Multi-Person PoseTrack test | mAP: 29.3 -> 38.2 | Helped |
| Jointly optimize pose estimation and tracking in a spatio-temporal graph | Multi-Person PoseTrack · Multi-Person PoseTrack test | MOTA: 26.6 -> 28.2 | Helped |
| Use joint spatio-temporal pose estimation rather than person-box detection with LJPA | Multi-Person PoseTrack · Multi-Person PoseTrack test | mAP: 35.9 -> 38.2 | Helped |
| Use joint spatio-temporal pose estimation rather than person-box detection with CPM | Multi-Person PoseTrack · Multi-Person PoseTrack test | mAP: 33.1 -> 38.2 | Helped |
Closest papers by meaning
- ArtTrack: Articulated Multi-Person Tracking in the Wild (CVPR 2017 · similarity 0.95)
- PoseTrack: A Benchmark for Human Pose Estimation and Tracking (CVPR 2018 · similarity 0.95)
- PoseTrack21: A Dataset for Person Search, Multi-Object Tracking and Multi-Person Pose Tracking (CVPR 2022 · similarity 0.95)
- Combining Detection and Tracking for Human Pose Estimation in Videos (CVPR 2020 · similarity 0.93)
- CoMotion: Concurrent Multi-person 3D Motion (ICLR 2025 · similarity 0.89)
- Motions as Queries: One-Stage Multi-Person Holistic Human Motion Capture (CVPR 2025 · similarity 0.88)
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