Research map / 3D vision / Human pose estimation
ArtTrack: Articulated Multi-Person Tracking in the Wild
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| pre-label detection proposals by detection score instead of jointly labeling them during partitioning (ablation) | BU-full · MPII Multi-Person Val | AP: 70.5 -> 71.9 | Helped |
| pre-label detection proposals by detection score (ablation) | BU-full · MPII Multi-Person Val | inference time: 3.06 -> 0.38 s/f | Helped |
| replace the fully connected graph with a sparse graph (ablation) | BU-full · MPII Multi-Person Val | AP: 71.9 -> 70.6 | Hurt |
| replace the fully connected graph with a sparse graph (ablation) | BU-full · MPII Multi-Person Val | inference time: 0.38 -> 0.22 s/f | Helped |
| add spatial propagation supervision (ablation) | TD · MPII Multi-Person Val | AP: 71.7 -> 72.5 | Helped |
| add bottom-up inference to TD + SP (ablation) | TD + SP · MPII Multi-Person Val | AP: 72.5 -> 73.3 | Helped |
| add temporal edges (ablation) | BU-sparse · MPII Video Pose | AP: 71.6 -> 73.1 | Helped |
| add temporal edges (ablation) | TD/BU + SP · MPII Video Pose | AP: 73.5 -> 74.2 | Helped |
| add temporal edges (ablation) | BU-full · MPII Video Pose | AP: 71.8 -> 72.2 | Helped |
| add detection-distance temporal features (ablation) | BU-sparse · MPII Video Pose | AP: 71.6 -> 72.1 | Helped |
| add DeepMatching temporal features (ablation) | BU-sparse · MPII Video Pose | AP: 71.6 -> 72.3 | Helped |
| combine detection-distance and DeepMatching temporal features (ablation) | BU-sparse · MPII Video Pose | AP: 72.3 -> 72.5 | Helped |
Closest papers by meaning
- PoseTrack: A Benchmark for Human Pose Estimation and Tracking (CVPR 2018 · similarity 0.95)
- PoseTrack: Joint Multi-Person Pose Estimation and Tracking (CVPR 2017 · similarity 0.95)
- PoseTrack21: A Dataset for Person Search, Multi-Object Tracking and Multi-Person Pose Tracking (CVPR 2022 · similarity 0.93)
- Multi-Person Articulated Tracking With Spatial and Temporal Embeddings (CVPR 2019 · similarity 0.92)
- CoMotion: Concurrent Multi-person 3D Motion (ICLR 2025 · similarity 0.90)
- Motions as Queries: One-Stage Multi-Person Holistic Human Motion Capture (CVPR 2025 · similarity 0.90)
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