Research map / Detection and segmentation / Tracking
Improving Multiple Object Tracking With Single Object Tracking
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SOT-based association instead of Re-ID association | SOTMOT · MOT20 test | MOTA: 61.8 -> 68.6 | Helped |
| Use SOT-based association instead of Re-ID association | SOTMOT · MOT20 test | IDF1: 67.3 -> 71.4 | Helped |
| Use SOT-based association instead of Re-ID association | SOTMOT · MOT17 test | IDF1: 72.3 -> 71.9 | No clear effect |
| Use SOT-based association instead of Re-ID association | SOTMOT · MOT17 test, public detections | IDF1: 59.6 -> 67.4 | Helped |
| Use DLA-34 instead of ResNet34-FPN (ablation) | SOTMOT · MOT17 validation | MOTA: 66.3 -> 70.2 | Helped |
| Use DLA-34 instead of ResNet34-FPN (ablation) | SOTMOT · MOT17 validation | IDF1: 70.9 -> 73.5 | Helped |
| Use DLA-34 instead of ResNet34-FPN (ablation) | SOTMOT · MOT17 validation | FPS: 21 -> 16 | Hurt |
| Add target-versus-surrounding-target discrimination rather than local-background discrimination (ablation) | SOTMOT · MOT17 validation | IDF1: 71.2 -> 73.5 | Helped |
| Add target-versus-surrounding-target discrimination rather than local-background discrimination (ablation) | SOTMOT · MOT17 validation | ID Sw.: 621 -> 504 | Helped |
| Add target-versus-surrounding-target discrimination rather than local-background discrimination (ablation) | SOTMOT · MOT17 validation | FPS: 9 -> 16 | Helped |
Closest papers by meaning
- Multiple Object Tracking as ID Prediction (CVPR 2025 · similarity 0.88)
- SUTrack: Towards Simple and Unified Single Object Tracking (AAAI 2025 · similarity 0.88)
- Focusing on Tracks for Online Multi-Object Tracking (CVPR 2025 · similarity 0.87)
- M3SOT: Multi-Frame, Multi-Field, Multi-Space 3D Single Object Tracking (AAAI 2024 · similarity 0.87)
- OVT-B: A New Large-Scale Benchmark for Open-Vocabulary Multi-Object Tracking (NeurIPS 2024 · similarity 0.87)
- More Than Meets the Eye: Enhancing Multi-Object Tracking Even with Prolonged Occlusions (ICML 2025 · similarity 0.87)
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