Research map / Label-efficient and robust learning / Recognition and long-tail
Single Camera Training for Person Re-Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace Triplet with MCNL | ResNet-50 trained on Duke-SCT · Duke-SCT | Rank-1: 21.2 -> 66.4 | Helped |
| Replace Triplet with MCNL | ResNet-50 trained on Market-SCT · Market-SCT | Rank-1: 39.7 -> 66.2 | Helped |
| Restrict hardest-negative selection to the anchor's camera (ablation) | Triplet on Duke-SCT · Duke-SCT | Rank-1: 21.2 -> 54.6 | Helped |
| Restrict hardest-negative selection to the anchor's camera (ablation) | Triplet on Market-SCT · Market-SCT | Rank-1: 39.7 -> 51.3 | Helped |
| Select the hardest negative only from other cameras (ablation) | Triplet on Duke-SCT · Duke-SCT | Rank-1: 21.2 -> 9.9 | Hurt |
| Select the hardest negative only from other cameras (ablation) | Triplet on Market-SCT · Market-SCT | Rank-1: 39.7 -> 25.2 | Hurt |
| Add MCNL to MAR using SCT target data | MAR on Duke · Duke | Rank-1: +4.3% | Helped |
| Add MCNL to MAR using SCT target data | MAR on Duke · Duke | mAP: +5.3% | Helped |
| Add MCNL to ECN using SCT target data | ECN on Market · Market | mAP: +8.2% | Helped |
Closest papers by meaning
- A Multi-Task Deep Network for Person Re-Identification (AAAI 2017 · similarity 0.91)
- Exploring the Camera Bias of Person Re-identification (ICLR 2025 · similarity 0.90)
- Person De-reidentification: A Variation-guided Identity Shift Modeling (CVPR 2025 · similarity 0.89)
- From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization (CVPR 2025 · similarity 0.89)
- Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions (CVPR 2024 · similarity 0.89)
- CLIMB-ReID: A Hybrid CLIP-Mamba Framework for Person Re-Identification (AAAI 2025 · similarity 0.87)
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