Research map / Label-efficient and robust learning / Recognition and long-tail
Good Is Bad: Causality Inspired Cloth-Debiasing for Cloth-Changing Person Re-Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use AIM instead of CAL | ResNet50 CC-ReID · PRCC-ReID cloth-changing | R@1: 54.4 -> 57.9 | Helped |
| Use AIM instead of CAL | ResNet50 CC-ReID · LTCC-ReID cloth-changing | mAP: 17.2 -> 19.1 | Helped |
| Add dual-branch causal intervention (ablation) | Baseline ReID model · PRCC-ReID cloth-changing | R@1: 54.4 -> 55.1 | Helped |
| Add feature fusion (ablation) | AIM · PRCC-ReID cloth-changing | R@1: 55.1 -> 56.1 | Helped |
| Add feature fusion (ablation) | AIM · LTCC-ReID cloth-changing | R@1: 39.3 -> 38.0 | Hurt |
| Add KL knowledge transfer (ablation) | AIM · LTCC-ReID cloth-changing | R@1: 38.0 -> 40.1 | Helped |
| Add KL knowledge transfer (ablation) | AIM · PRCC-ReID cloth-changing | R@1: 56.1 -> 55.2 | No clear effect |
| Add both feature fusion and KL knowledge transfer (ablation) | AIM · PRCC-ReID cloth-changing | R@1: 55.1 -> 57.9 | Helped |
| Add both feature fusion and KL knowledge transfer (ablation) | AIM · LTCC-ReID cloth-changing | R@1: 39.3 -> 40.6 | Helped |
| Add pyramid matching to the clothing branch only (ablation) | AIM · LTCC-ReID cloth-changing | R@1: 38.0 -> 40.6 | Helped |
| Add pyramid matching to both branches (ablation) | AIM · LTCC-ReID cloth-changing | R@1: 38.0 -> 37.0 | Hurt |
Closest papers by meaning
- DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID (CVPR 2025 · similarity 0.89)
- Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification (CVPR 2025 · similarity 0.89)
- DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification (CVPR 2025 · similarity 0.87)
- Instruct-ReID: A Multi-purpose Person Re-identification Task with Instructions (CVPR 2024 · similarity 0.85)
- Exploring the Camera Bias of Person Re-identification (ICLR 2025 · similarity 0.83)
- Heterogeneous Test-Time Training for Multi-Modal Person Re-identification (AAAI 2024 · similarity 0.83)
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