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Clothes-Changing Person Re-Identification With RGB Modality Only
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add multi-positive Clothes-based Adversarial Loss (ablation) | ResNet-50 re-identification model · LTCC clothes-changing | top-1: 28.1 -> 40.1 | Helped |
| add multi-positive Clothes-based Adversarial Loss (ablation) | ResNet-50 re-identification model · PRCC clothes-changing | top-1: 45.6 -> 55.2 | Helped |
| add multi-positive Clothes-based Adversarial Loss (ablation) | ResNet-50 re-identification model · CCVID clothes-changing | top-1: 77.3 -> 81.7 | Helped |
| train the backbone with clothes classification loss instead of adversarial CAL (ablation) | ResNet-50 re-identification model · LTCC clothes-changing | top-1: 28.1 -> 21.9 | Hurt |
| add clothes-classifier training loss to CAL (ablation) | ResNet-50 re-identification model · LTCC general | top-1: 74.2 -> 21.5 | Hurt |
| replace CAL with triplet loss (ablation) | ResNet-50 re-identification model · LTCC clothes-changing | top-1: 40.1 -> 34.7 | Hurt |
| add CAL (ablation) | baseline video re-identification model · CCVID general | top-1: 78.3 -> 82.6 | Helped |
| add CAL (ablation) | baseline model · Market-1501 | mAP: 78.7 -> 87.3 | Helped |
| add CAL (ablation) | baseline model · MSMT17 | mAP: 43.5 -> 57.0 | Helped |
| add CAL to I3D (ablation) | I3D · CCVID clothes-changing | top-1: +2.3 | Helped |
| add CAL to Non-Local (ablation) | Non-Local · CCVID clothes-changing | top-1: +3.7 | Helped |
| add CAL to TCLNet (ablation) | TCLNet · CCVID clothes-changing | mAP: +3.7 | Helped |
Closest papers by meaning
- DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID (CVPR 2025 · similarity 0.91)
- Graph-Enhanced Attribute-Aware Modeling for Cloth-Changing Person Re-Identification (NeurIPS 2026 · similarity 0.89)
- Fine-Grained Shape-Appearance Mutual Learning for Cloth-Changing Person Re-Identification (CVPR 2021 · similarity 0.89)
- COCAS: A Large-Scale Clothes Changing Person Dataset for Re-Identification (CVPR 2020 · similarity 0.88)
- Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification (CVPR 2025 · similarity 0.88)
- DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification (CVPR 2025 · similarity 0.85)
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