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Similarity Metric Learning for RGB-Infrared Group Re-Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use closest-permutation set matching (CPD) with MPANet person features (ablation) | RGB-IR group retrieval · CM-Group | Rank1: 35.95 -> 57.68 | Helped |
| Use closest-permutation set matching (CPD) with MPANet person features (ablation) | RGB-IR group retrieval · CM-Group | mAP: 46.02 -> 55.23 | Helped |
| Add MPANet person features without CPD (ablation) | Baseline group representation · CM-Group | Rank1: 36.00 -> 35.95 | No clear effect |
| Add MPANet person features without CPD (ablation) | Baseline group representation · CM-Group | mAP: 46.30 -> 46.02 | No clear effect |
| Add CPD without MPANet (ablation) | Baseline group representation · CM-Group | Rank1: 36.00 -> 43.78 | Helped |
| Add CPD without MPANet (ablation) | Baseline group representation · CM-Group | mAP: 46.30 -> 41.46 | Hurt |
| Add RAM ordering without MPANet (ablation) | Weak-supervised group representation · CM-Group | Rank1: 4.74 -> 5.24 | Helped |
| Add RAM ordering without MPANet (ablation) | Weak-supervised group representation · CM-Group | mAP: 7.30 -> 6.61 | Hurt |
| Add MPANet without RAM (ablation) | Weak-supervised group representation · CM-Group | Rank1: 11.97 -> 27.92 | Helped |
| Add MPANet without RAM (ablation) | Weak-supervised group representation · CM-Group | mAP: 15.45 -> 27.14 | Helped |
| Add CPD to ResNet person features (ablation) | RGB-IR group retrieval · CM-Group | Rank1: 17.73 -> 43.78 | Helped |
| Add CPD to MPANet person features (ablation) | RGB-IR group retrieval · CM-Group | Rank1: 27.02 -> 57.68 | Helped |
Closest papers by meaning
- Unsupervised Group Re-identification via Adaptive Clustering-Driven Progressive Learning (AAAI 2024 · similarity 0.87)
- TokenMatcher: Diverse Tokens Matching for Unsupervised Visible-Infrared Person Re-Identification (AAAI 2025 · similarity 0.87)
- Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-Identification (CVPR 2024 · similarity 0.86)
- Learning Commonality, Divergence and Variety for Unsupervised Visible-Infrared Person Re-identification (NeurIPS 2024 · similarity 0.86)
- Diffusion-based Synthetic Data Generation for Visible-Infrared Person Re-Identification (AAAI 2025 · similarity 0.85)
- High-Order Structure Based Middle-Feature Learning for Visible-Infrared Person Re-identification (AAAI 2024 · similarity 0.85)
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