Research map / Label-efficient and robust learning / Recognition and long-tail
Prototype-Guided Saliency Feature Learning for Person Search
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add prototype-guided attention at 7×7 resolution (ablation) | OIM baseline · PRW | mAP: 35.5 -> 40.3 | Helped |
| add prototype-guided attention at 7×7 resolution (ablation) | OIM baseline · PRW | top1: 77.2 -> 79.9 | Helped |
| use self-attention without prototype guidance at 7×7 resolution (ablation) | OIM baseline · PRW | mAP: 35.5 -> 36.2 | Helped |
| increase self-attention saliency resolution to 14×14 (ablation) | OIM baseline · PRW | mAP: 36.2 -> 36.8 | Helped |
| increase prototype-guided saliency resolution to 14×14 (ablation) | PGA · PRW | mAP: 40.3 -> 42.7 | Helped |
| add adaptive momentum update with τ=0.03 (ablation) | OIM baseline · PRW | mAP: 35.5 -> 38.7 | Helped |
| add adaptive momentum update with τ=0.05 (ablation) | OIM baseline · PRW | mAP: 35.5 -> 38.9 | Helped |
| add adaptive momentum update with τ=0.1 (ablation) | OIM baseline · PRW | mAP: 35.5 -> 38.6 | Helped |
| remove adaptive momentum update from PGA (ablation) | PGA · PRW | mAP: 42.5 -> 40.3 | Hurt |
| add adaptive momentum update to PGA with τ=0.03 (ablation) | PGA · PRW | mAP: 40.3 -> 42.4 | Helped |
| add adaptive momentum update to PGA with τ=0.05 (ablation) | PGA · PRW | mAP: 40.3 -> 42.5 | Helped |
| add adaptive momentum update to PGA with τ=0.1 (ablation) | PGA · PRW | mAP: 40.3 -> 42.2 | Helped |
Closest papers by meaning
- Divide and Conquer: Hybrid Pre-training for Person Search (AAAI 2024 · similarity 0.88)
- Joint Detection and Identification Feature Learning for Person Search (CVPR 2017 · similarity 0.87)
- Diverse Knowledge Distillation for End-to-End Person Search (AAAI 2021 · similarity 0.87)
- From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization (CVPR 2025 · similarity 0.85)
- Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identification (CVPR 2025 · similarity 0.85)
- Mixture of Submodules for Domain Adaptive Person Search (CVPR 2025 · similarity 0.85)
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