Research map / 3D vision / Human pose estimation
Pose-Guided Feature Disentangling for Occluded Person Re-identification Based on Transformer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add PFA (ablation) | PFD encoder-decoder · Occluded-Duke | Rank-1: 58.2 -> 63.7 | Helped |
| Add PFA (ablation) | PFD encoder-decoder · Occluded-Duke | mAP: 48.3 -> 56.2 | Helped |
| Add PVM (ablation) | PFD encoder-decoder · Occluded-Duke | Rank-1: 58.2 -> 62.4 | Helped |
| Add PVM (ablation) | PFD encoder-decoder · Occluded-Duke | mAP: 48.3 -> 54.6 | Helped |
| Add PFA and PVM together (ablation) | PFD encoder-decoder · Occluded-Duke | Rank-1: 58.2 -> 67.0 | Helped |
| Add PFA and PVM together (ablation) | PFD encoder-decoder · Occluded-Duke | mAP: 48.3 -> 59.5 | Helped |
| Add Pose-guided Push Loss to PFA+PVM (ablation) | PFD · Occluded-Duke | Rank-1: 67.0 -> 67.7 | Helped |
| Add Pose-guided Push Loss to PFA+PVM (ablation) | PFD · Occluded-Duke | mAP: 59.5 -> 60.1 | Helped |
| Increase semantic-view count from 1 to 17 (ablation) | PFD · Occluded-Duke | Rank-1: 65.5 -> 67.7 | Helped |
| Increase semantic-view count from 1 to 17 (ablation) | PFD · Occluded-Duke | mAP: 57.1 -> 60.1 | Helped |
| Increase semantic-view count from 17 to 20 (ablation) | PFD · Occluded-Duke | Rank-1: 67.7 -> 66.9 | Hurt |
| Increase semantic-view count from 17 to 20 (ablation) | PFD · Occluded-Duke | mAP: 60.1 -> 59.0 | Hurt |
Closest papers by meaning
- Pose-Guided Visible Part Matching for Occluded Person ReID (CVPR 2020 · similarity 0.90)
- Dynamic Feature Pruning and Consolidation for Occluded Person Re-identification (AAAI 2024 · similarity 0.89)
- Occluded Person Re-identification via Saliency-Guided Patch Transfer (AAAI 2024 · similarity 0.88)
- Attention Disturbance and Dual-Path Constraint Network for Occluded Person Re-identification (AAAI 2024 · similarity 0.86)
- Text-Based Occluded Person Re-identification via Multi-Granularity Contrastive Consistency Learning (AAAI 2024 · similarity 0.85)
- From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization (CVPR 2025 · similarity 0.85)
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