Research map / Video / Video segmentation and tracking
Video-Based Person Re-Identification via Self Paced Weighting
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add SPW to HOG3D + XQDA (ablation) | video re-id with fixed feature and metric · iLIDS-VID | Rank-1 matching rate (%): 33.8 -> 40.7 | Helped |
| add SPW to Color + XQDA (ablation) | video re-id with fixed feature and metric · iLIDS-VID | Rank-1 matching rate (%): 38.5 -> 45.5 | Helped |
| add SPW to HOG3D+Color + XQDA (ablation) | video re-id with fixed feature and metric · iLIDS-VID | Rank-1 matching rate (%): 41.3 -> 55.4 | Helped |
| add SPW to IDE + XQDA (ablation) | video re-id with fixed feature and metric · iLIDS-VID | Rank-1 matching rate (%): 52.2 -> 58.7 | Helped |
| add SPW to HOG3D+Color + TDL (ablation) | video re-id with fixed feature and metric · iLIDS-VID | Rank-1 matching rate (%): 44.4 -> 59.3 | Helped |
| add SPW to IDE + TDL (ablation) | video re-id with fixed feature and metric · iLIDS-VID | Rank-1 matching rate (%): 61.8 -> 69.3 | Helped |
| add SPW to HOG3D+Color + XQDA (ablation) | video re-id with fixed feature and metric · PRID 2011 | Rank-1 matching rate (%): 60.4 -> 67.5 | Helped |
| add SPW to IDE + XQDA (ablation) | video re-id with fixed feature and metric · PRID 2011 | Rank-1 matching rate (%): 78.8 -> 82.3 | Helped |
| add SPW to IDE + TDL (ablation) | video re-id with fixed feature and metric · PRID 2011 | Rank-1 matching rate (%): 79.1 -> 83.5 | Helped |
| add SPW to HOG3D + TDL (ablation) | video re-id with fixed feature and metric · PRID 2011 | Rank-1 matching rate (%): 47.3 -> 50.7 | Helped |
Closest papers by meaning
- Top-Push Video-Based Person Re-Identification (CVPR 2016 · similarity 0.88)
- Person Re-Identification in the Wild (CVPR 2017 · similarity 0.88)
- Attribute-Driven Feature Disentangling and Temporal Aggregation for Video Person Re-Identification (CVPR 2019 · similarity 0.87)
- Exploit the Unknown Gradually: One-Shot Video-Based Person Re-Identification by Stepwise Learning (CVPR 2018 · similarity 0.87)
- Learning a Discriminative Null Space for Person Re-Identification (CVPR 2016 · similarity 0.87)
- A Bottom-Up Clustering Approach to Unsupervised Person Re-Identification (AAAI 2019 · similarity 0.87)
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