Research map / Label-efficient and robust learning / Recognition and long-tail
Learning Deep Context-Aware Features Over Body and Latent Parts for Person Re-Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Fuse full-body and body-part representations instead of using either representation alone | MSCAN ReID · Market1501, single query | Rank-1: +4.86 | Helped |
| Increase the number of dilation ratios from one to three (ablation) | MSCAN body representation · Market1501, single query | Rank-1: 65.38 -> 75.45 | Helped |
| Increase the number of dilation ratios from three to four (ablation) | MSCAN body representation · Market1501, single query | Rank-1: 75.45 -> 76.25 | Helped |
| Replace rigid predefined parts with learned latent parts (ablation) | Part-based ReID · Market1501, single query | Rank-1: 3.27% | Helped |
| Add localization loss L_loc to the part localization network (ablation) | MSCAN part-based network · Market1501, single query | Rank-1: 9.03% | Helped |
| Fuse full-body and body-part representations rather than use the body representation alone | MSCAN ReID · CUHK03 labeled | Rank-1 | Helped |
| Fuse full-body and body-part representations rather than use the body representation alone | MSCAN ReID · MARS, single query, XQDA | Rank-1: 6.47% | Helped |
Closest papers by meaning
- Interaction-And-Aggregation Network for Person Re-Identification (CVPR 2019 · similarity 0.90)
- Attention-Aware Compositional Network for Person Re-Identification (CVPR 2018 · similarity 0.90)
- Spindle Net: Person Re-Identification With Human Body Region Guided Feature Decomposition and Fusion (CVPR 2017 · similarity 0.90)
- Relation Network for Person Re-Identification (AAAI 2020 · similarity 0.90)
- From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization (CVPR 2025 · similarity 0.89)
- Distilling CLIP with Dual Guidance for Learning Discriminative Human Body Shape Representation (CVPR 2024 · similarity 0.87)
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