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Online Joint Multi-Metric Adaptation From Frequent Sharing-Subset Mining for Person Re-Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Apply M3 to MLFN | MLFN · CUHK03 (767/700) | Rank@1: 54.7 -> 73.4 | Helped |
| Apply M3 to ABDNet | ABDNet · Market1501 | mAP: 85.5 -> 92.6 | Helped |
| Apply M3 to ABDNet | ABDNet · DukeMTMC-reID | mAP: 67.7 -> 73.3 | Helped |
| Apply M3 to ABDNet | ABDNet · MSMT17 | mAP: 60.8 -> 64.2 | Helped |
| Add gallery-centric metric Mg to query-centric Mq (ablation) | HA-CNN with M3 · CUHK03 (767/700) | Rank@1: 63.4 -> 69.8 | Helped |
| Add gallery-centric metric Mg to query-centric Mq (ablation) | HA-CNN with M3 · CUHK03 (767/700) | mAP: 63.5 -> 63.5 | No clear effect |
| Add query-centric metric Mq to gallery-centric Mg (ablation) | HA-CNN with M3 · CUHK03 (767/700) | mAP: 57.3 -> 63.5 | Helped |
| Add gallery-centric metric Mg to query-centric Mq (ablation) | HA-CNN with M3 · Market1501 | Rank@1: 93.8 -> 96.5 | Helped |
| Add gallery-centric metric Mg to query-centric Mq (ablation) | HA-CNN with M3 · Market1501 | mAP: 81.2 -> 85.2 | Helped |
| Add query-centric metric Mq to gallery-centric Mg (ablation) | HA-CNN with M3 · Market1501 | mAP: 79.1 -> 85.2 | Helped |
| Add gallery-centric metric Mg to query-centric Mq (ablation) | HA-CNN with M3 · DukeMTMC-reID | Rank@1: 83.9 -> 87.1 | Helped |
| Add gallery-centric metric Mg to query-centric Mq (ablation) | HA-CNN with M3 · DukeMTMC-reID | mAP: 69.0 -> 72.2 | Helped |
Closest papers by meaning
- Point to Set Similarity Based Deep Feature Learning for Person Re-Identification (CVPR 2017 · similarity 0.88)
- Learning a Discriminative Null Space for Person Re-Identification (CVPR 2016 · similarity 0.88)
- Easy Identification From Better Constraints: Multi-Shot Person Re-Identification From Reference Constraints (CVPR 2018 · similarity 0.87)
- Semi-Supervised Bayesian Attribute Learning for Person Re-Identification (AAAI 2018 · similarity 0.87)
- Person30K: A Dual-Meta Generalization Network for Person Re-Identification (CVPR 2021 · similarity 0.86)
- Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identification (CVPR 2025 · similarity 0.86)
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