Research map / Label-efficient and robust learning / Recognition and long-tail
Unsupervised Person Re-Identification via Softened Similarity Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · Market-1501 | rank-1: 61.0 -> 71.7 | Helped |
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · Market-1501 | mAP: 30.6 -> 37.8 | Helped |
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · DukeMTMC-reID | rank-1: 40.2 -> 52.5 | Helped |
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · DukeMTMC-reID | mAP: 21.9 -> 28.6 | Helped |
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · MARS | rank-1: 57.9 -> 62.8 | Helped |
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · MARS | mAP: 34.7 -> 43.6 | Helped |
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · DukeMTMC-VideoReID | rank-1: 76.2 -> 76.4 | Helped |
| Use softened similarity learning with CCE and part similarity instead of BUC | Unsupervised re-ID · DukeMTMC-VideoReID | mAP: 68.3 -> 69.3 | Helped |
| Add softened similarity learning to hard-label initialization (ablation) | Re-ID model · Market-1501 | rank-1: 34.4 -> 58.7 | Helped |
| Add CCE to the softened similarity method without part similarity (ablation) | Ours (w/o part) · Market-1501 | rank-1: 58.7 -> 68.4 | Helped |
| Add CCE to the softened similarity method without part similarity (ablation) | Ours (w/o part) · Market-1501 | mAP: 29.8 -> 35.1 | Helped |
| Add CCE to the softened similarity method without part similarity (ablation) | Ours (w/o part) · DukeMTMC-reID | rank-1: 31.6 -> 49.2 | Helped |
Closest papers by meaning
- A Bottom-Up Clustering Approach to Unsupervised Person Re-Identification (AAAI 2019 · similarity 0.92)
- Joint Noise-Tolerant Learning and Meta Camera Shift Adaptation for Unsupervised Person Re-Identification (CVPR 2021 · similarity 0.91)
- Unsupervised Person Re-Identification by Soft Multilabel Learning (CVPR 2019 · similarity 0.91)
- Camera-Aware Proxies for Unsupervised Person Re-Identification (AAAI 2021 · similarity 0.91)
- Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification (ICLR 2020 · similarity 0.90)
- Intra-Inter Camera Similarity for Unsupervised Person Re-Identification (CVPR 2021 · similarity 0.90)
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