Research map / Label-efficient and robust learning / Recognition and long-tail
Unity Style Transfer for Person Re-Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Apply UnityStyle to st-ReID | st-ReID · Market-1501 | mAP: 95.5 -> 95.8 | Helped |
| Apply UnityStyle to st-ReID | st-ReID · DuckMTMC-ReID | mAP: 92.7 -> 93.6 | Helped |
| Add UnityGAN-generated images for training (ablation) | IDE · Market-1501 | top-1 accuracy: 85.7 -> 89.8 | Helped |
| Add UnityGAN-generated images for training (ablation) | IDE · DuckMTMC-ReID | top-1 accuracy: 72.3 -> 79.1 | Helped |
| Use UnityStyle images for training and testing instead of UnityGAN images (ablation) | IDE · Market-1501 | mAP: 73.0 -> 76.5 | Helped |
| Use UnityStyle images for training and testing instead of UnityGAN images (ablation) | IDE · DuckMTMC-ReID | top-1 accuracy: 79.1 -> 82.1 | Helped |
| Add re-ranking to IDE (ablation) | IDE · Market-1501 | mAP: 65.9 -> 77.5 | Helped |
| Add re-ranking to UnityStyle (ablation) | IDE+UnityStyle · DuckMTMC-ReID | mAP: 65.2 -> 82.3 | Helped |
| Apply UnityStyle to IDE (ablation) | IDE · Market-1501 | top-1 accuracy: 85.7 -> 93.2 | Helped |
| Apply UnityStyle to IDE (ablation) | IDE · DuckMTMC-ReID | mAP: 51.8 -> 82.3 | Helped |
Closest papers by meaning
- Camera Style Adaptation for Person Re-Identification (CVPR 2018 · similarity 0.91)
- From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization (CVPR 2025 · similarity 0.84)
- FlexiReID: Adaptive Mixture of Expert for Multi-Modal Person Re-Identification (ICML 2025 · similarity 0.84)
- Asymmetric Co-Teaching for Unsupervised Cross-Domain Person Re-Identification (AAAI 2020 · similarity 0.84)
- Camera-Aware Proxies for Unsupervised Person Re-Identification (AAAI 2021 · similarity 0.84)
- Exploring the Camera Bias of Person Re-identification (ICLR 2025 · similarity 0.83)
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