Person Re-Identification on CUHK03-NP source: DukeMTMC-reID (test)
66.7Rank-1MUVA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MUVAType=VLM-based2026.03 | 66.7 | 45.6 | |
| DCAC2025.02 | 64.8 | 43.2 | |
| DCACType=VLM-based2026.03 | 64.8 | 43.2 | |
| Baseline2025.02 | 62.7 | 41.4 | |
| QAConv-GSType=Image Matching, Input image size > 256x128=true2026.03 | 57.5 | 34.9 | |
| MLFPType=Augmentation2026.03 | 57 | 33.8 | |
| TransMatcherType=Image Matching, Input image size > 256x128=true2026.03 | 56.8 | 34.6 | |
| ACT2019.12 | 52.8 | 35.4 | |
| LDU2025.02 | 51.8 | 29.5 | |
| LDUType=Normalization2026.03 | 51.8 | 29.5 | |
| GN2025.02 | 50 | 31.2 | |
| GNType=Normalization2026.03 | 50 | 31.2 | |
| Theoryreproduced=true2019.12 | 49.4 | 33.2 | |
| HHL2019.12 | 42.7 | 23.4 | |
| MUVAType=VLM-based2026.03 | 31.1 | 29.4 | |
| ACT2019.12 | 30.6 | 30 | |
| QAConvType=Image Matching2026.03 | 29.4 | 15 | |
| Theoryreproduced=true2019.12 | 28.5 | 28.8 | |
| DCAC2025.02 | 23.5 | 23 | |
| DCACType=VLM-based2026.03 | 23.5 | 23 | |
| Baseline2025.02 | 23.1 | 22.1 | |
| TransMatcherType=Image Matching, Input image size > 256x128=true2026.03 | 18.9 | 18.2 | |
| PAT2025.02 | 18.8 | 18.9 | |
| PATType=Part-based2026.03 | 18.8 | 18.9 | |
| PT-GAN2019.12 | 17.6 | — | |
| Direct Transfer2019.12 | 16.4 | 7.1 | |
| QAConv-GSType=Image Matching, Input image size > 256x128=true2026.03 | 15.1 | 14.7 | |
| LDU2025.02 | 14.2 | 14.2 | |
| LDUType=Normalization2026.03 | 14.2 | 14.2 | |
| MTI2025.02 | 13.3 | 13.3 | |
| MTIType=Normalization2026.03 | 13.3 | 13.3 | |
| Direct Transfer2019.12 | 12.2 | 11 | |
| GN+SNR2025.02 | 11 | 11.5 | |
| GN+SNRType=Normalization2026.03 | 11 | 11.5 | |
| GN2025.02 | 10.2 | 10.3 | |
| GNType=Normalization2026.03 | 10.2 | 10.3 | |
| QAConv2025.02 | 7.9 | 6.8 | |
| QAConvType=Image Matching2026.03 | 7.9 | 6.8 |