Cross-modal Person Re-Identification on CUHK-PEDES (test)
92.87Rank@1MLLMEmbed-ReID
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2C/E2E)=C2C2026.02 | 92.87 | 97.27 | 98.42 | 89.82 | 84.21 | 74.96 | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2C/E2E)=E2E2026.02 | 89.14 | 95.97 | 97.55 | 85.23 | 77.64 | 73.32 | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2C/E2E)=E2C2026.02 | 87.13 | 95.76 | 97.48 | 84.84 | 78.27 | 71.22 | |
| FlexiReIDVenue=ICML20252026.02 | 84.92 | 93.17 | 95.02 | 79.21 | 68.83 | 57.71 | |
| UniReIDVenue=CVPR20232026.02 | 84.87 | — | — | 78.85 | 68.55 | 56.83 | |
| DALNetVenue=AAAI20242026.02 | 83.03 | 92.39 | 94.58 | 75.39 | 66.82 | 55.61 | |
| Sketch Trans+Venue=PAMI20232026.02 | 81.39 | 90.61 | 93.54 | 73.72 | 64.72 | 53.77 | |
| AXM-Net + joint ID + triplet + affinityFeature Type=global + part2021.01 | 64.44 | 80.52 | 86.77 | 58.73 | — | — | |
| AXM-Net + joint ID + tripletFeature Type=global + part2021.01 | 63.72 | 80.84 | 87.16 | 58.46 | — | — | |
| AXM-Net + joint ID + affinityFeature Type=global + part2021.01 | 62.8 | 80.52 | 87.11 | 57.72 | — | — | |
| AXM-Net + joint IDFeature Type=global + part2021.01 | 62.08 | 79.84 | 86.27 | 57.09 | — | — | |
| NAFS with RVNFeature Type=global + parts2021.01 | 61.5 | 81.19 | 87.51 | — | — | — | |
| HGANFeature Type=global + parts2021.01 | 59 | 79.49 | 86.68 | 37.8 | — | — | |
| CMAAMFeature Type=global + attribute2021.01 | 56.68 | 77.18 | 84.86 | — | — | — | |
| IMG-NetFeature Type=global + attribute2021.01 | 56.48 | 76.89 | 85.01 | — | — | — | |
| VITAAFeature Type=global + attribute2021.01 | 55.97 | 75.84 | 83.52 | — | — | — | |
| PMAFeature Type=global + keypoints2021.01 | 53.81 | 73.54 | 81.23 | — | — | — | |
| Baseline: Multi-scale features + joint IDFeature Type=global2021.01 | 52.78 | 72.33 | 80.29 | 49.04 | — | — | |
| CMPC + CMPMFeature Type=global2021.01 | 49.37 | — | 79.27 | — | — | — | |
| DPCEFeature Type=global2021.01 | 44.4 | 66.26 | 75.07 | — | — | — | |
| GLAFeature Type=global2021.01 | 43.58 | 66.93 | 76.26 | — | — | — | |
| PWMFeature Type=global2021.01 | 27.14 | 49.45 | 61.02 | — | — | — | |
| IATVFeature Type=global2021.01 | 25.94 | — | 60.48 | — | — | — | |
| GNA-RNNFeature Type=global2021.01 | 19.05 | — | 53.64 | — | — | — |