Text-based Person Re-identification on RSTPReid (test)
70.55Rank-1 AccOur ICL*
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Our ICL*Training Sets=RSTPReid2025.05 | 70.55 | 85.95 | 91.65 | 53.68 | 30.13 | — | |
| Our ICLTraining Sets=RSTPReid2025.05 | 67.7 | 86.05 | 91.75 | 52.62 | 29.36 | — | |
| RDETraining Sets=RSTPReid2025.05 | 65.35 | 83.95 | 89.9 | 50.88 | 28.08 | — | |
| RDENoise Rate=0%, Checkpoint Selection=Best2023.08 | 65.35 | 83.95 | 89.9 | 50.88 | 28.08 | — | |
| RDENoise Rate=20%, Checkpoint Selection=Best2023.08 | 64.45 | 83.5 | 90 | 49.78 | 27.43 | — | |
| RDENoise Rate=20%, Checkpoint Selection=Last2023.08 | 63.85 | 83.85 | 89.45 | 50.27 | 27.75 | — | |
| RDENoise Rate=50%, Checkpoint Selection=Best2023.08 | 62.85 | 83.2 | 89.15 | 47.67 | 23.97 | — | |
| RDENoise Rate=50%, Checkpoint Selection=Last2023.08 | 62.85 | 83.2 | 89.15 | 47.67 | 23.96 | — | |
| DECLNoise Rate=20%, Checkpoint Selection=Best2023.08 | 61.75 | 80.7 | 86.9 | 47.7 | 26.07 | — | |
| Our ICL*Training Sets=CUHK-PEDES2025.05 | 61.3 | 79.25 | 87.4 | 43.42 | 18.01 | — | |
| DECLNoise Rate=20%, Checkpoint Selection=Last2023.08 | 60.85 | 80.45 | 86.65 | 47.34 | 25.86 | — | |
| UniReIDVenue=CVPR20232026.02 | 60.25 | 79.85 | 87.1 | — | — | — | |
| IRRATraining Sets=RSTPReid2025.05 | 60.2 | 81.3 | 88.2 | 47.17 | 25.28 | — | |
| IRRANoise Rate=0%, Checkpoint Selection=Best2023.08 | 60.2 | 81.3 | 88.2 | 47.17 | 25.28 | — | |
| Our ICL*Training Sets=ICFG-PEDES2025.05 | 60.15 | 75.3 | 83.15 | 43.72 | 22.04 | — | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2E/E2C)=C2C2026.02 | 59.28 | 79.89 | 87.3 | 50.96 | 31.76 | 51.8 | |
| IRRANoise Rate=20%, Checkpoint Selection=Best2023.08 | 58.75 | 81.9 | 88.25 | 46.38 | 24.78 | — | |
| CSKTVenue=CVPR20232026.02 | 57.75 | 81.3 | 88.35 | 46.43 | — | 47.68 | |
| DECLNoise Rate=50%, Checkpoint Selection=Best2023.08 | 56.75 | 80.55 | 87.65 | 44.53 | 23.61 | — | |
| IRRANoise Rate=50%, Checkpoint Selection=Best2023.08 | 56.65 | 78.4 | 86.55 | 42.41 | 21.05 | — | |
| Our ICLTraining Sets=CUHK-PEDES2025.05 | 55.8 | 79.6 | 87.65 | 42.09 | 17.41 | — | |
| FlexiReIDVenue=ICML20252026.02 | 55.79 | 79.62 | 86.48 | 45.37 | 26.25 | 47.86 | |
| DECLNoise Rate=50%, Checkpoint Selection=Last2023.08 | 55 | 80.5 | 86.5 | 43.81 | 23.31 | — | |
| RDETraining Sets=CUHK-PEDES2025.05 | 54.9 | 77.5 | 86.5 | 41.27 | 17.84 | — | |
| CLIP-CNoise Rate=20%, Checkpoint Selection=Best2023.08 | 54.45 | 77.8 | 86.7 | 42.58 | 21.38 | — | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2E/E2C)=E2E2026.02 | 54.01 | 74.12 | 83.9 | 47.29 | 30.72 | 46.8 | |
| IRRANoise Rate=20%, Checkpoint Selection=Last2023.08 | 54 | 77.15 | 85.55 | 43.2 | 22.53 | — | |
| CLIP-CNoise Rate=50%, Checkpoint Selection=Best2023.08 | 53.45 | 76.8 | 85.5 | 41.43 | 21.17 | — | |
| IRRATraining Sets=CUHK-PEDES2025.05 | 53.25 | 77.15 | 85.35 | 39.63 | 16.6 | — | |
| CLIP-CNoise Rate=20%, Checkpoint Selection=Last2023.08 | 53.2 | 76.25 | 85.4 | 41.95 | 21.95 | — | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2E/E2C)=E2C2026.02 | 52.79 | 74.18 | 82.89 | 46.44 | 28.82 | 47.55 | |
| Our ICLTraining Sets=ICFG-PEDES2025.05 | 52.5 | 75.05 | 83 | 41.82 | 21.14 | — | |
| CLIP-CNoise Rate=50%, Checkpoint Selection=Last2023.08 | 52.35 | 76.35 | 85.25 | 40.64 | 20.45 | — | |
| CFineNoise Rate=0%, Checkpoint Selection=Best2023.08 | 50.55 | 72.5 | 81.6 | — | — | — | |
| RDETraining Sets=ICFG-PEDES2025.05 | 49.25 | 72.1 | 80.2 | 38.46 | 18.33 | — | |
| CAIBCVenue=MM20222026.02 | 47.35 | 69.55 | 79 | — | — | — | |
| LVTVenue=ECCV20222026.02 | 46.7 | 70 | 78.8 | — | — | — | |
| IVTNoise Rate=0%, Checkpoint Selection=Best2023.08 | 46.7 | 70 | 78.8 | — | — | — | |
| LBUL+BERTVenue=MM20222026.02 | 45.55 | 68.2 | 77.85 | — | — | — | |
| IRRATraining Sets=ICFG-PEDES2025.05 | 45.3 | 69.25 | 78.8 | 36.82 | 18.38 | — | |
| SAFVenue=ICASSP20222026.02 | 44.05 | 67.3 | 76.25 | 36.81 | — | 42.73 | |
| IVTNoise Rate=20%, Checkpoint Selection=Best2023.08 | 43.65 | 66.5 | 75.7 | 37.22 | 20.47 | — | |
| SSANNoise Rate=0%, Checkpoint Selection=Best2023.08 | 43.5 | 67.8 | 77.15 | — | — | — | |
| IVTNoise Rate=50%, Checkpoint Selection=Best2023.08 | 39.7 | 63.8 | 73.95 | 34.35 | 18.56 | — | |
| IVTNoise Rate=20%, Checkpoint Selection=Last2023.08 | 37.95 | 63.35 | 73.75 | 34.24 | 19.67 | — | |
| SSANNoise Rate=20%, Checkpoint Selection=Best2023.08 | 35.1 | 60 | 71.45 | 28.9 | 12.08 | — | |
| SSANNoise Rate=20%, Checkpoint Selection=Last2023.08 | 33.45 | 58.15 | 69.6 | 26.46 | 10.08 | — | |
| DSSLVenue=MM20212026.02 | 32.43 | 55.08 | 63.19 | — | — | — | |
| IRRANoise Rate=50%, Checkpoint Selection=Last2023.08 | 31.15 | 55.4 | 65.45 | 23.96 | 9.67 | — | |
| IVTNoise Rate=50%, Checkpoint Selection=Last2023.08 | 28.55 | 52.05 | 62.7 | 26.82 | 13.97 | — | |
| SSANNoise Rate=50%, Checkpoint Selection=Best2023.08 | 19.4 | 39.25 | 50.95 | 15.95 | 6.13 | — | |
| SSANNoise Rate=50%, Checkpoint Selection=Last2023.08 | 14.1 | 33.95 | 46.55 | 11.88 | 4.04 | — |