Text-to-image Person Re-identification on ICFG-PEDES (test)
0.6902Rank-1Our ICL*
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Our ICL*Training Sets=ICFG-PEDES2025.05 | 0.6902 | 0.8245 | 0.8736 | 0.4121 | 0.083 | — | |
| Our ICLTraining Sets=ICFG-PEDES2025.05 | 0.6811 | 0.8259 | 0.8752 | 0.4081 | 0.0818 | — | |
| RDETraining Sets=ICFG-PEDES2025.05 | 0.6768 | 0.8247 | 0.8736 | 0.4006 | 0.0787 | — | |
| RDENoise Rate=0%, Checkpoint Selection=Best2023.08 | 0.6768 | 0.8247 | 0.8736 | 0.4006 | 0.0787 | — | |
| RDENoise Rate=20%, Checkpoint Selection=Best2023.08 | 0.6654 | 0.817 | 0.867 | 0.3908 | 0.0755 | — | |
| RDENoise Rate=20%, Checkpoint Selection=Last2023.08 | 0.6651 | 0.817 | 0.8671 | 0.3909 | 0.0756 | — | |
| RDENoise Rate=50%, Checkpoint Selection=Best2023.08 | 0.6376 | 0.7953 | 0.8491 | 0.3738 | 0.068 | — | |
| RDENoise Rate=50%, Checkpoint Selection=Last2023.08 | 0.6376 | 0.7953 | 0.8491 | 0.3738 | 0.068 | — | |
| IRRAType=G2023.03 | 0.6346 | 0.8025 | 0.8582 | 38.06 | 7.93 | — | |
| IRRATraining Sets=ICFG-PEDES2025.05 | 0.6346 | 0.8025 | 0.8582 | 0.3806 | 0.0793 | — | |
| IRRANoise Rate=0%, Checkpoint Selection=Best2023.08 | 0.6346 | 0.8025 | 0.8582 | 0.3806 | 0.0793 | — | |
| DECLNoise Rate=20%, Checkpoint Selection=Best2023.08 | 0.6195 | 0.7836 | 0.8388 | 0.3608 | 0.0625 | — | |
| DECLNoise Rate=20%, Checkpoint Selection=Last2023.08 | 0.6195 | 0.7836 | 0.8388 | 0.3608 | 0.0625 | — | |
| FlexiReIDVenue=ICML20252026.02 | 0.6134 | 0.7841 | 0.8392 | 35.73 | 7.53 | 47.86 | |
| UniReIDVenue=CVPR20232026.02 | 0.6128 | 0.774 | 0.8316 | — | — | — | |
| CFineType=L2023.03 | 0.6083 | 0.7655 | 0.8242 | — | — | — | |
| CFineNoise Rate=0%, Checkpoint Selection=Best2023.08 | 0.6083 | 0.7655 | 0.8242 | — | — | — | |
| IRRANoise Rate=20%, Checkpoint Selection=Best2023.08 | 0.6076 | 0.7826 | 0.8401 | 0.3587 | 0.068 | — | |
| IRRANoise Rate=20%, Checkpoint Selection=Last2023.08 | 0.6058 | 0.7814 | 0.842 | 0.3592 | 0.0691 | — | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2E/E2C)=C2C2026.02 | 0.5949 | 0.7636 | 0.8207 | 41.52 | 12.1 | 51.8 | |
| LGURVenue=MM20222026.02 | 0.5902 | 0.7532 | 0.8156 | — | — | — | |
| CSKTVenue=CVPR20232026.02 | 0.589 | 0.7731 | 0.8356 | 33.87 | — | 47.68 | |
| ISANetType=L2023.03 | 0.5773 | 0.7542 | 0.8172 | — | — | — | |
| DECLNoise Rate=50%, Checkpoint Selection=Best2023.08 | 0.575 | 0.7509 | 0.8124 | 0.3264 | 0.0527 | — | |
| DECLNoise Rate=50%, Checkpoint Selection=Last2023.08 | 0.5749 | 0.751 | 0.8123 | 0.3263 | 0.0526 | — | |
| BaselineType=G, Backbone=CLIP-ViT-B/162023.03 | 0.5674 | 0.7572 | 0.8226 | 31.84 | 5.03 | — | |
| IVTType=G2023.03 | 0.5604 | 0.736 | 0.8022 | — | — | — | |
| LVTVenue=ECCV20222026.02 | 0.5604 | 0.736 | 0.8022 | — | — | — | |
| IVTNoise Rate=0%, Checkpoint Selection=Best2023.08 | 0.5604 | 0.736 | 0.8022 | — | — | — | |
| RDENoise=80%, Checkpoint Selection Strategy=Best2023.08 | 0.5602 | 0.74 | 0.8062 | 0.3067 | 0.046 | — | |
| RDENoise=80%, Checkpoint Selection Strategy=Last2023.08 | 0.5596 | 0.7409 | 0.8061 | 0.3079 | 0.0462 | — | |
| CLIP-CNoise Rate=20%, Checkpoint Selection=Best2023.08 | 0.5525 | 0.7476 | 0.8132 | 0.3109 | 0.0494 | — | |
| CLIP-CNoise Rate=20%, Checkpoint Selection=Last2023.08 | 0.5517 | 0.7458 | 0.8146 | 0.3112 | 0.0497 | — | |
| TIPCBVenue=NeurIPS20222026.02 | 0.5496 | 0.7472 | 0.8189 | — | — | — | |
| SAFVenue=ICASSP20222026.02 | 0.5486 | 0.7213 | 0.7913 | 32.76 | — | 42.73 | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2E/E2C)=E2E2026.02 | 0.5435 | 0.7064 | 0.7703 | 37.46 | 11.15 | 46.8 | |
| SSANBackbone=ResNet-502021.07 | 0.5423 | 0.7263 | 0.7953 | — | — | — | |
| SSANType=L2023.03 | 0.5423 | 0.7263 | 0.7953 | — | — | — | |
| SSANNoise Rate=0%, Checkpoint Selection=Best2023.08 | 0.5423 | 0.7263 | 0.7953 | — | — | — | |
| Our ICL*Training Sets=CUHK-PEDES2025.05 | 0.528 | 0.6649 | 0.7349 | 0.256 | 0.0244 | — | |
| MLLMEmbed-ReIDQuery-Gallery feature type (C2C/E2E/E2C)=E2C2026.02 | 0.5279 | 0.7132 | 0.7798 | 38.18 | 11.68 | 47.55 | |
| IRRANoise Rate=50%, Checkpoint Selection=Best2023.08 | 0.5253 | 0.7199 | 0.7941 | 0.2905 | 0.0443 | — | |
| CLIP-CNoise Rate=50%, Checkpoint Selection=Best2023.08 | 0.516 | 0.7189 | 0.7931 | 0.2876 | 0.0433 | — | |
| CLIP-CNoise Rate=50%, Checkpoint Selection=Last2023.08 | 0.5149 | 0.7199 | 0.7932 | 0.2877 | 0.0437 | — | |
| ViTAA*Backbone=ResNet-502021.07 | 0.5098 | 0.6879 | 0.7578 | — | — | — | |
| VITAAType=L2023.03 | 0.5098 | 0.6879 | 0.7578 | — | — | — | |
| ViTAAVenue=ECCV20202026.02 | 0.5098 | 0.6879 | 0.7578 | — | — | — | |
| Our ICL*Training Sets=RSTPReid2025.05 | 0.5052 | 0.6156 | 0.6857 | 0.2926 | 0.0573 | — | |
| IVTNoise Rate=20%, Checkpoint Selection=Best2023.08 | 0.5021 | 0.6914 | 0.7618 | 0.3472 | 0.0877 | — | |
| SCANBackbone=ResNet-502021.07 | 0.5005 | 0.6965 | 0.7721 | — | — | — | |
| IVTNoise Rate=20%, Checkpoint Selection=Last2023.08 | 0.487 | 0.6742 | 0.7506 | 0.3444 | 0.0925 | — | |
| Our ICLTraining Sets=CUHK-PEDES2025.05 | 0.4857 | 0.6666 | 0.7375 | 0.253 | 0.024 | — | |
| RDETraining Sets=CUHK-PEDES2025.05 | 0.4818 | 0.663 | 0.737 | 0.25 | 0.0233 | — | |
| MIABackbone=ResNet-502021.07 | 0.4649 | 0.6714 | 0.7518 | — | — | — | |
| Our ICLTraining Sets=RSTPReid2025.05 | 0.4593 | 0.627 | 0.688 | 0.2889 | 0.0563 | — | |
| CLIP-CNoise=80%, Checkpoint Selection Strategy=Best2023.08 | 0.4484 | 0.6524 | 0.7327 | 0.2427 | 0.0342 | — | |
| CLIP-CNoise=80%, Checkpoint Selection Strategy=Last2023.08 | 0.4465 | 0.6526 | 0.7345 | 0.242 | 0.0344 | — | |
| BaselineType=G, Backbone=CLIP-RN1012023.03 | 0.4409 | 0.6627 | 0.7475 | 22.59 | 2.84 | — | |
| CMPM + CMPCBackbone=ResNet-502021.07 | 0.4351 | 0.6544 | 0.7426 | — | — | — | |
| CMPM/CType=L2023.03 | 0.4351 | 0.6544 | 0.7426 | — | — | — | |
| IVTNoise Rate=50%, Checkpoint Selection=Best2023.08 | 0.4303 | 0.6148 | 0.6956 | 0.2886 | 0.0611 | — | |
| IRRATraining Sets=CUHK-PEDES2025.05 | 0.4241 | 0.6211 | 0.6962 | 0.2177 | 0.0195 | — | |
| RDETraining Sets=RSTPReid2025.05 | 0.4217 | 0.5832 | 0.6549 | 0.2637 | 0.0494 | — | |
| BaselineType=G, Backbone=CLIP-RN502023.03 | 0.4146 | 0.6368 | 0.7304 | 21 | 2.46 | — | |
| SSANNoise Rate=20%, Checkpoint Selection=Best2023.08 | 0.4057 | 0.6258 | 0.7153 | 0.2093 | 0.0222 | — | |
| DECLNoise=80%, Checkpoint Selection Strategy=Best2023.08 | 0.4053 | 0.6149 | 0.6984 | 0.2178 | 0.0297 | — | |
| SSANNoise Rate=20%, Checkpoint Selection=Last2023.08 | 0.4028 | 0.6268 | 0.7153 | 0.2098 | 0.0225 | — | |
| DECLNoise=80%, Checkpoint Selection Strategy=Last2023.08 | 0.3991 | 0.6116 | 0.6951 | 0.2156 | 0.0289 | — | |
| IRRANoise Rate=50%, Checkpoint Selection=Last2023.08 | 0.3922 | 0.6052 | 0.6926 | 0.1944 | 0.0198 | — | |
| Dual PathBackbone=ResNet-502021.07 | 0.3899 | 0.5944 | 0.6841 | — | — | — | |
| Dual PathType=G2023.03 | 0.3899 | 0.5944 | 0.6841 | — | — | — | |
| IVTNoise Rate=50%, Checkpoint Selection=Last2023.08 | 0.3657 | 0.5483 | 0.6291 | 0.243 | 0.0508 | — | |
| IRRATraining Sets=RSTPReid2025.05 | 0.323 | 0.4967 | 0.578 | 0.2054 | 0.0384 | — | |
| IRRANoise=80%, Checkpoint Selection Strategy=Best2023.08 | 0.2819 | 0.4414 | 0.5127 | 0.1436 | 0.0141 | — | |
| IVTNoise=80%, Checkpoint Selection Strategy=Best2023.08 | 0.211 | 0.371 | 0.4564 | 0.1368 | 0.0232 | — | |
| SSANNoise Rate=50%, Checkpoint Selection=Best2023.08 | 0.1883 | 0.377 | 0.4743 | 0.0983 | 0.0101 | — | |
| SSANNoise Rate=50%, Checkpoint Selection=Last2023.08 | 0.1706 | 0.3718 | 0.4785 | 0.0658 | 0.0039 | — | |
| IRRANoise=80%, Checkpoint Selection Strategy=Last2023.08 | 0.0868 | 0.1876 | 0.245 | 0.0365 | 0.0027 | — | |
| IVTNoise=80%, Checkpoint Selection Strategy=Last2023.08 | 0.0564 | 0.1248 | 0.1715 | 0.04 | 0.0069 | — | |
| SSANNoise=80%, Checkpoint Selection Strategy=Best2023.08 | 0.0028 | 0.0099 | 0.019 | 0.0027 | 0.0015 | — | |
| SSANNoise=80%, Checkpoint Selection Strategy=Last2023.08 | 0.0018 | 0.0101 | 0.0177 | 0.0025 | 0.0014 | — |