Person Re-identification on Average (CUHK03-NP, Market-1501, MSMT17)
75.4Rank-1ReText
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReTextProtocol=Protocol 3, Reference=Ours2026.02 | 75.4 | 64.5 | |
| ReTextProtocol=Protocol 2, Reference=Ours2026.02 | 73.4 | 62.4 | |
| CLIP-DFGSProtocol=Protocol 3, Reference=TOMM2026.02 | 68.3 | 55.3 | |
| CLIP-FGDIProtocol=Protocol 3, Reference=TIFS2026.02 | 67.6 | 54.3 | |
| CLIP-DFGSProtocol=Protocol 2, Reference=TOMM2026.02 | 67.1 | 53.6 | |
| BAUSetting=Protocol-32024.11 | 65.7 | 52.3 | |
| BAUProtocol=Protocol 3, Reference=NeurIPS2026.02 | 65.7 | 52.3 | |
| CLIP-FGDIProtocol=Protocol 2, Reference=TIFS2026.02 | 65.1 | 51.6 | |
| PAOA+Reference=Ours2023.10 | 65 | 51.4 | |
| PAOAReference=Ours2023.10 | 64.3 | 50.7 | |
| GMNProtocol=Protocol 3, Reference=TCSVT2026.02 | 63.4 | 50.1 | |
| METAReference=ECCV20222023.10 | 62.9 | 49.3 | |
| METASetting=Protocol-32024.11 | 62.9 | 49.3 | |
| METAProtocol=Protocol 3, Reference=ECCV2026.02 | 62.9 | 49.3 | |
| ACLReference=ECCV20222023.10 | 62.7 | 49.3 | |
| ACLSetting=Protocol-32024.11 | 62.7 | 49.3 | |
| ACLProtocol=Protocol 3, Reference=ECCV2026.02 | 62.7 | 49.3 | |
| BAUSetting=Protocol-22024.11 | 61.7 | 48.1 | |
| BAUProtocol=Protocol 2, Reference=NeurIPS2026.02 | 61.7 | 48.1 | |
| CLIP-ReIDProtocol=Protocol 3, Reference=AAAI2026.02 | 60.6 | 46.4 | |
| GMNProtocol=Protocol 2, Reference=TCSVT2026.02 | 60 | 46.6 | |
| CLIP-ReIDProtocol=Protocol 2, Reference=AAAI2026.02 | 59.8 | 45.8 | |
| ACLSetting=Protocol-22024.11 | 59 | 45.3 | |
| ACLProtocol=Protocol 2, Reference=ECCV2026.02 | 59 | 45.3 | |
| ReFIDProtocol=Protocol 3, Reference=TOMM2026.02 | 58.5 | 46.2 | |
| METASetting=Protocol-22024.11 | 57 | 42.1 | |
| METAProtocol=Protocol 2, Reference=ECCV2026.02 | 57 | 42.1 | |
| MetaBINReference=CVPR20212023.10 | 56.3 | 43 | |
| MetaBINSetting=Protocol-32024.11 | 56.3 | 43 | |
| QAConv50Reference=ECCV20202023.10 | 55 | 39 | |
| QAConv50Setting=Protocol-32024.11 | 55 | 39 | |
| TransMatcherTraining Dataset=ClonedPerson, #ID=4,826, #Imgs=763k2022.04 | 53.9 | 35.8 | |
| ReFIDProtocol=Protocol 2, Reference=TOMM2026.02 | 53.3 | 39.7 | |
| TransMatcherTraining Dataset=RandPerson*, #ID=8,000, #Imgs=1,239k2022.04 | 52.6 | 33.9 | |
| M3LReference=CVPR20212023.10 | 52.6 | 38.5 | |
| M³LSetting=Protocol-32024.11 | 52.6 | 38.5 | |
| QAConvTraining Dataset=ClonedPerson, #ID=4,826, #Imgs=763k2022.04 | 52.1 | 33.4 | |
| TransMatcherTraining Dataset=UnrealPerson, #ID=3,000, #Imgs=120k2022.04 | 51.7 | 33.5 | |
| M³LSetting=Protocol-22024.11 | 51.4 | 37.5 | |
| QAConv50Setting=Protocol-22024.11 | 51.3 | 35 | |
| SpCLTraining Dataset=ClonedPerson, #ID=4,826, #Imgs=75k2022.04 | 49.7 | 36.3 | |
| QAConvTraining Dataset=RandPerson*, #ID=8,000, #Imgs=1,239k2022.04 | 49.6 | 31.4 | |
| QAConvTraining Dataset=UnrealPerson, #ID=3,000, #Imgs=120k2022.04 | 49.6 | 31 | |
| MetaBINSetting=Protocol-22024.11 | 49.5 | 34.8 | |
| TransMatcherTraining Dataset=UnrealPerson, #ID=6,799, #Imgs=1,256k2022.04 | 49.2 | 32.8 | |
| SpCLTraining Dataset=UnrealPerson, #ID=3,000, #Imgs=120k2022.04 | 48.6 | 35.1 | |
| QAConvTraining Dataset=UnrealPerson, #ID=6,799, #Imgs=1,256k2022.04 | 48.4 | 30.3 | |
| TransMatcherTraining Dataset=RandPerson, #ID=8,000, #Imgs=1,801k2022.04 | 48 | 28.2 | |
| SpCLTraining Dataset=RandPerson, #ID=8,000, #Imgs=132k2022.04 | 47 | 33 | |
| TransMatcherTraining Dataset=RandPerson, #ID=8,000, #Imgs=132k2022.04 | 46.7 | 27.2 | |
| QAConvTraining Dataset=RandPerson, #ID=8,000, #Imgs=132k2022.04 | 44.5 | 24.9 | |
| QAConvTraining Dataset=RandPerson, #ID=8,000, #Imgs=1,801k2022.04 | 44.3 | 25.6 | |
| SNRReference=CVPR20202023.10 | 39 | 25.9 | |
| SNRSetting=Protocol-32024.11 | 39 | 25.9 | |
| SNRSetting=Protocol-22024.11 | 30.5 | 16.8 |