Person Re-identification on PRCC Clothes-Changing
74.4Top-1 AccOrtho-ReID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ortho-ReIDArchitecture=ViT, Additional Modality=Text2026.06 | 74.4 | 0.702 | — | |
| CCFAModality=RGB, Extra ground-truth clothing labels=true, Multiple training stages=true2024.05 | 71.3 | 0.653 | — | |
| CCIL (ViT)Backbone=ViT, Venue=Ours2023.05 | 71.2 | 0.668 | — | |
| CCATSupervision Type=Supervised Method(LT-ReID), Reference=IJCNN'222023.05 | 69.7 | — | 89 | |
| MIPLBackbone=ViT, Venue=TIP’20252023.05 | 69.2 | 0.648 | — | |
| A3PFNBackbone=ViT, Venue=PR’20252023.05 | 69.1 | 0.687 | — | |
| DIFFERArchitecture=ViT, Venue/Year=CVPR 25, Additional Modality=Text2026.06 | 68.5 | 0.647 | — | |
| DLCRBackbone=CAL2024.11 | 66.5 | 63 | — | |
| CCILVenue=Ours, Modality=RGB2023.05 | 66.4 | 0.652 | — | |
| CSCIArchitecture=ViT, Venue/Year=ICCV 252026.06 | 66.2 | 0.613 | — | |
| CSSCModality=RGB, Extra ground-truth clothing labels=false2024.05 | 65.5 | 0.63 | — | |
| MSP-REID2026.03 | 65.1 | 0.634 | — | |
| FIRe²Modality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 65 | 63.1 | — | |
| FIRe2Venue=TIFS’2024, Modality=RGB2023.05 | 65 | 0.631 | — | |
| MADEArchitecture=ViT, Venue/Year=TMM 24, Additional Modality=Text2026.06 | 64.3 | 0.591 | — | |
| RLQYear=arXiv'252026.03 | 64 | 0.632 | — | |
| HPRNetVenue=TCSVT’2025, Modality=RGB+Parsing2023.05 | 62.3 | 0.601 | — | |
| CRE+BSGAModality=RGB+sil., Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 61.8 | 58.7 | — | |
| CCPGVenue=CVPR’2024, Modality=RGB+2D2023.05 | 61.8 | 0.583 | — | |
| CGPGArchitecture=CNN, Venue/Year=CVPR 24, Additional Modality=Silhouette2026.06 | 61.8 | 0.583 | — | |
| CCFA*Modality=RGB, Uses Cloth Labels=true, Multiple Training Stages=true2023.08 | 61.2 | 58.4 | — | |
| CCFAVenue=CVPR '23, Note=reproduced results2024.11 | 61.2 | 58.4 | — | |
| AIMModality=RGB, Extra ground-truth clothing labels=true2024.05 | 61.2 | 0.584 | — | |
| CCFAYear=CVPR '232026.03 | 61.2 | 0.584 | — | |
| CCFAVenue=CVPR’2023, Modality=RGB2023.05 | 61.2 | 0.584 | — | |
| CLIP3DReIDArchitecture=CNN, Venue/Year=ICCV 23, Additional Modality=Text+3D2026.06 | 60.6 | 0.593 | — | |
| FAIMYear=TMM'252026.03 | 59.8 | 0.625 | — | |
| CISupNetYear=ICASSP'252026.03 | 58.3 | 0.582 | — | |
| AIMModality=RGB, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 57.9 | 58.3 | — | |
| AIMVenue=CVPR '232024.11 | 57.9 | 58.3 | — | |
| DCR-ReIDModality=RGB, Extra ground-truth clothing labels=true2024.05 | 57.9 | 0.583 | — | |
| AIMYear=CVPR '232026.03 | 57.9 | 0.583 | — | |
| AIMVenue=CVPR’2023, Modality=RGB2023.05 | 57.9 | 0.583 | — | |
| AIMArchitecture=CNN, Venue/Year=CVPR 232026.06 | 57.9 | 0.583 | — | |
| mAPLossVenue=TCSVT’2021, Modality=RGB2023.05 | 57.5 | 0.547 | — | |
| CVSLArchitecture=CNN, Venue/Year=WACV 24, Additional Modality=Pose2026.06 | 57.5 | 0.569 | — | |
| JIMGPYear=TMM'242026.03 | 57.3 | 0.658 | — | |
| DCR-ReIDModality=RGB+sil.+sketch, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 57.2 | 57.4 | — | |
| CALModality=RGB+sil.+sketch, Extra ground-truth clothing labels=true2024.05 | 57.2 | 0.574 | — | |
| DCR-ReIDVenue=TCSVT’2023, Modality=RGB+Parsing+Contour2023.05 | 57.2 | 0.574 | — | |
| ACIDModality=RGB, Extra ground-truth clothing labels=false2024.05 | 55.4 | 0.661 | — | |
| ACIDVenue=TIP’2023, Modality=RGB2023.05 | 55.4 | — | — | |
| CALSupervision Type=Supervised Method(LT-ReID), Reference=CVPR'222023.05 | 55.2 | 55.8 | — | |
| CALModality=RGB, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 55.2 | 55.8 | — | |
| CAL (baseline)Venue=CVPR '22, Note=reproduced results2024.11 | 55.2 | 55.8 | — | |
| UCADModality=RGB+sil., Extra ground-truth clothing labels=true2024.05 | 55.2 | 0.558 | — | |
| CALYear=CVPR '222026.03 | 55.2 | 0.558 | — | |
| CALVenue=CVPR’2022, Modality=RGB2023.05 | 55.2 | 0.558 | — | |
| CALArchitecture=CNN, Venue/Year=CVPR 222026.06 | 55.2 | 0.558 | — | |
| FSAMSupervision Type=Supervised Method(LT-ReID), Reference=CVPR'212023.05 | 54.5 | — | 86.4 | |
| FSAMModality=RGB+pose+sil., Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 54.5 | — | — | |
| FSAMVenue=CVPR '212024.11 | 54.5 | — | — | |
| FSAMModality=RGB+pose+sil., Extra ground-truth clothing labels=false2024.05 | 54.5 | — | — | |
| FSAMYear=CVPR '212026.03 | 54.5 | — | — | |
| FSAMVenue=CVPR’2021, Modality=RGB+Pose+2D2023.05 | 54.5 | — | — | |
| LIFTCAPYear=TVT'242026.03 | 54.3 | 0.556 | — | |
| Instruct-ReIDYear=CVPR'242026.03 | 54.2 | 0.523 | — | |
| Instruct-ReIDVenue=CVPR’2024, Modality=RGB2023.05 | 54.2 | 0.523 | — | |
| Instruct-ReIDArchitecture=ViT, Venue/Year=CVPR 24, Additional Modality=Text2026.06 | 54.2 | 0.523 | — | |
| 3DSLSupervision Type=Supervised Method(LT-ReID), Reference=CVPR'212023.05 | 51.3 | — | — | |
| 3DSLModality=RGB+pose+sil.+3D, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 51.3 | — | — | |
| 3DSLVenue=CVPR '212024.11 | 51.3 | — | — | |
| 3DSLVenue=CVPR’2021, Modality=RGB+Pose+2D+3D2023.05 | 51.3 | — | — | |
| RCSANetSupervision Type=Supervised Method(LT-ReID), Reference=CVPR'212023.05 | 50.2 | 48.6 | — | |
| RCSANet*Modality=RGB, Uses Cloth Labels=false, Multiple Training Stages=true2023.08 | 50.2 | 48.6 | — | |
| RCSANetVenue=ICCV '212024.11 | 50.2 | 48.6 | — | |
| RCSANetModality=RGB, Extra ground-truth clothing labels=false, Multiple training stages=true2024.05 | 50.2 | 0.486 | — | |
| TransReIDModality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 46.6 | 44.8 | — | |
| TransReIDModality=RGB, Extra ground-truth clothing labels=false2024.05 | 46.6 | 0.448 | — | |
| TransReIDArchitecture=ViT, Venue/Year=ICCV 212026.06 | 46.6 | 0.448 | — | |
| IANetSupervision Type=Supervised Method(LT-ReID), Reference=CVPR'192023.05 | 46.3 | 45.9 | — | |
| IANetModality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 46.3 | 45.9 | — | |
| IANetModality=RGB, Extra ground-truth clothing labels=false2024.05 | 46.3 | 0.459 | — | |
| IANetYear=CVPR '192026.03 | 46.3 | 0.469 | — | |
| IANetVenue=CVPR’2019, Modality=RGB2023.05 | 46.3 | 0.469 | — | |
| UCADModality=RGB+sil., Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 45.3 | — | — | |
| UCADVenue=IJCAI’2022, Modality=RGB+2D2023.05 | 45.3 | — | — | |
| SiCLSupervision Type=Unsupervised Method, Reference=Ours2023.05 | 43.2 | 55.4 | 80.2 | |
| AFD-NetModality=RGB+gray, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 42.8 | — | — | |
| AFD-NetVenue=IJCAI '212024.11 | 42.8 | — | — | |
| RGA-SCSupervision Type=Supervised Method(LT-ReID), Reference=CVPR'202023.05 | 42.3 | — | 79.4 | |
| PCBModality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 41.8 | 38.7 | — | |
| PCBModality=RGB, Extra ground-truth clothing labels=false2024.05 | 41.8 | 0.387 | — | |
| PCBYear=ECCV '182026.03 | 41.8 | 0.387 | — | |
| CACLSupervision Type=Unsupervised Method, Reference=TIP'222023.05 | 41.7 | 52.1 | 79.8 | |
| PPLRSupervision Type=Unsupervised Method, Reference=CVPR'222023.05 | 40 | 51.4 | 75.2 | |
| GI-ReIDVenue=CVPR’2022, Modality=RGB+2D2023.05 | 37.6 | — | — | |
| GI-ReIDVenue=CVPR '222024.11 | 37.5 | — | — | |
| C3ABSupervision Type=Unsupervised Method, Reference=PR'222023.05 | 36.7 | 48.6 | 74 | |
| ICESupervision Type=Unsupervised Method, Reference=ICCV'21, using camera label=false2023.05 | 34.8 | 48 | 74.2 | |
| CCSupervision Type=Unsupervised Method, Reference=ACCV'222023.05 | 34.4 | 46.3 | 74.4 | |
| SPT+ASEModality=sketch, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 34.4 | — | — | |
| SPT+ASEVenue=TPAMI’2019, Modality=Contour2023.05 | 34.4 | — | — | |
| JointTrainTask=JointTrain, Training Order=Order-92025.12 | 33.8 | 0.327 | — | |
| GI-ReID*Modality=RGB+sil., Uses Cloth Labels=false, Multiple Training Stages=true2023.08 | 33.3 | — | — | |
| GI-ReIDModality=RGB+sil., Extra ground-truth clothing labels=false, Multiple training stages=true2024.05 | 33.3 | — | — | |
| SpCLSupervision Type=Unsupervised Method, Reference=NeurIPS'202023.05 | 33.2 | 45.2 | 71.3 | |
| ICESupervision Type=Unsupervised Method, Reference=ICCV'21, using camera label=true2023.05 | 32.6 | 45.5 | 72.3 | |
| Bi-C2RTask=L-ReID, Training Order=Order-92025.12 | 27.9 | 0.297 | — | |
| LSTKCTask=L-ReID, Training Order=Order-92025.12 | 27 | 0.273 | — |