Person Re-identification on LTCC cloth-changing
75.8Rank-1IRM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IRMTraining Protocol=MTL, Multi-dataset training=true2023.06 | 75.8 | 52 | |
| CAL2023.06 | 74.2 | 40.8 | |
| IRMTraining Protocol=STL2023.06 | 66.7 | 46.7 | |
| PCB2023.06 | 65.1 | 30.6 | |
| RGA-SC2023.06 | 65 | 27.5 | |
| IANet2023.06 | 63.7 | 31 | |
| HACNN2023.06 | 60.2 | 26.7 | |
| DIFFERArchitecture=ViT, Venue/Year=CVPR 25, Additional Modality=Text2026.06 | 58.2 | 31.6 | |
| Ortho-ReIDArchitecture=ViT, Additional Modality=Text2026.06 | 56.1 | 30.2 | |
| FAIMYear=TMM'252026.03 | 48.2 | 27.5 | |
| CSCIArchitecture=ViT, Venue/Year=ICCV 252026.06 | 47.8 | 24.4 | |
| MADEArchitecture=ViT, Venue/Year=TMM 24, Additional Modality=Text2026.06 | 47.4 | 24.4 | |
| RLQYear=arXiv'252026.03 | 46.4 | 21.5 | |
| CCPGVenue=CVPR’2024, Modality=RGB+2D2023.05 | 46.2 | 22.9 | |
| CGPGArchitecture=CNN, Venue/Year=CVPR 24, Additional Modality=Silhouette2026.06 | 46.2 | 22.9 | |
| CCILVenue=Ours, Modality=RGB2023.05 | 46 | 22.2 | |
| HPRNetVenue=TCSVT’2025, Modality=RGB+Parsing2023.05 | 45.9 | 19.2 | |
| CCFA*Modality=RGB, Uses Cloth Labels=true, Multiple Training Stages=true2023.08 | 45.3 | 22.1 | |
| CCFAVenue=CVPR '23, Note=reproduced results2024.11 | 45.3 | 22.1 | |
| AIMModality=RGB, Extra ground-truth clothing labels=true2024.05 | 45.3 | 22.1 | |
| CCFAModality=RGB, Extra ground-truth clothing labels=true, Multiple training stages=true2024.05 | 45.3 | 22.1 | |
| CCFAYear=CVPR '232026.03 | 45.3 | 22.1 | |
| CCFAVenue=CVPR’2023, Modality=RGB2023.05 | 45.3 | 22.1 | |
| FIRe²Modality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 44.6 | 19.1 | |
| FIRe2Venue=TIFS’2024, Modality=RGB2023.05 | 44.6 | 19.1 | |
| CVSLArchitecture=CNN, Venue/Year=WACV 24, Additional Modality=Pose2026.06 | 44.5 | 21.3 | |
| CSSCModality=RGB, Extra ground-truth clothing labels=false2024.05 | 43.6 | 18.6 | |
| JIMGPYear=TMM'242026.03 | 43.4 | 18.2 | |
| SapiensIDTraining Data=WebBody4M2025.04 | 42.6 | 17.39 | |
| CLIP3DReIDArchitecture=CNN, Venue/Year=ICCV 23, Additional Modality=Text+3D2026.06 | 42.1 | 21.7 | |
| MSP-REID2026.03 | 41.6 | 19.3 | |
| CISupNetYear=ICASSP'252026.03 | 41.5 | 19.2 | |
| DLCRBackbone=CAL2024.11 | 41.3 | 19.6 | |
| DCR-ReIDModality=RGB+sil.+sketch, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 41.1 | 20.4 | |
| CALModality=RGB+sil.+sketch, Extra ground-truth clothing labels=true2024.05 | 41.1 | 18.3 | |
| DCR-ReIDVenue=TCSVT’2023, Modality=RGB+Parsing+Contour2023.05 | 41.1 | 20.4 | |
| AIMModality=RGB, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 40.6 | 19.1 | |
| AIMVenue=CVPR '232024.11 | 40.6 | 19.1 | |
| DCR-ReIDModality=RGB, Extra ground-truth clothing labels=true2024.05 | 40.6 | 19.1 | |
| AIMYear=CVPR '232026.03 | 40.6 | 19.4 | |
| AIMVenue=CVPR’2023, Modality=RGB2023.05 | 40.6 | 19.1 | |
| AIMArchitecture=CNN, Venue/Year=CVPR 232026.06 | 40.6 | 19.1 | |
| CALModality=RGB, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 40.1 | 18 | |
| UCADModality=RGB+sil., Extra ground-truth clothing labels=true2024.05 | 40.1 | 18 | |
| CALYear=CVPR '222026.03 | 40.1 | 18 | |
| CALVenue=CVPR’2022, Modality=RGB2023.05 | 40.1 | 18 | |
| CALArchitecture=CNN, Venue/Year=CVPR 222026.06 | 40.1 | 18 | |
| CAL (baseline)Venue=CVPR '22, Note=reproduced results2024.11 | 39.5 | 18 | |
| FSAMModality=RGB+pose+sil., Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 38.5 | 16.2 | |
| FSAMVenue=CVPR '212024.11 | 38.5 | 16.2 | |
| ACIDModality=RGB, Extra ground-truth clothing labels=false2024.05 | 38.5 | 16.2 | |
| FSAMYear=CVPR '212026.03 | 38.5 | 16.2 | |
| FSAMVenue=CVPR’2021, Modality=RGB+Pose+2D2023.05 | 38.5 | 16.2 | |
| LIFTCAPYear=TVT'242026.03 | 37 | 39.7 | |
| CAMCModality=RGB+pose, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 36 | 15.4 | |
| GI-ReIDModality=RGB+sil., Extra ground-truth clothing labels=false, Multiple training stages=true2024.05 | 36 | 15.4 | |
| TransReIDModality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 34.4 | 17.1 | |
| TransReIDModality=RGB, Extra ground-truth clothing labels=false2024.05 | 34.4 | 17.1 | |
| TransReIDArchitecture=ViT, Venue/Year=ICCV 212026.06 | 34.4 | 17.1 | |
| UCADModality=RGB+sil., Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 32.5 | 15.1 | |
| UCADVenue=IJCAI’2022, Modality=RGB+2D2023.05 | 32.5 | 15.1 | |
| 3DSLModality=RGB+pose+sil.+3D, Uses Cloth Labels=true, Multiple Training Stages=false2023.08 | 31.2 | 14.8 | |
| 3DSLVenue=CVPR '212024.11 | 31.2 | 14.8 | |
| 3DSLVenue=CVPR’2021, Modality=RGB+Pose+2D+3D2023.05 | 31.2 | 14.8 | |
| RCSANetModality=RGB, Extra ground-truth clothing labels=false, Multiple training stages=true2024.05 | 29.1 | 14.5 | |
| ACIDVenue=TIP’2023, Modality=RGB2023.05 | 29.1 | 14.5 | |
| ITKMSetting=M2026.01 | 27.3 | 14.4 | |
| GI-ReIDVenue=CVPR '222024.11 | 26.7 | 12.7 | |
| CESDModality=RGB+pose, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 26.2 | 12.4 | |
| ITKMSetting=S2026.01 | 26.2 | 13.2 | |
| JAPL2026.01 | 26.1 | 12.9 | |
| CICL2026.01 | 25.7 | 13 | |
| IANetModality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 25 | 12.6 | |
| IANetModality=RGB, Extra ground-truth clothing labels=false2024.05 | 25 | 12.6 | |
| IANetYear=CVPR '192026.03 | 25 | 12.6 | |
| IANetVenue=CVPR’2019, Modality=RGB2023.05 | 25 | 12.6 | |
| GI-ReID*Modality=RGB+sil., Uses Cloth Labels=false, Multiple Training Stages=true2023.08 | 23.7 | 10.4 | |
| FSAMModality=RGB+pose+sil., Extra ground-truth clothing labels=false2024.05 | 23.7 | 10.4 | |
| GI-ReIDVenue=CVPR’2022, Modality=RGB+2D2023.05 | 23.7 | 10.4 | |
| PCBModality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 23.5 | 10 | |
| PCBModality=RGB, Extra ground-truth clothing labels=false2024.05 | 23.5 | 10 | |
| Bi-C2RTask=L-ReID, Training Order=Order-92025.12 | 23.5 | 12.2 | |
| Bi-C2RTask=RFL-ReID, Training Order=Order-92025.12 | 23.5 | 12.2 | |
| PCBYear=ECCV '182026.03 | 23.5 | 10 | |
| JointTrainTask=JointTrain, Training Order=Order-92025.12 | 23 | 10.1 | |
| LSTKCTask=L-ReID, Training Order=Order-92025.12 | 22.4 | 10.9 | |
| LSTKCTask=RFL-ReID, Training Order=Order-92025.12 | 22.4 | 10.9 | |
| HA-CNNModality=RGB, Uses Cloth Labels=false, Multiple Training Stages=false2023.08 | 21.6 | 9.3 | |
| HA-CNNModality=RGB, Extra ground-truth clothing labels=false2024.05 | 21.6 | 9.3 | |
| HACNNYear=CVPR '182026.03 | 21.6 | 9.3 | |
| KPR + SOLDIERTraining Data=LUPerson4M + OccludedReID2025.04 | 21.17 | 10.19 | |
| SDCLSetting=M2026.01 | 18.8 | 9.3 | |
| TokenMatcherSetting=M2026.01 | 16.9 | 9 | |
| Purification2026.01 | 15.6 | 8.7 | |
| ICE2026.01 | 14.5 | 7.1 | |
| DCCC2026.01 | 13.7 | 7.2 | |
| CC2026.01 | 7.4 | 6 |