Person Re-identification on CCVID General
92.57R-1 AccuracySapiensID
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SapiensIDArch=ViT-Base, Train Data=WebBody4M (Ours)2025.04 | 92.57 | 77.82 | |
| DCGN + CALVenue=ACM'24, External Attributes=Face2025.07 | 92.3 | 91.9 | |
| EC + CSCI - RGB-uv2025.07 | 91.7 | 92.2 | |
| EZ-CLIP (EC) (baseline)2025.07 | 91.3 | 91.4 | |
| EC + CSCI - Pix. Bin2025.07 | 91.2 | 91.5 | |
| ShARcVenue=WACV'24, External Attributes=Sil+BS+Po2025.07 | 89.8 | 90.2 | |
| GBOVenue=ArXiv'24, Internal Attributes=CL, External Attributes=BP+Po+Diff2025.07 | 89.7 | 87.1 | |
| CCVReID+CALVenue=ArXiv'22, External Attributes=Sil+Gait2025.07 | 89.7 | 87.1 | |
| ReFace + CALVenue=WACV'24, External Attributes=Face2025.07 | 89.2 | — | |
| HAPArch=ViT-Base, Train Data=WebBody4M (Ours)2025.04 | 89 | 71.65 | |
| Image (baseline)2025.07 | 88.8 | 89 | |
| LIFTCAPVenue=TVT'24, Internal Attributes=CL, External Attributes=Co+BP+CL2025.07 | 86.3 | 84.1 | |
| DCR-ReIDVenue=TCSVT'23, Internal Attributes=CL, External Attributes=BP+Co2025.07 | 84.7 | 82.7 | |
| CLIP3DVenue=CVPR'24, External Attributes=BS+Text2025.07 | 84.5 | 83.9 | |
| AP3D + CALtesting frame selection=all frames, additional loss=Clothes-based Adversarial Loss2022.04 | 84.1 | 81.2 | |
| 3DInvarReIDVenue=ICCV'23, Internal Attributes=CL, External Attributes=Po+BS+Co2025.07 | 83.9 | 82.6 | |
| CAL+3DInvarReIDBackbone=-2023.08 | 83.9 | 82.6 | |
| Non-Local + CALtesting frame selection=all frames, additional loss=Clothes-based Adversarial Loss2022.04 | 83.6 | 81.4 | |
| SEMIVenue=WACV'24, External Attributes=BS2025.07 | 83.1 | 81.8 | |
| TCLNet + CALtesting frame selection=all frames, additional loss=Clothes-based Adversarial Loss2022.04 | 82.7 | 80.9 | |
| CALVenue=CVPR'22, Internal Attributes=CL2025.07 | 82.6 | 81.3 | |
| CALtesting frame selection=all frames2022.04 | 82.6 | 81.3 | |
| CALBackbone=ResNet-502023.08 | 82.6 | 81.3 | |
| GaitSettesting frame selection=all frames2022.04 | 81.9 | 73.2 | |
| TriNetBackbone=ResNet-502023.08 | 81.5 | 78.1 | |
| TCLNettesting frame selection=all frames2022.04 | 81.4 | 77.9 | |
| I3D + CALtesting frame selection=all frames, additional loss=Clothes-based Adversarial Loss2022.04 | 81.2 | 79.9 | |
| AP3Dtesting frame selection=all frames2022.04 | 80.9 | 79.2 | |
| Non-Localtesting frame selection=all frames2022.04 | 80.7 | 78 | |
| I3Dtesting frame selection=all frames2022.04 | 79.7 | 76.9 | |
| baselinetesting frame selection=all frames2022.04 | 78.3 | 75.4 | |
| CLIP3DReIDArch=R50, Train Data=LTCC2025.04 | 77.28 | 30.01 | |
| CALArch=R50, Train Data=LTCC2025.04 | 75.63 | 28.08 | |
| CALArch=R50, Train Data=LTCC+PRCC2025.04 | 74.83 | 29.43 | |
| CALArch=R50, Train Data=PRCC2025.04 | 74.48 | 20.86 | |
| CLIP3DReIDArch=R50, Train Data=PRCC2025.04 | 71.73 | 19.81 | |
| 3DInvarReIDBackbone=ResNet-502023.08 | 70.8 | 66.1 | |
| baseline(F)testing frame selection=first frame only2022.04 | 65 | 59.4 | |
| GaitNettesting frame selection=all frames2022.04 | 62.6 | 56.5 | |
| HAPArch=ViT-Base, Train Data=LU4M+Market15012025.04 | 54.74 | 45.14 | |
| HAPArch=ViT-Base, Train Data=LU4M+PRCC2025.04 | 49.15 | 37.73 | |
| HAPArch=ViT-Base, Train Data=LU4M+LTCC2025.04 | 44.16 | 30.43 | |
| SOLDIERArch=Swin-Base, Train Data=LU4M+Market15012025.04 | 40.27 | 36.56 | |
| HAPArch=ViT-Base, Train Data=LU4M+MSMT172025.04 | 37.81 | 30.52 | |
| SOLDIERArch=Swin-Base, Train Data=LU4M+MSMT172025.04 | 32.73 | 27.76 |