Person Re-identification on CCVID Clothes-Changing
90.8R-1EC + CSCI - RGB-uv
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EC + CSCI - RGB-uv2025.07 | 90.8 | 91.3 | — | |
| FAMSCategory=Face-only generative2026.06 | 90.8 | 90.1 | 92 | |
| EC + CSCI - Pix. Bin2025.07 | 90.5 | 90.8 | — | |
| ReFace + CALVenue=WACV'24, External Attributes=Face2025.07 | 90.5 | — | — | |
| CAL + GEFFGallery Enrichment=Enabled2022.11 | 90.5 | — | — | |
| EZ-CLIP (EC) (baseline)2025.07 | 90.3 | 90.5 | — | |
| DCGN + CALVenue=ACM'24, External Attributes=Face2025.07 | 89.6 | 89.2 | — | |
| CCVReID+CALVenue=ArXiv'22, External Attributes=Sil+Gait2025.07 | 88.1 | 84.5 | — | |
| DLCRBackbone=CAL2024.11 | 88 | 84.5 | — | |
| GBOVenue=ArXiv'24, Internal Attributes=CL, External Attributes=BP+Po+Diff2025.07 | 86.9 | 83.5 | — | |
| EgoBlur (face only)Category=Classical2026.06 | 86.6 | 87.2 | 91.2 | |
| Image (baseline)2025.07 | 86.4 | 87 | — | |
| FADMCategory=Body-only generative2026.06 | 86.4 | 85.9 | 90.4 | |
| LIFTCAPVenue=TVT'24, Internal Attributes=CL, External Attributes=Co+BP+CL2025.07 | 85.7 | 83 | — | |
| PixelationCategory=Classical2026.06 | 84.8 | 85.9 | 90.6 | |
| ShARcVenue=WACV'24, External Attributes=Sil+BS+Po2025.07 | 84.7 | 85.2 | — | |
| 3DInvarReIDVenue=ICCV'23, Internal Attributes=CL, External Attributes=Po+BS+Co2025.07 | 84.3 | 81.3 | — | |
| 3DInvarReIDVenue=ICCV '232024.11 | 84.3 | 81.3 | — | |
| CAL+3DInvarReIDBackbone=-2023.08 | 84.3 | 81.3 | — | |
| DCR-ReIDVenue=TCSVT'23, Internal Attributes=CL, External Attributes=BP+Co2025.07 | 83.6 | 81.4 | — | |
| DCR-ReID2022.11 | 83.6 | — | — | |
| SEMIVenue=WACV'24, External Attributes=BS2025.07 | 82.5 | 81.9 | — | |
| CLIP3DVenue=CVPR'24, External Attributes=BS+Text2025.07 | 82.4 | 83.2 | — | |
| CAL2022.11 | 81.9 | — | — | |
| CALVenue=CVPR'22, Internal Attributes=CL2025.07 | 81.7 | 79.6 | — | |
| CAL (baseline)Venue=CVPR '222024.11 | 81.7 | 79.6 | — | |
| CALBackbone=ResNet-502023.08 | 81.7 | 79.6 | — | |
| TriNetBackbone=ResNet-502023.08 | 81.1 | 77 | — | |
| TCLNet2022.11 | 80.7 | — | — | |
| AP3D2022.11 | 80.1 | — | — | |
| Non-Local2022.11 | 79.3 | — | — | |
| I3D2022.11 | 78.5 | — | — | |
| InsightFace2022.11 | 73.5 | — | — | |
| 3DInvarReIDBackbone=ResNet-502023.08 | 70.2 | 65.4 | — | |
| DeepPrivacy2 (face)Category=Face-only generative2026.06 | 69.4 | 70.4 | 79.2 | |
| CTL2022.11 | 69.3 | — | — | |
| Gaussian blurCategory=Classical2026.06 | 40 | 43.3 | 51.6 | |
| DeepPrivacy2 (body)Category=Body-only generative2026.06 | 29 | 33.7 | 40 | |
| BlackoutCategory=Classical2026.06 | 17.4 | 20.7 | 29.6 | |
| StructHumanConditioning=Wan2.1-VACE2026.06 | 1.4 | 2.5 | 2 |