Person Re-identification on DeepChange
98.14Top-1 AccFoundation Fusion
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Foundation FusionFine-tuning=true2025.07 | 98.14 | 45.85 | |
| Eva02-LFine-tuning=true2025.07 | 97.52 | 42.78 | |
| DINOv2-LFine-tuning=true2025.07 | 97.23 | 39.55 | |
| CLIP-LFine-tuning=true2025.07 | 96.85 | 37.54 | |
| AIMv2-LFine-tuning=true2025.07 | 96.67 | 36.78 | |
| RLQAttributes=S, P, G2025.05 | 58.8 | 22.1 | |
| FIRe²Cloth-Labels=false2023.08 | 57.9 | 20 | |
| Baseline: Base ModelAttributes=S2025.05 | 57.7 | 21.4 | |
| M2Net-FAttributes=S, C2025.05 | 57.2 | 19.6 | |
| MCSC-CAL2025.05 | 56.9 | 21.5 | |
| CLIP3DAttributes=B, Text2025.05 | 56.7 | 20.8 | |
| IMS+GEP2025.05 | 55.1 | 18.3 | |
| CAL2022.04 | 54 | 19 | |
| CALCloth-Labels=true2023.08 | 54 | 19 | |
| Baseline: CAL2025.05 | 54 | 19 | |
| CALVenue=CVPR 222025.07 | 54 | 19 | |
| SCNetCloth-Labels=false2023.08 | 53.5 | 18.7 | |
| BaselineCloth-Labels=false, Triplet Loss=true2023.08 | 52.5 | 16.1 | |
| BaselineCloth-Labels=false, Triplet Loss=false2023.08 | 51.6 | 16 | |
| baseline2022.04 | 50.6 | 15.9 | |
| ViT-B/16Cloth-Labels=false2023.08 | 49.8 | 15 | |
| BoT2022.04 | 47.5 | 13 | |
| OSNet2022.04 | 39.7 | 10.3 | |
| OSNetCloth-Labels=false2023.08 | 39.7 | 10.3 | |
| ReIDCaps2022.04 | 39.5 | 11.3 | |
| ReIDCapsCloth-Labels=false2023.08 | 39.5 | 11.3 |