Image-level Anomaly Classification on MVTec
0.98AUROCUniADet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 0.98 | 0.989 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 0.976 | 0.986 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 0.97 | 0.983 | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 0.957 | 0.979 | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.954 | 0.973 | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.945 | 0.973 | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 0.918 | 0.955 |