Image-level Anomaly Classification on VisA
96.8AUROCUniADet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 96.8 | 96.3 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 96.1 | 96.3 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 92.3 | 93 | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 92.2 | 93.6 | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 87.8 | 89.1 | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 86.3 | 86.8 | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 82.7 | 84 |