Image-level Anomaly Classification on BTAD
97.3AUROCUniADet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 97.3 | 98.6 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 96.8 | 98.2 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 96.5 | 97.3 | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 93.4 | 95.9 | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 89.2 | 75.4 | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 86.2 | 81.6 | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 85.8 | 82.5 |