Image-level Anomaly Classification on KSDD
97.9AUROCAnomalyCLIP+
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 97.9 | 95.6 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 97.7 | 93.3 | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 97.2 | 92.4 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 97.2 | 87.5 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 95.3 | 71.2 | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 93.8 | 84.5 | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 91.6 | 81 |