Pixel-level Anomaly Segmentation on DTD
0.992AUROCUniADet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 0.992 | 0.861 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 0.99 | 0.83 | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 0.987 | 0.644 | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.977 | 0.681 | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 0.976 | 0.774 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 0.976 | 0.743 | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.966 | 0.482 |