Pixel-level Anomaly Segmentation on KSDD
0.995AUROCUniADet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.01 | 0.995 | 0.369 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.01 | 0.993 | 0.45 | |
| AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.986 | 0.476 | |
| AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.01 | 0.981 | 0.575 | |
| UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.01 | 0.981 | 0.461 | |
| WinCLIP+Language-free=false, Few-shot=2-shot2026.01 | 0.976 | 0.19 | |
| InCtrlLanguage-free=false, Few-shot=2-shot2026.01 | 0.976 | 0.264 |