Pixel-level Anomaly Detection on KSDD
99.4AUROCUniADet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.01 | 99.4 | — | 34.9 | |
| DINOV2supervised_training=false2024.07 | 99.3 | 50.6 | — | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.01 | 99.3 | — | 45.2 | |
| AnomalyCLIP+Reference Image=Not Used, Shots=02026.01 | 98.6 | — | 47.5 | |
| APRIL-GANsupervised_training=true2024.07 | 98.2 | 56.2 | — | |
| AdaptCLIPReference Image=Not Used, Shots=02026.01 | 98.2 | — | 57.8 | |
| UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.01 | 98 | — | 45 | |
| InCtrlReference Image=Not Used, Shots=02026.01 | 97.8 | — | 26.7 | |
| AdaCLIPsupervised_training=true2024.07 | 97.7 | 54.5 | — | |
| WinCLIP+Reference Image=Not Used, Shots=02026.01 | 97.6 | — | 19.2 | |
| WinCLIPsupervised_training=false2024.07 | 95.8 | 21.3 | — | |
| SAMsupervised_training=false2024.07 | 91.2 | 18.4 | — | |
| SAAsupervised_training=false2024.07 | 78.8 | 6.6 | — |