Pixel-level Anomaly Localization on VisA 42 (joint evaluation protocol)
95.8AUROCVisualAD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VisualADBackbone=CLIP2026.04 | 95.8 | 34.6 | 28.4 | 91 | |
| LAKEBackbone=ViT-L/14@336px CLIP, Setting=64-shot2026.04 | 95.7 | 35.5 | 30.1 | 92.3 | |
| AnomalyCLIPBackbone=CLIP2026.04 | 95.4 | 27.6 | 20.7 | 86.4 | |
| VisualADBackbone=DINOv22026.04 | 95.3 | 35.2 | 29.9 | 88.2 | |
| AdaCLIPBackbone=CLIP2026.04 | 95.1 | 33.8 | 29.2 | 71.3 | |
| CLIP-ADBackbone=CLIP2026.04 | 93 | 24.1 | 17.9 | 80.2 | |
| WinCLIPBackbone=CLIP2026.04 | 73.2 | 9 | 5.4 | 51.1 | |
| OpenCLIPBackbone=CLIP2026.04 | 43.6 | 1.5 | — | 14 |