Pixel-level Anomaly Localization on BTAD 43 (joint evaluation protocol)
96.2AUROCLAKE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LAKEBackbone=ViT-L/14@336px CLIP, Setting=64-shot2026.04 | 96.2 | 55.7 | 50.2 | 81.5 | |
| VisualADBackbone=DINOv22026.04 | 93.4 | 42.6 | 38.7 | 76.7 | |
| AnomalyCLIPBackbone=CLIP2026.04 | 93 | 47.1 | 41.5 | 71 | |
| VisualADBackbone=CLIP2026.04 | 91.1 | 49.8 | 43.1 | 80.4 | |
| AdaCLIPBackbone=CLIP2026.04 | 87.7 | 42.3 | 36.6 | 17.1 | |
| CLIP-ADBackbone=CLIP2026.04 | 80.9 | 24.1 | 18.3 | 41.4 | |
| WinCLIPBackbone=CLIP2026.04 | 72.7 | 18.5 | 12.9 | 27.3 | |
| OpenCLIPBackbone=CLIP2026.04 | 41.2 | 6.8 | — | 10.8 |