Pixel-level Anomaly Localization on MVTec-AD 41 (joint evaluation protocol)
93.7AUROCLAKE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LAKEBackbone=ViT-L/14@336px CLIP, Setting=64-shot2026.04 | 93.7 | 50.8 | 45.5 | 88.9 | |
| VisualADBackbone=DINOv22026.04 | 91.3 | 47.4 | 45.4 | 88.6 | |
| AnomalyCLIPBackbone=CLIP2026.04 | 91 | 38.9 | 34.4 | 81.7 | |
| VisualADBackbone=CLIP2026.04 | 90.8 | 43.9 | 41.2 | 87.5 | |
| AdaCLIPBackbone=CLIP2026.04 | 88.5 | 43.9 | 41 | 47.6 | |
| WinCLIPBackbone=CLIP2026.04 | 82.3 | 24.8 | 18.2 | 62 | |
| CLIP-ADBackbone=CLIP2026.04 | 77.9 | 26.3 | 21.1 | 55.7 | |
| OpenCLIPBackbone=CLIP2026.04 | 35.6 | 2.8 | — | 6.9 |