Anomaly Localization on VisA (AUROC, AUPR)
0.986AUROCUniADet‡
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 0.986 | 0.452 | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 0.984 | 0.455 | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 0.98 | 0.367 | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 0.973 | 0.418 | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 0.969 | 0.275 | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 0.951 | 0.181 | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 0.902 | 0.192 |