Anomaly Detection on RealIAD (AUROC, AUPR)
90.3AUROCUniADet‡
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 90.3 | 88.4 | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 88.5 | 87 | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 84.3 | 82.6 | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 83.9 | 82.6 | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 81.8 | 75.6 | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 78.4 | 77.1 | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 77 | 73.6 |