Anomaly Detection on BTAD (AUROC, AUPR)
0.975AUROCUniADet⋆
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 0.975 | 0.988 | — | |
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 0.969 | 0.984 | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 0.967 | 0.978 | — | |
| RAID# class=32026.02 | 0.938 | — | 96 | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 0.933 | 0.964 | — | |
| OneNIP# class=32026.02 | 0.932 | — | 96.5 | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 0.905 | 0.775 | — | |
| GenCLIPZero-shot=true2025.04 | 0.9 | — | 96.9 | |
| AnomalyCLIPZero-shot=true2025.04 | 0.883 | — | 87.3 | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 0.878 | 0.881 | — | |
| AdaCLIPStandard setting=true2025.04 | 0.838 | — | 89.5 | |
| WinCLIPZero-shot=true2025.04 | 0.682 | — | 70.9 | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 0.675 | 0.809 | — | |
| CoOpZero-shot=true2025.04 | 0.668 | — | 77.4 | |
| CLIPZero-shot=true2025.04 | 0.345 | — | 52.5 |