Anomaly Detection on KSDD
0.984AUROCInCTRL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| InCTRLShots=82025.02 | 0.984 | 0.927 | — | — | |
| InCTRLShots=42025.02 | 0.978 | 0.924 | — | — | |
| Anomaly PersonalizationShots=42025.02 | 0.978 | 0.924 | — | — | |
| WinCLIPShots=82025.02 | 0.978 | 0.925 | — | — | |
| Anomaly PersonalizationShots=82025.02 | 0.978 | 0.924 | — | — | |
| Tipsomalyzero-shot=true2026.02 | 0.978 | — | 0.947 | 0.901 | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 0.978 | 0.95 | — | — | |
| Anomaly PersonalizationShots=22025.02 | 0.975 | 0.924 | — | — | |
| WinCLIPShots=42025.02 | 0.975 | 0.924 | — | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 0.973 | 0.913 | — | — | |
| WinCLIPShots=22025.02 | 0.972 | 0.917 | — | — | |
| AdaCLIPzero-shot=true2026.02 | 0.971 | — | 0.896 | 0.907 | |
| AdaCLIPsetting=zero-shot2026.01 | 0.971 | — | — | 90.7 | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 0.97 | 0.917 | — | — | |
| InCTRLShots=22025.02 | 0.968 | 0.916 | — | — | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 0.967 | 0.865 | — | — | |
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 0.953 | 0.717 | — | — | |
| CoOpShots=42025.02 | 0.943 | 0.868 | — | — | |
| CoOpShots=22025.02 | 0.942 | 0.865 | — | — | |
| CoOpShots=82025.02 | 0.941 | 0.865 | — | — | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 0.94 | 0.849 | — | — | |
| WinCLIPsetting=zero-shot2026.01 | 0.933 | — | — | 79 | |
| PaDiMShots=82025.02 | 0.925 | 0.708 | — | — | |
| AnomalyVFMsetting=zero-shot2026.01 | 0.925 | — | — | 69.7 | |
| PaDiMShots=42025.02 | 0.923 | 0.703 | — | — | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 0.916 | 0.846 | — | — | |
| PaDiMShots=22025.02 | 0.902 | 0.676 | — | — | |
| RegADShots=42025.02 | 0.902 | 0.594 | — | — | |
| RegADShots=82025.02 | 0.899 | 0.578 | — | — | |
| RegADShots=22025.02 | 0.897 | 0.543 | — | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 0.882 | — | — | 56 | |
| AnomalyCLIPzero-shot=true2026.02 | 0.847 | — | 0.8 | 0.827 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 0.845 | — | — | 71.1 | |
| FAPromptsetting=zero-shot2026.01 | 0.813 | — | — | 71.1 | |
| VANDzero-shot=true2026.02 | 0.798 | — | 0.714 | 0.852 | |
| AACLIPsetting=zero-shot2026.01 | 0.693 | — | — | 57.1 | |
| SAAsetting=zero-shot2026.01 | 0.686 | — | — | 37.6 | |
| PatchcoreShots=82025.02 | 0.594 | 0.246 | — | — | |
| PatchcoreShots=42025.02 | 0.525 | 0.176 | — | — | |
| PatchcoreShots=22025.02 | 0.499 | 0.173 | — | — |