Anomaly Localization on KSDD
99.5AUROCTipsomaly
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Tipsomalyzero-shot=true2026.02 | 99.5 | 97.9 | 58.4 | |
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 99.4 | 35.2 | — | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 99.3 | 44 | — | |
| AnomalyVFMsetting=zero-shot2026.01 | 99 | — | 10.1 | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 98.6 | 46.4 | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 98.1 | 42.5 | — | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 98 | 56.4 | — | |
| AdaCLIPzero-shot=true2026.02 | 97.7 | 33.8 | 54.5 | |
| WinCLIPsetting=zero-shot2026.01 | 97.7 | — | 54.5 | |
| AdaCLIPsetting=zero-shot2026.01 | 97.7 | — | 54.5 | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 97.5 | 19.1 | — | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 97.5 | 26 | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 96.5 | — | 6.6 | |
| FAPromptsetting=zero-shot2026.01 | 93.1 | — | 47.2 | |
| AnomalyCLIPzero-shot=true2026.02 | 90.6 | 67.8 | 51.3 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 90.6 | — | 42.5 | |
| AACLIPsetting=zero-shot2026.01 | 87.1 | — | 28 | |
| VANDzero-shot=true2026.02 | 79.8 | 65.1 | 56.2 | |
| SAAsetting=zero-shot2026.01 | 78.8 | — | 6.6 |