Anomaly Localization on DTD
99.4AUROCAnomalyVFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnomalyVFMsetting=zero-shot2026.01 | 99.4 | — | 66.5 | |
| Tipsomalyzero-shot=true2026.02 | 99.3 | 96 | 70.3 | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 99.3 | 86.7 | — | |
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 99.2 | 83.8 | — | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 98.7 | 64.9 | — | |
| AF-CLIPZero-shot=true2026.03 | 98.6 | 93.8 | — | |
| AdaCLIPZero-shot=true2026.03 | 98.5 | 72.9 | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 98.4 | — | 65.2 | |
| FAPromptZero-shot=true2026.03 | 98.3 | 93.3 | — | |
| FB-CLIPZero-shot=true2026.03 | 98.3 | 92.6 | — | |
| FAPromptsetting=zero-shot2026.01 | 98.1 | — | 61.9 | |
| AnomalyCLIPzero-shot=true2026.02 | 97.9 | 92.3 | 62.2 | |
| AdaCLIPzero-shot=true2026.02 | 97.9 | 72.9 | 71.6 | |
| SAAsetting=zero-shot2026.01 | 97.9 | — | 71.6 | |
| WinCLIPsetting=zero-shot2026.01 | 97.9 | — | 71.6 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 97.9 | — | 62.2 | |
| AdaCLIPsetting=zero-shot2026.01 | 97.9 | — | 71.6 | |
| AnomalyCLIPZero-shot=true2026.03 | 97.9 | 92.3 | — | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 97.8 | 68.5 | — | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 97.8 | 78.2 | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 97.7 | 75.2 | — | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 96.8 | 49.3 | — | |
| AA-CLIPZero-shot=true2026.03 | 96.4 | 85.9 | — | |
| AACLIPsetting=zero-shot2026.01 | 95.8 | — | 59.6 | |
| VANDzero-shot=true2026.02 | 95.3 | 86.9 | 72.7 | |
| VANDZero-shot=true2026.03 | 95.3 | 86.9 | — | |
| WinCLIPZero-shot=true2026.03 | 83.9 | 57.8 | — |