Anomaly Localization on MPDD (AUROC, AUPRO, F1-max)
97.8AUROCBayes-PFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Bayes-PFLsetting=zero-shot2026.01 | 97.8 | — | 35 | |
| AnomalyVFMsetting=zero-shot2026.01 | 97 | — | 38.1 | |
| AACLIPsetting=zero-shot2026.01 | 96.7 | — | 30 | |
| AnomalyCLIPzero-shot=true2026.02 | 96.5 | 88.7 | 34.2 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 96.5 | — | 34.2 | |
| AdaCLIPzero-shot=true2026.02 | 96.1 | 62.8 | 34.9 | |
| WinCLIPsetting=zero-shot2026.01 | 96.1 | — | 34.9 | |
| AdaCLIPsetting=zero-shot2026.01 | 96.1 | — | 32.8 | |
| Tipsomalyzero-shot=true2026.02 | 95.9 | 86.5 | 36.1 | |
| FAPromptsetting=zero-shot2026.01 | 95.5 | — | 31.9 | |
| VANDzero-shot=true2026.02 | 94.1 | 83.2 | 30.6 | |
| SAAsetting=zero-shot2026.01 | 81.7 | — | 18.9 |