Anomaly Detection and Localization on VisA (I-AUC, P-AUC, P-AP, PRO)
98.9I-AUCDinomaly
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Dinomalylogical_anomaly_specific=false2026.06 | 98.9 | 99.3 | 57.7 | 94.8 | |
| LogiCological_anomaly_specific=true, backbone=DINOv3 ViT-B/162026.06 | 98.5 | 99.3 | 60.1 | 93.7 | |
| INP-Formerlogical_anomaly_specific=false2026.06 | 98.4 | 98.7 | 49.2 | 93.9 | |
| AnomalyMoElogical_anomaly_specific=true2026.06 | 98.1 | 99 | 54.6 | 94.9 | |
| UniNetlogical_anomaly_specific=false2026.06 | 97.9 | 98.7 | 45.6 | 93 | |
| SALADlogical_anomaly_specific=true2026.06 | 97.4 | 97.4 | 32.7 | 75.7 | |
| PatchCorelogical_anomaly_specific=false2026.06 | 94.9 | 98.5 | 48 | 91 | |
| CSADlogical_anomaly_specific=true2026.06 | 90.6 | 97 | 31.1 | 73.7 | |
| GLCFlogical_anomaly_specific=true2026.06 | 87.1 | 96.1 | 28.5 | 73.2 |