| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | VisA | AUROC99.6 | 199 | |
| Anomaly Localization | VisA | P-AUROC0.994 | 119 | |
| Anomaly Detection | VisA (test) | I-AUROC99.5 | 91 | |
| Anomaly Localization | VisA | AUROC (Unified)99.7 | 52 | |
| Anomaly Detection | VisA | AUROC (Unified)99.7 | 52 | |
| Anomaly Segmentation | VisA (test) | P-AUROC98.9 | 51 | |
| Anomaly Localization | VisA (test) | P-AUROC99.1 | 37 | |
| Anomaly Localization | VisA | PCB199.9 | 35 | |
| Anomaly Classification | VisA 1.0 (test) | AUROC (cls)92.6 | 34 | |
| Anomaly Segmentation | VisA 1.0 (test) | AUROC-segm97.2 | 34 | |
| Pixel-level Anomaly Detection | VisA | AUROC98.5 | 30 | |
| Image-level Anomaly Detection | VisA | AUC95.8 | 26 | |
| Anomaly Localization | VisA | AUROC99 | 23 | |
| Anomaly Segmentation | VisA | AUROC98.68 | 23 | |
| Anomaly Localization | VisA Few-shot | AUROC98.1 | 21 | |
| Anomaly Detection | VisA Few-shot | AUROC93 | 21 | |
| Anomaly Classification | VisA (test) | AUROC (cls)94.7 | 20 | |
| Image-level Anomaly Detection | VisA (test) | AUROC89.2 | 19 | |
| Defect Classification | VisA | Accuracy97.7 | 19 | |
| Anomaly Detection and Localization | VisA (test) | I-AUROC98.8 | 18 | |
| Anomaly Localization | VisA | Pixel AUROC97.5 | 18 | |
| Anomaly Localization | VisA | AUROC99 | 13 | |
| Anomaly Classification | VisA | Image AUC98.9 | 12 | |
| Pixel-level Anomaly Detection | VisA (test) | AUROC97.5 | 11 | |
| Anomaly Detection | VisA 10% training contamination (test) | Average Image-level AUROC0.91 | 11 |