| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | MPDD | Clean AUROC0.996 | 62 | |
| Anomaly Localization | MPDD (test) | Pixel AUROC0.9935 | 60 | |
| Anomaly Detection | MPDD (test) | Image-level AU-ROC100 | 54 | |
| Anomaly Segmentation | MPDD | AUROC0.983 | 31 | |
| Anomaly Localization | MPDD 1.0 (test) | Pixel AUROC99.35 | 29 | |
| Anomaly Detection | MPDD 1.0 (test) | Image AUROC100 | 29 | |
| Anomaly Detection | MPDD | AUROC96.3 | 18 | |
| Anomaly Localization | MPDD | Average P-AUC99.2 | 16 | |
| Anomaly Localization | MPDD | AUROC97.8 | 12 | |
| Pixel-level Anomaly Detection | MPDD | AUROC99 | 12 | |
| Image-level Anomaly Detection | MPDD | AUROC95.8 | 12 | |
| Anomaly Detection and Localization | MPDD | P-AUROC98.8 | 12 | |
| Anomaly Localization | MPDD | AUROC0.989 | 10 | |
| Anomaly Detection | MPDD | Pixel AUROC96.7 | 10 | |
| Anomaly Detection | MPDD few-shot | Image AUROC87.2 | 9 | |
| Anomaly Detection and Localization | MPDD 60 (test) | Image AUROC96.2 | 8 | |
| Anomaly Classification | MPDD (test) | I-AUROC81.8 | 7 | |
| Anomaly Classification | MPDD | Image AUC77.8 | 7 | |
| Anomaly Localization | MPDD | Pixel AUROC98.2 | 7 | |
| Anomaly Localization | MPDD (test) | Bracket Black99.4 | 6 | |
| Anomaly Detection | MPDD 29 | ROC Index0.634 | 4 | |
| Relation Extraction | MPDD | Accuracy46.7 | 4 | |
| Anomaly Detection | MPDD k=8 (test) | Bracket Black Score69.7 | 3 | |
| Anomaly Detection | MPDD k=4 (test) | AUC (bracket black)63.8 | 3 | |
| Anomaly Detection | MPDD k=2 (test) | Bracket Black63.3 | 3 |