| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image-level Anomaly Detection | DAGM | AUROC99.7 | 28 | |
| Anomaly Segmentation | DAGM | AUROC99.4 | 27 | |
| Anomaly Detection | DAGM | Average Score100 | 14 | |
| Anomaly Localization | DAGM | AUROC99.4 | 12 | |
| Pixel-level Anomaly Detection | DAGM | AUROC97.3 | 12 | |
| Anomaly Detection | DAGM | AUROC99.6 | 8 | |
| Anomaly Detection and Localization | DAGM 59 (test) | Image AUROC99.6 | 8 | |
| Defect localization | DAGM MNIST digit 3 (Unseen Defect) | mAP0.903 | 8 | |
| Defect localization | DAGM Defect | mAP69.9 | 8 | |
| Defect surface detection | DAGM MNIST digit 3 (Unseen Defect) | mAUC96.7 | 8 | |
| Defect surface detection | DAGM Defect | mAUC90.1 | 8 | |
| Surface Anomaly Detection | DAGM (test) | AUROC100 | 8 | |
| Anomaly Classification | DAGM (test) | I-AUROC98.4 | 7 | |
| Anomaly Classification | DAGM | Image-AUC97.5 | 7 | |
| Anomaly Detection and Localization | DAGM | Image Score (I)98.2 | 7 | |
| Pixel-level Anomaly Localization | DAGM | AUROC99.4 | 6 | |
| Anomaly Segmentation | DAGM (test) | AUROC95.6 | 6 | |
| Anomaly Detection | DAGM (test) | AUROC0.975 | 6 | |
| Anomaly Localization | DAGM annotated mean 2007 | AUROC (Pixel-level)0.963 | 5 | |
| Anomaly Detection | DAGM annotated mean 2007 | AUROC (Class-level)89.5 | 5 | |
| Anomaly Localization | DAGM annotated class 9 2007 | AUROC (Pixel-level)0.996 | 5 | |
| Anomaly Detection | DAGM2007 annotated class 9 | AUROC (Class-level)0.947 | 5 | |
| Anomaly Localization | DAGM2007 annotated class 7 | AUROC (Pixel-level)99.2 | 5 | |
| Anomaly Detection | DAGM annotated class 7 2007 | AUROC (Class-level)0.985 | 5 | |
| Anomaly Localization | DAGM class 2 (annotated) 2007 | AUROC (Pixel)99.3 | 5 |