| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Pixel-level Anomaly Detection | MVTec | Pixel AUROC99.7 | 127 | |
| Anomaly Generation | MVTec 1 (test) | Image Similarity (IS)2.54 | 112 | |
| OOD detection | MVTec Metal Nut Dissimilar | AUROC0.7966 | 90 | |
| OOD Detection | MVTec Pill (Dissimilar) | AUROC86.15 | 90 | |
| OOD Detection | MVTec Pill (Similar) | AUROC93.33 | 90 | |
| Anomaly Localization | MVTec | AUC99.6 | 70 | |
| Anomaly Detection | MVTec | AUROC99.6 | 65 | |
| Anomaly Localization | MVTec (test) | avg AUROC98.6 | 32 | |
| OOD detection | MVTec Metal Nut - Similar artifacts | AUROC (%)85.11 | 30 | |
| OOD Detection | MVTec Metal Nut (Similar) | AUROC78.3 | 30 | |
| OOD detection | MVTec Metal Nut - Similar artifacts (test) | AUROC85.23 | 30 | |
| Image-level Anomaly Detection | Mvtec LOCO AD | AUROC (Logical)86 | 26 | |
| Anomaly Segmentation | MVTec | AUROC0.9771 | 22 | |
| Image-level Anomaly Detection | MVTec | Average ROCAUC97.6 | 20 | |
| Anomaly Detection | MVTec (test) | Image-level AUROC95.3 | 18 | |
| Anomaly Detection and Localization | MVTec3D-RGB | Image AUROC87.1 | 16 | |
| Anomaly Detection | MVTec anomaly detection (test) | AUC (object)99.3 | 15 | |
| Anomaly Localization | MVTec 4 (test) | AUROC0.9862 | 14 | |
| Interactive Segmentation | MVTec | NoC@9010.56 | 13 | |
| Image-level Anomaly Detection | MVTec SL (test) | Sensitivity (S)99.8 | 11 | |
| Out-of-Distribution Detection | MVTec Aggregate | Delta(S-D)20.64 | 10 | |
| Out-of-Distribution Detection | MVTec Metal Nut | AUROC Similar78.3 | 10 | |
| Image-level Anomaly Detection | MVTec (test) | AUROC99.6 | 10 | |
| Continual Anomaly Detection | MVTec 10 - 1 x 5 with 5 Steps AD (test) | Image-level A-AUROC0.949 | 10 | |
| Continual Anomaly Detection | MVTec 3 x 5 with 5 Steps AD (test) | Image-level A-AUROC89.1 | 10 |