| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Localization | MVTec-AD | Pixel AUROC99.7 | 369 | |
| Anomaly Detection | MVTec-AD (test) | I-AUROC99.8 | 226 | |
| Anomaly Localization | MVTec-AD (test) | Pixel AUROC100 | 181 | |
| Anomaly Detection | MVTec-AD (test) | P-AUROC99.9 | 132 | |
| Anomaly Segmentation | MVTec AD (test) | AUROC (Pixel)98.6 | 85 | |
| Anomaly Detection | MVTec AD | Overall AUROC99.8 | 83 | |
| Image-level Anomaly Detection | MVTec AD (test) | Overall AUROC99.7 | 68 | |
| Anomaly Detection | MVTec AD 1.0 (test) | Image AUROC100 | 57 | |
| Anomaly Classification | MVTec AD (test) | AUROC (Image)99.6 | 50 | |
| Anomaly Localization | MVTec AD 1.0 (test) | AUROC (Pixel)99.6 | 47 | |
| Anomaly Detection | MVTec AD | AUROC (Image-level)99.72 | 45 | |
| Anomaly Detection | MVTec-AD | I-AUROC99.8 | 43 | |
| Anomaly Detection | MVTec AD | Carpet AUROC100 | 40 | |
| Anomaly Detection | MVTec AD | AUROC95.3 | 35 | |
| Anomaly Detection | MVTec AD | AUROC0.996 | 33 | |
| Anomaly Segmentation | MVTec AD | AUROC (Pixelwise)0.9906 | 33 | |
| Image Anomaly Detection | MVTec AD | Carpet I-AUROC100 | 32 | |
| Anomaly Detection | MVTec AD | P-AUROC0.993 | 32 | |
| Anomaly Localization | MVTec AD few-shot | AUROC97.6 | 30 | |
| Anomaly Detection | MVTec AD few-shot | AUROC97 | 30 | |
| Image-level Anomaly Detection | MVTec AD | AUROC98.8 | 28 | |
| Defect Detection | MVTec-AD | AUROC97.23 | 28 | |
| Anomaly Detection | MVTec AD Full Few-shot | I-AUROC0.992 | 25 | |
| Anomaly Detection | MVTec-AD | I-AUROC0.969 | 21 | |
| Anomaly Detection | MVTec-AD | AUROC (Image)96.3 | 21 |