| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | BrainMRI (test) | AUC-ROC0.967 | 52 | |
| Anomaly Classification | BrainMRI | AUC95.9 | 47 | |
| Anomaly Segmentation | BrainMRI | AUC0.9808 | 39 | |
| Anomaly Detection | BrainMRI | AUROC98.3 | 31 | |
| Anomaly Detection | BrainMRI | AUROC0.986 | 24 | |
| Anomaly Detection | BrainMRI | AUC0.977 | 20 | |
| Anomaly Detection | BrainMRI | AUROC96.4 | 18 | |
| Anomaly Classification | BrainMRI BraTS 2021 | AUC0.944 | 16 | |
| Anomaly Detection | BrainMRI | Img-AUC86.9 | 15 | |
| Image-level Anomaly Detection | BrainMRI | AUROC96.2 | 13 | |
| Image-level Anomaly Detection | BrainMRI | AUROC94.8 | 13 | |
| Anomaly Localization | BrainMRI | Pixel AUC98.6 | 10 | |
| Anomaly Classification | BrainMRI (test) | AUC0.97 | 10 | |
| Anomaly Detection | BrainMRI Medical (test) | AUROC89.1 | 8 | |
| Anomaly Localization | BrainMRI Medical (test) | AUROC97 | 8 | |
| Anomaly Detection | BrainMRI | AUROC95.5 | 8 | |
| Anomaly Detection | BrainMRI | I-AUROC97.4 | 7 | |
| Anomaly Detection | BrainMRI | AUPRC99.6 | 4 | |
| Anomaly Segmentation | BrainMRI (test) | AUC91.79 | 3 | |
| Regularized Kernel Estimation | BrainMRI | Eta Prime0 | 2 |