ODELIA breast MRI
Lesion classification on multi-centre breast MRI, over seven cross-validation folds (placeholder)
| Route | AUROC | Improved | fold 1 | fold 2 | fold 3 | fold 4 | fold 5 | fold 6 | fold 7 |
|---|---|---|---|---|---|---|---|---|---|
| Baseline · 3D ResNet-18 | 0.876 | 0.889 | 0.865 | 0.895 | 0.879 | 0.858 | 0.89 | 0.855 | |
| fold-ensemble | 0.902 | 6 / 7 | 0.886 | 0.897 | 0.928 | 0.907 | 0.907 | 0.907 | 0.881 |
| focal-reweight | 0.893 | 5 / 7 | 0.88 | 0.891 | 0.921 | 0.908 | 0.899 | 0.877 | 0.875 |
| multiseq-attention | 0.889 | 5 / 7 | 0.884 | 0.889 | 0.904 | 0.91 | 0.895 | 0.874 | 0.866 |
| mamba-3d | 0.884 | 4 / 7 | 0.907 | 0.871 | 0.894 | 0.867 | 0.884 | 0.884 | 0.882 |
| elastic-augment | 0.881 | 5 / 7 | 0.886 | 0.868 | 0.89 | 0.885 | 0.868 | 0.907 | 0.864 |
| vit-pretrained | 0.871 | 1 / 7 | 0.886 | 0.874 | 0.887 | 0.874 | 0.854 | 0.876 | 0.844 |