Table 9 Model performance comparison on BRATS 2020.
Model | Loss | Accuracy | Mean IoU | Precision | Sensitivity | Specificity | Dice Score | Dice Score (Necrotic) |
|---|---|---|---|---|---|---|---|---|
MM-MSCA-AF | 0.1065 | 0.9968 | 0.8589 | 0.8589 | 0.9349 | 0.9650 | 0.8158 | 0.7982 |
HCA41 | 0.2301 | 0.9922 | 0.845 | 0.840 | 0.920 | 0.960 | 0.801 | 0.7828 |
nnU-Net23 | 0.015 | 0.9960 | 0.850 | 0.850 | 0.930 | 0.963 | 0.810 | 0.7950 |
UNet++26 | 0.120 | 0.9957 | 0.848 | 0.845 | 0.935 | 0.961 | 0.808 | 0.7900 |
SegNet44 | 0.130 | 0.9945 | 0.840 | 0.860 | 0.915 | 0.958 | 0.800 | 0.7750 |
Attention U-Net43 | 0.118 | 0.9958 | 0.847 | 0.842 | 0.929 | 0.962 | 0.807 | 0.7880 |