Table 2.
ResNet34 | ResNeXt50 | InceptionV3 | EfficientNetB2 | Proposed | ||
---|---|---|---|---|---|---|
Stroma | Dice coefficient | 0.935 | 0.949 | 0.947 | 0.949 | 0.956 |
IoU | 0.878 | 0.903 | 0.900 | 0.903 | 0.916 | |
Hausdorff (mm) | 17.7 | 16.9 | 16.6 | 17.2 | 15.8 | |
Benign | Dice coefficient | 0.624 | 0.775 | 0.705 | 0.778 | 0.802 |
IoU | 0.453 | 0.633 | 0.544 | 0.638 | 0.670 | |
Hausdorff (mm) | 17.4 | 16.9 | 16.4 | 17.3 | 16.2 | |
Cancer | Dice coefficient | 0.848 | 0.892 | 0.879 | 0.905 | 0.914 |
IoU | 0.736 | 0.805 | 0.785 | 0.827 | 0.843 | |
Hausdorff (mm) | 17.5 | 16.9 | 16.3 | 16.9 | 15.9 | |
Average | Dice coefficient | 0.802 | 0.872 | 0.843 | 0.877 | 0.891 |
IoU | 0.689 | 0.780 | 0.743 | 0.789 | 0.811 | |
Hausdorff (mm) | 17.5 | 16.9 | 16.4 | 17.1 | 15.9 |