Table 5. Effect of data augmentation on the four best-performing CNN models.
Method | DSC difference |
---|---|
U-Net-ResNet34 | +0.754 |
U-Net-MobileNet | +0.051 |
LinkNet-ResNet34 | +0.742 |
LinkNet-MobileNet | +0.054 |
Figures indicate the average DSC difference to the baseline (training without data augmentation). CNN, convolutional neural networks; DSC, Sørensen-Dice coefficient.