Table 3.
Hyperparameter Search Space for RimNet: An InceptionV3/LinkNet Architecture, Binary Cross-Entropy Loss Function, Learning Rate of 10−3, and Adam Optimizer Were Selected, RimIoU was the Optimized Metric
Hyperparameters | |
---|---|
Encoders | MobileNetV2, ResNet34, EfficientnetB0, InceptionV3, ResNet101, VGG16, ResNet50 |
Decoders | U-Net, FPN, LinkNet, PSPnet |
Loss function | Binary_Crossentropy, Binary_Focal_Los |
Learning rate | 10−3, 10−4, 10−5, 10−6 |
Optimizer | Adam, SGD |
RimIoU = rim intersection over union; RimNet = rim segmentation model.