Machine Learning, Tutorial, Editors Pick, Image Segmentation, Medical Imaging.
that needs to be tuned is the model complexity (i.e. the training complexity imposed by size of the U-net). Thus, there is a need to train on deep U-nets (depth=4) and shallow U-nets (depth=3) with graphs as shown below. The model with fewer parameters is typically optimal for the “small data