Hi @ptrblck,
I did some debugging in the validation codes and corrected the running_loss line which should start before validation epoch iteration.
Now the loss looks like the following based on 100 patches/image. (1600 train and 200 valid)

What do you think about it?
Is it overfitting as the training loss is lower than the validation loss? But how to define lower?