question about  the fully-connected layer

Hello, I have read this paper.
I'd like to use this network to process images much larger than 128X128 and the fully-connected layers (FC) will limit the dimension of input,so I wonder that what if you drop that two FC layers in Generator?
If you have conducted such experiments, could you please share the results to me. Thanks