There seems to be plenty of less-than-pleasant outputs from this net. I had a couple of strange ones when I landed: [1][2]. If those were generated with GAN, the adversarial network could really use another training pass with examples like this (and if GANs are not used, there could be a simple network filtering the first net's output).