As a photographer what started throwing me off was back focus issues in the synthetic images. I assume if anything the GAN would generate an image that was uniformly sharp, but I kept seeing images where the focus was just past the subject's eyes, more around the ears and hairline. Just like a real autofocus system might lock onto shirt fabric or something.