Well, if you get completely black images, then there is something fundamentally wrong. But even if it would work, you couldn’t expect so much from it regardless of the implementation, because it seems like you are trying to teach it to predict a transition pattern (even worse if its randomised). It also makes me wonder what your loss function was.

Either ways, as u/_Yeet_xoxo pointed out, you might want to give a try to gans