Sorry for the late reply, nope its just a wild idea. For now, I am generating [1, 48, 64]. I would try to tweak up to [1, 48, 84]. Your idea seems nice, however what I want is a [1, 48, 84] output from the generator not a [1, 48, 84] input. Or are you referring to the discriminator?