I've seen GANs that do things like convert an image to a painting or this GAN here https://make.girls.moe/#/ that takes in a set of characteristics and generates a waifu with those characteristics.

My understanding of a GAN is that the generator upsamples random noise and the discriminator detects if an image is within the real or fake. So if the generator say, generates a waifu with the wrong hair color, how would the discriminator know?


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