They are not 'overfit' unless they are exactly the same and they cannot generalize. But you can see the wide variety of high quality faces which are not copied

They are not 'overfit' unless they are exactly the same and they cannot generalize. But you can see the wide variety of high quality faces which are not copied from the dataset and that the interpolations are fine: https://twitter.com/arfafax/status/1258344026706599937 https://twitter.com/arfafax/status/1258344026706599937 Generating a recognizable character is no more 'overfit' than a painter being able to paint George Washington means their brain is 'overfit'. If those characters are part of the data distribution, as they are, then the GAN can and should generate them and countless variants on them.