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CoGAN-tensorfow is generating nothing but noise on other dataset

Open ArghyaPal opened this issue 6 years ago • 1 comments

Hi, Thank you for this neat and clean code of CoGAN. I have one comment:

The architecture you have given is giving very good results on MNIST dataset. But, generating nothing but noise on other datasets like: CIFAR 10, Fashion MNIST, LSUN and SVHN.

I will be very much obliged if you share with me necessary hacks to get good results on those datasets too.

With Best Regards, Arghya Pal.

ArghyaPal avatar Sep 17 '17 05:09 ArghyaPal

Hi @ArghyaPal , directly changes to other dataset might lead to unexpected results. There are some factors that you might have to take care

  • different image size -> different configuration of the generator (e.g. Checkerboard Artifacts in Deconvolution layer)
  • different complexity of the dataset (e.g. MNIST -> Fashion MNIST) -> might need different number of gradient updates for G and D

Welcomed for any pull request 😄

andrewliao11 avatar Sep 17 '17 12:09 andrewliao11