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A PyTorch implementation of Auxiliary Classifier GAN to generate CIFAR10 images.

ACGAN_cifar10

A PyTorch implementation of Auxiliary Classifier GAN to generate CIFAR10 images.

Literature survey

  • The orginal ACGAN paper - [https://arxiv.org/abs/1610.09585]
  • Code heavily inspired by dcgan pytorch repo.
  • A lot of tuning and hacks borrowed from this awesome repo.

Results

After training for 50 epochs with batch size 100, following are the results of some of the classes.

  • horses images/horses_gen.png

  • cars images/gen_cars.png

  • Frogs images/frogs_gen.png

  • trucks images/trucks_gen.png