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Generative Adversarial Nets

GANs in TensorFlow
This repo attempts to reporduce the amazing work GANs(Goodfellow I J, Pougetabadie J, Mirza M, et al. Generative Adversarial Nets[J]. Advances in Neural Information Processing Systems, 2014, 3:2672-2680.)

GAN

How to

setup TensorFlow 1.0 environment, and run the following command.

MNIST

python main.py --dataset=MNIST [--use_gpu=1]

CIFAR

python main.py --dataset=CIFAR

Results

MNIST

MNIST
Iteration 0 to 10000

To do

  • MNIST dataset experiment
  • cifar-10 dataset experiment

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An implementation of GAN using tensorflow.

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