ebgan

by buriburisuri

buriburisuri / ebgan

A tensorflow implementation of Junbo et al's Energy-based generative adversarial network ( EBGAN ) p...

207 Stars 46 Forks Last release: Not found MIT License 11 Commits 0 Releases

Available items

No Items, yet!

The developer of this repository has not created any items for sale yet. Need a bug fixed? Help with integration? A different license? Create a request here:

EBGAN

A tensorflow implementation of Junbo et al's Energy-based generative adversarial network ( EBGAN ) paper. ( See : https://arxiv.org/pdf/1609.03126v2.pdf ) My implementation is somewhat different from original papers, for example I've used convolution layers in both generator and discriminator instead of fully connected layers. I think this isn't important and will not make a big difference in the final result.

Version

Current Version : 0.0.0.2

Dependencies ( VERSION MUST BE MATCHED EXACTLY! )

  1. tensorflow == 1.0.0
  2. sugartensor == 1.0.0.2

Training the network

Execute


python mnistebgantrain.py
to train the network. You can see the result ckpt files and log files in the 'asset/train' directory. Launch tensorboard --logdir asset/train/log to monitor training process.

Generating image

Execute


python mnistebgangenerate.py
to generate sample image. The 'sample.png' file will be generated in the 'asset/train' directory.

Generated image sample

This image was generated by EBGAN network.

Other resources

  1. Original GAN tensorflow implementation
  2. InfoGAN tensorflow implementation
  3. Supervised InfoGAN tensorflow implementation

Authors

Namju Kim ([email protected]) at Jamonglabs Co., Ltd.

We use cookies. If you continue to browse the site, you agree to the use of cookies. For more information on our use of cookies please see our Privacy Policy.