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This repository implements all kinds of GAN-models based on tensorflow2.0 keras API including GAN, CGAN, WGAN, WGAN_GP, VAE, CVAE, LSGAN, infoGAN, EBGAN, BEGAN, ACGAN

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markemus/GANs-collections-tf2.0_keras-eager_mode

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ACGAN.py

ACGAN.py

 
 

BEGAN.py

BEGAN.py

 
 

CGAN.py

CGAN.py

 
 

CVAE.py

CVAE.py

 
 

EBGAN.py

EBGAN.py

 
 

GAN.py

GAN.py

 
 

LSGAN.py

LSGAN.py

 
 

README.md

README.md

 
 

VAE.py

VAE.py

 
 

WGAN.py

WGAN.py

 
 

WGAN_GP.py

WGAN_GP.py

 
 

infoGAN.py

infoGAN.py

 
 

ops.py

ops.py

 
 

utils.py

utils.py

 
 

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Description

This repository implements all kinds of GAN-models based on tensorflow2.0 keras API and in eager mode. The code was only validated on windows platform and just cpu mode.

How to use

Install tensorflow2.0-aplha version. Anaconda virtual enviroment is recommended. To support GPU mode,please refer to this(I haven't validated on GPU beacuse have no GPU to use).

TODO

  • To implement ACGAN, EBGAN, BEGAN, etc.
  • Support GPU run.

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This repository implements all kinds of GAN-models based on tensorflow2.0 keras API including GAN, CGAN, WGAN, WGAN_GP, VAE, CVAE, LSGAN, infoGAN, EBGAN, BEGAN, ACGAN

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  • Python 100.0%