DiscoGAN in Tensorflow

Tensorflow implementation of Learning to Discover Cross-Domain Relations with Generative Adversarial Networks

Requirements

• Tensorflow 1.0.1
• Python 3.5.2
• Pillow
• wget

Download code

git clone https://github.com/GunhoChoi/DiscoGAN_TF.git
cd DiscoGAN_TF

Download Image

python3 down_resize_crop.py

Train Model

python3 DiscoGAN.py

Result

under training..

Insight

In order to get better results, the generator needs to be smarter than discriminator. Also, greater latent size of generator is required in order to get better generated images.

Links

• Official PyTorch implementation (https://github.com/SKTBrain/DiscoGAN)
• Carpedm20's PyTorch implementation (https://github.com/carpedm20/DiscoGAN-pytorch)