TripleGAN-Tensorflow

Simple Tensorflow implementation of Triple Generative Adversarial Nets(Triple-GAN)

If you want to see the original author's code, please refer to this link

Issue

• I am now modifying the weight normalization (If you know how to implement with tensorflow, let me know)

Usage

> python main.py --n 4000 --epoch 1000 --batch_size 20 --unlabel_batch_size 250 --z_dim 100

• See main.py for other arguments.

Idea

Network Architecture

Algorithm

Result

Classification result

Convergence speed on SVHN

My result (Cifar10, 4000 labelled image)

Loss

Classification accuracy

Generated Image (Other images are in assests)

Automobile

Related works

• CycleGAN
• DiscoGAN

Reference

• tensorflow-generative-model-collections

Author

Junho Kim