GAN_Review

A Survey and Taxonomy of the Recent GANs Development Please cite our recent review paper “XXX”

We have classified the two GAN-variants research lines based on recent GAN developments, below we provide a summary and the demo code of these models.

Architecture-variant GANs

LAPGAN:
https://github.com/jimfleming/LAPGAN (TensorFlow) https://github.com/AaronYALai/Generative_Adversarial_Networks_PyTorch (PyTorch)

DCGAN:
https://github.com/carpedm20/DCGAN-tensorflow (TensorFlow)
https://github.com/last-one/DCGAN-Pytorch (PyTorch)

BEGAN:
https://github.com/carpedm20/BEGAN-tensorflow (TensorFlow)
https://github.com/anantzoid/BEGAN-pytorch (PyTorch)

PROGAN:
https://github.com/tkarras/progressive_growing_of_gans (TensorFlow)
https://github.com/nashory/pggan-pytorch (PyTorch)

SAGAN:
https://github.com/brain-research/self-attention-gan (TensorFlow)
https://github.com/heykeetae/Self-Attention-GAN (PyTorch)

BigGAN:
https://github.com/taki0112/BigGAN-Tensorflow (TensorFlow)
https://github.com/ajbrock/BigGAN-PyTorch (PyTorch)

Loss-variant GANs

WGAN:
https://github.com/ChengBinJin/WGAN-TensorFlow (TensorFlow)
https://github.com/Zeleni9/pytorch-wgan (PyTorch)

WGAN-GP:
https://github.com/changwoolee/WGAN-GP-tensorflow (TensorFlow)
https://github.com/caogang/wgan-gp (PyTorch)

LSGAN:
https://github.com/xudonmao/LSGAN (TensorFlow)
https://github.com/meliketoy/LSGAN.pytorch (PyTorch)

f-GAN:
https://github.com/LynnHo/f-GAN-Tensorflow (TensorFlow)

UGAN:
https://github.com/gokul-uf/TF-Unrolled-GAN (TensorFlow)
https://github.com/andrewliao11/unrolled-gans (PyTorch)

LS-GAN:
https://github.com/maple-research-lab/lsgan-gp-alt (TensorFlow)
https://github.com/maple-research-lab/glsgan-gp (PyTorch)

MRGAN:
https://github.com/wiseodd/generative-models/tree/master/GAN/mode_regularized_gan (TensorFlow and PyTorch)

Geometric GAN:
https://github.com/lim0606/pytorch-geometric-gan (PyTorch)

RGAN:
https://github.com/AlexiaJM/RelativisticGAN (TensorFlow and PyTorch)

SN-GAN:
https://github.com/taki0112/Spectral_Normalization-Tensorflow (TensorFlow) https://github.com/christiancosgrove/pytorch-spectral-normalization-gan (PyTorch)