CalvinBackup/awesome-gans-and-deepfakes
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added stargan, wgan, wgan-gp

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kanxx030
2020-11-06 00:17:23 -06:00
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@@ -8,6 +8,8 @@ Tl;dr GANs contain two networks: a generator and a discriminator. The generator
### Unconditional GANs
+ Vanilla GAN: Generative Adversarial Networks, [[paper]](https://arxiv.org/abs/1406.2661), [[github]](https://github.com/eriklindernoren/PyTorch-GAN/tree/master/implementations/gan)
+ DCGAN: Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks, [[paper]](https://arxiv.org/abs/1511.06434), [[github]](https://github.com/carpedm20/DCGAN-tensorflow)
+ WGAN: Wasserstein GAN, [[paper]](https://arxiv.org/abs/1701.07875), [[github]](https://github.com/martinarjovsky/WassersteinGAN)
+ WGAN-GP: Improved Training of Wasserstein GANs, [[paper]](https://arxiv.org/pdf/1704.00028.pdf), [[github]](https://github.com/caogang/wgan-gp)
### Conditional GANs
+ CGAN: Conditional Generative Adversarial Nets, [[paper]](https://arxiv.org/abs/1411.1784), [[github]](https://github.com/eriklindernoren/PyTorch-GAN/blob/master/implementations/cgan/cgan.py)
@@ -15,6 +17,7 @@ Tl;dr GANs contain two networks: a generator and a discriminator. The generator
### Image-to-Image Translation
+ CycleGAN: Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks, [[paper]](https://arxiv.org/abs/1703.10593), [[github]](https://github.com/junyanz/CycleGAN)
+ StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation, [[paper]](https://arxiv.org/abs/1711.09020), [[github]](https://github.com/yunjey/stargan)
## Applications using GANs