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2014-2019_GAN_Face_Generation.jpg
2014-2019_GAN_Face_Generation.jpg
 
 
2014-2019_GAN_Map.png
2014-2019_GAN_Map.png
 
 
README.md
README.md
 
 

README.md

History of Generative Adversarial Networks

We’ll traverse it one step at a time. Let the journey begin.

  1. GAN: Generative Adversarial Networks
  2. DCGAN: Deep Convolutional Generative Adversarial Network
  3. CGAN: Conditional Generative Adversarial Network
  4. CycleGAN
  5. CoGAN: Coupled Generative Adversarial Networks
  6. ProGAN: Progressive growing of Generative Adversarial Networks
  7. WGAN: Wasserstein Generative Adversarial Networks
  8. SAGAN: Self-Attention Generative Adversarial Networks
  9. BigGAN: Big Generative Adversarial Networks
  10. StyleGAN: Style-based Generative Adversarial Networks

2014-2019 years of GAN progress on face generation

2014-2019 Generative Adversarial Networks - The Story So Far

2014-2019 GAN 的前世今生

4.5 years of GAN progress on face generation.

Papers corresponding to the figure above 上图对应的论文

  1. https://arxiv.org/abs/1406.2661
  2. https://arxiv.org/abs/1511.06434
  3. https://arxiv.org/abs/1606.07536
  4. https://arxiv.org/abs/1710.10196
  5. https://arxiv.org/abs/1812.04948

一文看懂GAN演进图谱

先放一张GAN家族主要模型的概要图有一个大致的概念。左边部分主要是改进模型解决实际的图片转换，文本转图像，生成图片，视频转换等实际问题；右边部分呢则是主要解决GAN框架本身存在的一些问题。阅读一文看懂GAN演进图谱了解更多。