Diff of GAN

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TITLE:GAN（Generative Adversarial Network）
[[DeepLearning]] > [[GAN]]
- はじめてのGAN
--  https://elix-tech.github.io/ja/2017/02/06/gan.html

- Improved Techniques for Training GANs
--  https://arxiv.org/abs/1606.03498

- How to Train a GAN? Tips and tricks to make GANs work
--  https://github.com/soumith/ganhacks

- GAN (敵対的生成ネットワーク) チュートリアル @ NIPS 2016 まとめ　- Ian Goodfellow
--  http://englishforhackers.com/nips-2016-generative-adversarial-networks-tutorial-ian-goodfellow.html

- GANの発展の歴史を振り返る！GANの包括的なサーベイ論文の紹介(アルゴリズム編)
--  https://ai-scholar.tech/treatise/gansurvey-ai-371/

- 超解像 ([[SuperResolution]])

* モデル [#model]

- [[LAPGAN]]
- [[DCGAN]]

- [[SRGAN]] Super-Resolution
-- [[ESRGAN]]
- [[StackGAN]]
- [[SimGAN]] (Apple)
- [[StarGAN]]

- [[CartoonGAN]]
- [[AnimeGAN]]

- [[CycleGAN]]
- [[InstaGAN]]

- [[SinGAN]] (ICCV201 BestPaper)
- [[PULSE]]

* 応用 [#ra397061]

- 超解像 ([[SuperResolution]])

- 実在しない人の顔写真を無限に生成できるWebサイトが公開。ディープラーニング技術を応用
--  https://japanese.engadget.com/2019/02/17/web/
---   ThisPersonDoesNotExist.com


* その他 [#fa875836]
- Image-to-Image Translation用GAN手法のサーベイ
--   https://staff.aist.go.jp/kanezaki.asako/pdf/Image-to-Image_Translation_GAN.pdf


- 続・GANによる二次元美少女画像生成
--   [https://medium.com/@crosssceneofwindff/%E7%B6%9A-gan%E3%81%AB%E3%82%88%E3%82%8B%E4%BA%8C%E6%AC%A1%E5%85%83%E7%BE%8E%E5%B0%91%E5%A5%B3%E7%94%BB%E5%83%8F%E7%94%9F%E6%88%90-a32fbe808eb0 https://medium.com/@crosssceneofwindff/続-ganによる二次元美少女画像生成-a32fbe808eb0]

* 競合 [#rival]

- [[VAE]] (Variational Autoencoder)