GAN

1. List

• List of GAN Implementation: wiseodd, 설명 BLog

• List of really-awesome-gan

2. Paper

• Learning from Simulated and Unsupervised Images through Adversarial Training : Ashish Shrivastava, Apple, 216
  • the blueprint for training state-of-the-art neural nets from only synthetic and unlabelled data
  • 영문 정리 글 : SimGANs - a game changer in unsupervised learning, self driving cars, and more
• Improved Techniques for Training GANs: 논문

3. Article (Post, blog, etc.)

• 지적 대화를 위한 깊고 넓은 딥러닝 (Feat. TensorFlow): [추천]: youtube, 김태훈, PyCon APAC 2016

• TensorFlowKR_PR12모임 GAN 설명

• GAN by Example using Keras on Tensorflow Backend: Rowel Atienza, 코드포함

• On the intuition behind deep learning & GANs — towards a fundamental understanding

• GAN by Example using Keras on Tensorflow Backend

• Generative Adversarial Networks (GANs) in 50 lines of code (PyTorch)

• How do GANs intuitively work?

• Fantastic GANs and where to find them: GAN의 여러 모형들 설명

• GAN 그리고 Unsupervised Learning: 개요로 읽기 적당한글, t-robotics블로그, 테크M 투고글

• InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets: 논문, ppt정리

• 아주 간단한 GAN구현하기: 참고 GitHub, Generative Adversarial Network for approximating a 1D Gaussian distribution

• NIPS 2016 Tutorial:Generative Adversarial Networks: 논문,youtube, 논문 및 저자 설명

[초짜 대학원생 입장에서 이해하는 시리즈]

• Generative Adversarial Nets논문 분석 : # 1, # 2

• Domain-Adversarial Training of Neural Networks (DANN) : #1, #2, #3

• Deep Convolutional Generative Adversarial Network (DCGAN): #1, #2

• Unrolled Generative Adversarial Networks: #1, #2

3. Tutorial (Series, )

• 초보자를 위한 GAN 튜토리얼입니다.

4. Youtube

• 1시간만에 GAN(Generative Adversarial Network) 완전 정복하기

• CycleGAN: 한글, ppt

• 유투브 강의:How to Generate Images with Tensorflow (LIVE)

• Youtube: 1시간만에 GAN(Generative Adversarial Network) 완전

6. Material (Pdf, ppt)

• Generative Adversarial Network and its Variations: ppt, GAN 변형들

7. Implementation (Project)

• Keras Adversarial Models: bstriner

• 13줄 간단 코드 및 설명: nlintz

• (Pytorch를 사용한) 단 50줄로 코드로 짜보는 GAN

• SimGan: Keras 코드

• An introduction to Generative Adversarial Networks (with code in TensorFlow): 원문, 정리, GitHub

• Least Squares Generative Adversarial Networks(LSGAN), 구현시 어려웠던점

• SimGAN_NYU_Hand : Simulated+Unsupervised (S+U) learning in TensorFlow /w NYU Hand Dataset

• Generative Adversarial Networks (GANs) in 50 lines of code (PyTorch): Dev Nag's 미디엄 포스트

• Keras Adversarial Models

• DiscoGAN: SKTBrain, Pythrch기반

• DiscoGAN 설명자료
• DiscoGAN Arxiv 논문 링크
• Taehoon Kim 님이 구현하신 DiscoGAN 소스코드
• wiseodd 님이 구현하신 DiscoGAN 소스코드

• List of generative models: 거의 모든 GAN코드 모음

• DCGAN-MNIST: Keras버젼, erilyth

• Variational Auto-Encoder (VAE)

• Deep Convolutional GAN(DCGAN): Tensorflow, code, demo

8. Research Group / Conference