awesome-GAN
A curated list of awesome Generative Adversarial Nets resources.
https://github.com/Faldict/awesome-GAN
Last synced: about 1 hour ago
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Tutorials
- ganhacks - How to Train a GAN? Tips and tricks to make GANs work
- NIPS 2016 Tutorial: Generative Adversarial Networks
- Generative Adversarial Networks (GANs) in 50 lines of code (PyTorch)
- GAN Zoo - A list of all named GANs!
- GANs in Action - A book that teaches you how to build and train your own generative adversarial networks
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Papers
- Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
- Generative Adversarial Networks - GAN
- Deep Generative Image Models using Lapalacian Pyramid of Adversarial Networks - LAPGAN
- Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks - DCGAN
- Generative Adversarial Text to Image Synthesis
- Generative Adversarial Imitation Learning
- Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
- SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient - SeqGAN
- Connecting Generative Adversarial Networks and Actor-Critic Methods
- A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models
- Wasserstein GAN - A new algorithm named WGAN, an alternative to traditional GAN training.
- Generative Adversarial Active Learning - GAAL
- Generalization and Equilibrium in Generative Adversarial Nets
- BEGAN: Boundary Equilibrium Generative Adversarial Networks - BEGAN : State of the art generation of faces with Generative Adversarial Networks
- IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models - IRGAN : Best Paper in SIGIR
- Adversarially Regularized Autoencoders for Generating Discrete Structures - ARAE
- CAN: Creative Adversarial Networks, Generating "Art" by Learning About Styles and Deviating from Style Norms - CAN
- GraphGAN: Graph Representation Learning with Generative Adversarial Nets - GraphGAN
- ComboGAN: Unrestrained Scalability for Image Domain Translation - ComboGAN
- CapsuleGAN: Generative Adversarial Capsule Network - CapsuleGAN
- ComboGAN: Unrestrained Scalability for Image Domain Translation - ComboGAN
- CapsuleGAN: Generative Adversarial Capsule Network - CapsuleGAN
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Codes
- imitation - A implementation of the paper [Generative Adversarial Imitation Learning](https://arxiv.org/abs/1606.03476)
- Wasserstein GAN - Code accompanying the paper ["Wasserstein GAN"](https://arxiv.org/abs/1701.07875)
- CycleGAN - Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more (from UC Berkeley)
- CycleGAN and pix2pix in PyTorch - This is ongoing PyTorch implementation for both unpaired and paired image-to-image translation.
- ComboGAN - ComboGAN
- CapsuleGAN - My own implementation on CapsuleGAN.
- DCGAN - PyTorch - An implement of DCGAN by PyTorch.
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