原始文章
1、Generative Adversarial Nets (arXiv:1406.2661v1)2014-6-10
GAN演变
1、Conditional Generative Adversarial Nets (arXiv:1411.1784v1)2014-12-6
2、InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets
(arXiv:1606.03657v1)2016-6-12
3、UNSUPERVISED REPRESENTATION LEARNING WITH DEEP CONVOLUTIONAL GENERATIVE ADVERSARIAL NETWORKS (arXiv:1511.06434v2)2016-6-7
4、Maximum-Likelihood Augmented Discrete Generative Adversarial Networks (arXiv:1702.07983v1)2017-2-26
5、SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient 2017
6、Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models (arXiv:1705.10843v3
) 2018-2-7
7、Wasserstein GAN (arXiv:1701.07875v2)2017-3-9
8、Improved Training of Wasserstein GANs (arXiv:1704.00028v3)2017-12-25
9、Least Squares Generative Adversarial Networks (arXiv:1611.04076v3)2017-4-5
text-image
1、StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks (arXiv:1612.03242v1) 2016-11-10
2、DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks (arXiv:1802.06454v1)
2018-2-18
3、Generative Adversarial Text to Image Synthesis (arXiv:1605.05396v2)2016-6-5
超分辨率
1、Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
(arXiv:1609.04802v5)2017-5-25
2、High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs (arXiv:1711.11585v1)2017-11-30
3、EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis (arXiv:1612.07919v2)2017-7-30
视频预测、自动驾驶
1、Learning a Driving Simulator (arXiv:1608.01230v1)2016-8-3
2、Dual Motion GAN for Future-Flow Embedded Video Prediction (arXiv:1708.00284v2)2017-8-3
3、Temporal Generative Adversarial Nets with Singular Value Clipping (arXiv:1611.06624v3)2017-8-18
4、Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks()
(arXiv:1709.07592v3)2018-3-30
5、Generating Videos with Scene Dynamics (arXiv:1609.02612v3)2016-10-26
6、Video-to-Video Synthesis 2018
7、Video Generation From Text (arXiv:1710.00421v1) 2017-10-1
8、Everybody Dance Now (arXiv:1808.07371v1)2018-8-22
图像合成&图像翻译
1、Image-to-Image Translation with Conditional Adversarial Networks (arXiv:1611.07004v2)2017-11-22
2、High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs (arXiv:1711.11585v1)2017-11-30
3、Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (arXiv:1703.10593v5)2018-8-30
强化学习
1、Connecting Generative Adversarial Networks and Actor-Critic Methods (arXiv:1610.01945v3)2017-1-18
其它:
股票预测
Stock Market Prediction on High-Frequency Data Using Generative Adversarial Nets 2018
棋类:
STYLE TRANSFER GENERATIVE ADVERSARIAL NETWORKS: LEARNING TO PLAY CHESS DIFFERENTLY
(arXiv:1702.06762v2)2017-5-7
网络安全:
Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN (arXiv:1702.05983v1)2017-2-20