Awesome

awesome-GAN-papers

this collecting the papers (main from arxiv.org) about Generative Adversarial Networks (GAN)
also, some papers and links collected from below, they are all awesome resources:

• [1] nightrome/really-awesome-gan
• [2] zhangqianhui/AdversarialNetsPapers
• [3] dongb5/GAN-Timeline
• [4] hollobit/All-About-the-GAN
• [5] LynnHo/GAN-Papers
• [6] shawnyuen/GANsPaperCollection
• [7] hindupuravinash/the-gan-zoo;     the-gan-zoo-4-tsv
• [8] [code]wiseodd/generative-models
• [9] [code]hwalsuklee/tensorflow-generative-model-collections
• [10] [code]znxlwm/pytorch-generative-model-collections
• [11] [*code&paper]kozistr/Awesome-GANs
• [12] [*code]eriklindernoren/Keras-GAN
• [13] savan77/The-GAN-World
• [14] nashory/gans-awesome-applications
• [15] [code]nisace/gan-lib
• [16] [code]sanghoon/tf-exercise-gan
• [17] xinario/awesome-gan-for-medical-imaging
• [18] [code]nashory/gans-collection.torch
• [19] [code]YadiraF/GAN
• [20] [code&notebook]shayneobrien/generative-models
• [21] [paper]lzhbrian/image-to-image-papers
• [22] [code&notebook]shayneobrien/generative-models
• [23] [code]MingtaoGuo/*GAN

2014

• 【GAN】Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio .Generative Adversarial Networks .[J] arXiv preprint arXiv:1406.02661.
• 【CGAN】Mehdi Mirza, Simon Osindero .Conditional Generative Adversarial Nets .[J] arXiv preprint arXiv:1411.01784.

2015

• Malte Probst .Generative Adversarial Networks in Estimation of Distribution Algorithms for Combinatorial Optimization .[J] arXiv preprint arXiv:1509.09235.
• 【Theory】Michael Mathieu et al. Deep multi-scale video prediction beyond mean square error .[J] arXiv preprint arXiv:1511.05440.<br>[code:dyelax/Adversarial_Video_Generation]
• 【AAE】Alireza Makhzani et al. Adversarial Autoencoders.[J] arXiv preprint arXiv:1511.05644.<br>[code: |musyoku/adversarial-autoencoder&chainer|;   |fducau/AAE_pytorch|;   |hwalsuklee/tensorflow-mnist-AAE|;  <br> |gitmatti/AAE-tensorflow|;   |spoilt333/onco-aae&ipynb|;   |takat0m0/AAE|;  <br> |bfarzin/pytorch_aae|;   |greentfrapp/keras-aae|;   |alimirzaei/adverserial-autoencoder-keras|;  <br> |sjchoi86/deep-autoencoders&ipynb|;   |MINGUKKANG/Adversarial-AutoEncoder|;   |LLipter/aae|;  <br> |zduguid/aae|;   |davidath/aae|;   |gdbmanu/git-aae-vae-gan&ipynb;|   |Aanax/newbie_GAN|;   |ykwon0407/variational_autoencoder| ]
• Jost Tobias Springenberg .Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks .[J] arXiv preprint arXiv:1511.06390.
• 【DCGAN】Alec Radford et al. Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks.[J] arXiv preprint arXiv:1511.06434.<br>[code:Newmu/dcgan_code;   pytorch_dcgan;   carpedm20/DCGAN-tensorflow;   soumith/dcgan.torch;   jacobgil/keras-dcgan]

2016

• Chuan Li, Michael Wand .Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks .[J] arXiv preprint arXiv:1604.04382.
• Scott Reed, Zeynep Akata, Xinchen Yan, Lajanugen Logeswaran, Bernt Schiele, Honglak Lee .Generative Adversarial Text to Image Synthesis .[J] arXiv preprint arXiv:1605.05396.
• Sebastian Nowozin, Botond Cseke, Ryota Tomioka .f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization .[J] arXiv preprint arXiv:1606.00709.
• Augustus Odena .Semi-Supervised Learning with Generative Adversarial Networks .[J] arXiv preprint arXiv:1606.01583.
• Jonathan Ho, Stefano Ermon .Generative Adversarial Imitation Learning .[J] arXiv preprint arXiv:1606.03476.
• 【Improved-GAN】Tim Salimans, Ian Goodfellow, Wojciech Zaremba, Vicki Cheung, Alec Radford, Xi Chen .Improved Techniques for Training GANs .[J] arXiv preprint arXiv:1606.03498.<br>[code: |openai/improved-gan|;   |Sleepychord/ImprovedGAN-pytorch|;   |LDOUBLEV/semi-supervised-GAN|;  <br> |musyoku/improved-gan|;   |bruno-31/ImprovedGAN-Tensorflow|;   |eli5168/improved_gan_pytorch|;  <br> |hvy/chainer-gan-improvements|;   |hiroharu-kato/improved_gan_chainer|;   |xjwang-cs/improved-gan-tf1.0.1|;  ]
• Xi Chen, Yan Duan, Rein Houthooft, John Schulman, Ilya Sutskever, Pieter Abbeel .InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets .[J] arXiv preprint arXiv:1606.03657.
• Ming-Yu Liu, Oncel Tuzel .Coupled Generative Adversarial Networks .[J] arXiv preprint arXiv:1606.07536.
• Hanock Kwak, Byoung-Tak Zhang .Generating Images Part by Part with Composite Generative Adversarial Networks .[J] arXiv preprint arXiv:1607.05387.
• 【EBGAN】Junbo Zhao, Michael Mathieu, Yann LeCun .Energy-based Generative Adversarial Network .[J] arXiv preprint arXiv:1609.03126.<br>[code:buriburisuri/ebgan]
• 【iGAN】Jun-Yan Zhu et al. Generative Visual Manipulation on the Natural Image Manifold .[J] arXiv preprint arXiv:1609.03126.<br>[code: |junyanz/iGAN|:   |kevinthesun/IGAN_MXNet| ]
• C. Ledig, L. Theis, F. Husz´ar, J. Caballero, A. Cunningham, A. Acosta, A. Aitken, A. Tejani, J. Totz, Z. Wang, et al. Photo-realistic single image super-resolution using a generative adversarial network. arXiv preprint arXiv:1609.04802, 2016.
• Lantao Yu, Weinan Zhang, Jun Wang, Yong Yu .SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient .[J] arXiv preprint arXiv:1609.05473.
• Arnab Ghosh, Viveka Kulharia, Amitabha Mukerjee, Vinay Namboodiri, Mohit Bansal .Contextual RNN-GANs for Abstract Reasoning Diagram Generation .[J] arXiv preprint arXiv:1609.09444.
• David Pfau, Oriol Vinyals .Connecting Generative Adversarial Networks and Actor-Critic Methods .[J] arXiv preprint arXiv:1610.01945.
• Masatoshi Uehara, Issei Sato, Masahiro Suzuki, Kotaro Nakayama, Yutaka Matsuo .Generative Adversarial Nets from a Density Ratio Estimation Perspective .[J] arXiv preprint arXiv:1610.02920.
• Augustus Odena, Christopher Olah, Jonathon Shlens .Conditional Image Synthesis With Auxiliary Classifier GANs .[J] arXiv preprint arXiv:1610.09585.
• Leon Sixt, Benjamin Wild, Tim Landgraf .RenderGAN: Generating Realistic Labeled Data .[J] arXiv preprint arXiv:1611.01331.
• Hanock Kwak, Byoung-Tak Zhang .Ways of Conditioning Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.01455.
• Dilin Wang, Qiang Liu .Learning to Draw Samples: With Application to Amortized MLE for Generative Adversarial Learning .[J] arXiv preprint arXiv:1611.01722.
• AuthorsJacob Andreas, Dan Klein, Sergey Levine .Generative Adversarial Networks as Variational Training of Energy Based Models .[J] arXiv preprint arXiv:1611.01799.
• Authorseir Coupling to Gravity .Generative Adversarial Networks as Variational Training of Energy Based Models .[J] arXiv preprint arXiv:1611.01799.
• Mickaël Chen, Ludovic Denoyer .Multi-view Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.02019.
• Luke Metz, Ben Poole, David Pfau, Jascha Sohl-Dickstein .Unrolled Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.02163.
• Chelsea Finn, Paul Christiano, Pieter Abbeel, Sergey Levine .A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models .[J] arXiv preprint arXiv:1611.03852.
• Matt J. Kusner, José Miguel Hernández-Lobato .GANS for Sequences of Discrete Elements with the Gumbel-softmax Distribution .[J] arXiv preprint arXiv:1611.04051.
• 【LSGANs】Xudong Mao, Qing Li, Haoran Xie, Raymond Y.K. Lau, Zhen Wang, Stephen Paul Smolley .Least Squares Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.04076.<br>[code:wiseodd/generative-models]
• Antonia Creswell, Anil Anthony Bharath .Inverting The Generator Of A Generative Adversarial Network .[J] arXiv preprint arXiv:1611.05644.
• Guim Perarnau, Joost van de Weijer, Bogdan Raducanu, Jose M. Álvarez .Invertible Conditional GANs for image editing .[J] arXiv preprint arXiv:1611.06355.
• Emily Denton, Sam Gross, Rob Fergus .Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.06430.
• Masaki Saito, Eiichi Matsumoto, Shunta Saito .Temporal Generative Adversarial Nets with Singular Value Clipping .[J] arXiv preprint arXiv:1611.06624.
• 【pix2pix】Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, Alexei A. Efros. Image-to-Image Translation with Conditional Adversarial Networks .[J] arXiv preprint arXiv:1611.07004.<br>[code:phillipi/pix2pix;   junyanz/pytorch-CycleGAN-and-pix2pix;   phillipi.github.io/pix2pix]
• Nikolay Jetchev, Urs Bergmann, Roland Vollgraf .Texture Synthesis with Spatial Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.08207.
• Arna Ghosh, Biswarup Bhattacharya, Somnath Basu Roy Chowdhury .SAD-GAN: Synthetic Autonomous Driving using Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.08788.
• Arna Ghosh, Biswarup Bhattacharya, Somnath Basu Roy Chowdhury .Handwriting Profiling using Generative Adversarial Networks .[J] arXiv preprint arXiv:1611.08789.
• Olof Mogren .C-RNN-GAN: Continuous recurrent neural networks with adversarial training .[J] arXiv preprint arXiv:1611.09904.
• Yaxing Wang, Lichao Zhang, Joost van de Weijer .Ensembles of Generative Adversarial Networks .[J] arXiv preprint arXiv:1612.00991.
• Arnab Ghosh, Viveka Kulharia, Vinay Namboodiri .Message Passing Multi-Agent GANs .[J] arXiv preprint arXiv:1612.01294.
• Tong Che, Yanran Li, Athul Paul Jacob, Yoshua Bengio, Wenjie Li .Mode Regularized Generative Adversarial Networks .[J] arXiv preprint arXiv:1612.02136.
• Ben Poole, Alexander A. Alemi, Jascha Sohl-Dickstein, Anelia Angelova .Improved generator objectives for GANs .[J] arXiv preprint arXiv:1612.02780.
• Daniel Jiwoong Im, He Ma, Chris Dongjoo Kim, Graham Taylor .Generative Adversarial Parallelization .[J] arXiv preprint arXiv:1612.04021.
• Xun Huang, Yixuan Li, Omid Poursaeed, John Hopcroft, Serge Belongie .Stacked Generative Adversarial Networks .[J] arXiv preprint arXiv:1612.04357.
• Konstantinos Bousmalis, Nathan Silberman, David Dohan, Dumitru Erhan, Dilip Krishnan .Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks .[J] arXiv preprint arXiv:1612.05424.
• Daoyu Lin, Kun Fu, Yang Wang, Guangluan Xu, Xian Sun .MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification .[J] arXiv preprint arXiv:1612.08879.
• John Glover .Modeling documents with Generative Adversarial Networks .[J] arXiv preprint arXiv:1612.09122.

2017

• Ian Goodfellow .NIPS 2016 Tutorial: Generative Adversarial Networks .[J] arXiv preprint arXiv:1701.00160.
• Junting Pan, Cristian Canton Ferrer, Kevin McGuinness, Noel E. O'Connor, Jordi Torres, Elisa Sayrol, Xavier Giro-i-Nieto .SalGAN: Visual Saliency Prediction with Generative Adversarial Networks .[J] arXiv preprint arXiv:1701.01081.
• 【AdaGAN】Ilya Tolstikhin, Sylvain Gelly, Olivier Bousquet, Carl-Johann Simon-Gabriel, Bernhard Schölkopf .AdaGAN: Boosting Generative Models .[J] arXiv preprint arXiv:1701.02386.<br>[code: |tolstikhin/adagan|:  ]
• Hao Dong, Paarth Neekhara, Chao Wu, Yike Guo .Unsupervised Image-to-Image Translation with Generative Adversarial Networks .[J] arXiv preprint arXiv:1701.02676.
• Mahesh Gorijala, Ambedkar Dukkipati .Image Generation and Editing with Variational Info Generative AdversarialNetworks .[J] arXiv preprint arXiv:1701.04568.
• Lars Mescheder, Sebastian Nowozin, Andreas Geiger .Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks .[J] arXiv preprint arXiv:1701.04722.
• 【Pre-WGAN】Martin Arjovsky, Léon Bottou .Towards Principled Methods for Training Generative Adversarial Networks .[J] arXiv preprint arXiv:1701.04862.
• Luke de Oliveira, Michela Paganini, Benjamin Nachman .Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis .[J] arXiv preprint arXiv:1701.05927.
• He Zhang, Vishwanath Sindagi, Vishal M. Patel .Image De-raining Using a Conditional Generative Adversarial Network .[J] arXiv preprint arXiv:1701.05957.
• 【LS-GAN&GLS-GAN】Guo-Jun Qi .Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities .[J] arXiv preprint arXiv:1701.06264.[code:guojunq/lsgan]
• Alex Kuefler, Jeremy Morton, Tim Wheeler, Mykel Kochenderfer .Imitating Driver Behavior with Generative Adversarial Networks .[J] arXiv preprint arXiv:1701.06699.
• Zhedong Zheng, Liang Zheng, Yi Yang .Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro .[J] arXiv preprint arXiv:1701.07717.
• 【WGAN】Martin Arjovsky, Soumith Chintala, Léon Bottou .Wasserstein GAN .[J] arXiv preprint arXiv:1701.07875.<br>[code: |martinarjovsky/WassersteinGAN|;   |Zardinality/WGAN-tensorflow|;   |shekkizh/WassersteinGAN.tensorflow|;  <br> |musyoku/wasserstein-gan|;   |jiamings/wgan&wganV2|;   |adler-j/minimal_wgan|;  <br> |fonfonx/WassersteinGAN.torch|;   |bobchennan/Wasserstein-GAN-Keras|;   |mjdietzx/GAN-Sandbox|;  <br> |MustafaMustafa/WassersteinGAN-TensorFlow|;   |hvy/chainer-wasserstein-gan|;   |cameronfabbri/Wasserstein-GAN-Tensorflow|;  <br> |EmilienDupont/wgan-gp|;   |cedrickchee/wasserstein-gan|;   |Goldesel23/DCGAN-for-Bird-Generation|;  <br> |ChengBinJin/WGAN-TensorFlow|;   |shayneobrien/generative-models&notebook|;   |KnetML/WGAN.jl&julia|;  <br> |germain-hug/GANs-Keras|;   |ConnorJL/WGAN-Tensorflow&slim|;   ]
• Kevin Schawinski, Ce Zhang, Hantian Zhang, Lucas Fowler, Gokula Krishnan Santhanam .Generative Adversarial Networks recover features in astrophysical images of galaxies beyond the deconvolution limit .[J] arXiv preprint arXiv:1702.00403.
• Zihang Dai, Amjad Almahairi, Philip Bachman, Eduard Hovy, Aaron Courville .Calibrating Energy-based Generative Adversarial Networks .[J] arXiv preprint arXiv:1702.01691.
• Grigory Antipov, Moez Baccouche, Jean-Luc Dugelay .Face Aging With Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1702.01983.
• Wei Ren Tan, Chee Seng Chan, Hernan Aguirre, Kiyoshi Tanaka .ArtGAN: Artwork Synthesis with Conditional Categorical GANs .[J] arXiv preprint arXiv:1702.03410.
• Chengde Wan, Thomas Probst, Luc Van Gool, Angela Yao .Crossing Nets: Combining GANs and VAEs with a Shared Latent Space for Hand Pose Estimation .[J] arXiv preprint arXiv:1702.03431.
• Zachary C. Lipton, Subarna Tripathi .Precise Recovery of Latent Vectors from Generative Adversarial Networks .[J] arXiv preprint arXiv:1702.04782.
• Weiwei Hu, Ying Tan .Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN .[J] arXiv preprint arXiv:1702.05983.
• Yun Cao, Zhiming Zhou, Weinan Zhang, Yong Yu .Unsupervised Diverse Colorization via Generative Adversarial Networks .[J] arXiv preprint arXiv:1702.06674.
• Muthuraman Chidambaram, Yanjun Qi .Style Transfer Generative Adversarial Networks: Learning to Play Chess Differently .[J] arXiv preprint arXiv:1702.06762.
• Jie Li, Katherine A. Skinner, Ryan M. Eustice, Matthew Johnson-Roberson .WaterGAN: Unsupervised Generative Network to Enable Real-time Color Correction of Monocular Underwater Images .[J] arXiv preprint arXiv:1702.07392.
• Briland Hitaj, Giuseppe Ateniese, Fernando Perez-Cruz .Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning .[J] arXiv preprint arXiv:1702.07464.
• Jia-Jie Zhu, José Bento .Generative Adversarial Active Learning .[J] arXiv preprint arXiv:1702.07956.
• Tong Che, Yanran Li, Ruixiang Zhang, R Devon Hjelm, Wenjie Li, Yangqiu Song, Yoshua Bengio .Maximum-Likelihood Augmented Discrete Generative Adversarial Networks .[J] arXiv preprint arXiv:1702.07983.
• 【CAAE】Zhifei Zhang et al. Age Progression/Regression by Conditional Adversarial Autoencoder .[J] arXiv preprint arXiv:1702.08423.<br>[code: |zzutk.github.io/Face-Aging-CAAE|   |Jooong/Face-Aging-CAAE-Pytorch|   |wangxiao5791509/Age-Progression-Regression-by-CAAE|   |hai046/Face-Aging-CAAE_pro|   |SaltedSlark/CAAE.ipynb| ]
• 【BS-GAN】R Devon Hjelm, Athul Paul Jacob, Tong Che, Adam Trischler, Kyunghyun Cho, Yoshua Bengio .Boundary-Seeking Generative Adversarial Networks .[J] arXiv preprint arXiv:1702.08431.<br>[code:wiseodd/generative-models  ekrim/bgan-t  rdevon/BGAN  DeepTensors/Boundary-Seeking-GAN ]
• Sanjeev Arora, Rong Ge, Yingyu Liang, Tengyu Ma, Yi Zhang .Generalization and Equilibrium in Generative Adversarial Nets (GANs) .[J] arXiv preprint arXiv:1703.00573.
• Jianwei Yang, Anitha Kannan, Dhruv Batra, Devi Parikh .LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation .[J] arXiv preprint arXiv:1703.01560.
• Zhiming Zhou, Han Cai, Shu Rong, Yuxuan Song, Kan Ren, Weinan Zhang, Yong Yu, Jun Wang .Activation Maximization Generative Adversarial Nets .[J] arXiv preprint arXiv:1703.02000.
• Chongxuan Li, Kun Xu, Jun Zhu, Bo Zhang .Triple Generative Adversarial Nets .[J] arXiv preprint arXiv:1703.02291.
• Samuel Albanie, Sébastien Ehrhardt, João F. Henriques .Stopping GAN Violence: Generative Unadversarial Networks .[J] arXiv preprint arXiv:1703.02528.
• Zhen Yang, Wei Chen, Feng Wang, Bo Xu .Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets .[J] arXiv preprint arXiv:1703.04887.
• Taeksoo Kim, Moonsu Cha, Hyunsoo Kim, Jung Kwon Lee, Jiwon Kim .Learning to Discover Cross-Domain Relations with Generative Adversarial Networks .[J] arXiv preprint arXiv:1703.05192.
• Thomas Schlegl, Philipp Seeböck, Sebastian M. Waldstein, Ursula Schmidt-Erfurth, Georg Langs .Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery .[J] arXiv preprint arXiv:1703.05921.
• Bo Dai, Sanja Fidler, Raquel Urtasun, Dahua Lin .Towards Diverse and Natural Image Descriptions via a Conditional GAN .[J] arXiv preprint arXiv:1703.06029.
• Ayushman Dash, John Cristian Borges Gamboa, Sheraz Ahmed, Marcus Liwicki, Muhammad Zeshan Afzal .TAC-GAN - Text Conditioned Auxiliary Classifier Generative Adversarial Network .[J] arXiv preprint arXiv:1703.06412.
• Edward Choi, Siddharth Biswal, Bradley Malin, Jon Duke, Walter F. Stewart, Jimeng Sun .Generating Multi-label Discrete Patient Records using Generative Adversarial Networks .[J] arXiv preprint arXiv:1703.06490.
• Huikai Wu, Shuai Zheng, Junge Zhang, Kaiqi Huang .GP-GAN: Towards Realistic High-Resolution Image Blending .[J] arXiv preprint arXiv:1703.07195.
• Akshay Mehrotra, Ambedkar Dukkipati .Generative Adversarial Residual Pairwise Networks for One Shot Learning .[J] arXiv preprint arXiv:1703.08033.
• Santiago Pascual, Antonio Bonafonte, Joan Serrà .SEGAN: Speech Enhancement Generative Adversarial Network .[J] arXiv preprint arXiv:1703.09452.
• Nasim Souly, Concetto Spampinato, Mubarak Shah .Semi and Weakly Supervised Semantic Segmentation Using Generative Adversarial Network .[J] arXiv preprint arXiv:1703.09695.
• Junyu Luo, Yong Xu, Chenwei Tang, Jiancheng Lv .Learning Inverse Mapping by Autoencoder based Generative Adversarial Nets .[J] arXiv preprint arXiv:1703.10094.
• Kiana Ehsani, Roozbeh Mottaghi, Ali Farhadi .SeGAN: Segmenting and Generating the Invisible .[J] arXiv preprint arXiv:1703.10239.
• 【CycleGAN】Jun-Yan Zhu et al. Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks.[J] arXiv preprint arXiv:1703.10593.<br>[code:junyanz/CycleGAN;   junyanz.github.io/CycleGAN;   junyanz/pytorch-CycleGAN-and-pix2pix]
• 【BEGAN】David Berthelot, Thomas Schumm, Luke Metz .BEGAN: Boundary Equilibrium Generative Adversarial Networks .[J] arXiv preprint arXiv:1703.10717.<br>[code; |wiseodd/generative-models|   |rdevon/BGAN|   |ekrim/bgan-tf|  <br> |carpedm20/BEGAN-tensorflow|   |artcg/BEGAN|   |Heumi/BEGAN-tensorflow|  <br> |carpedm20/BEGAN-pytorch|   |taey16/pix2pixBEGAN.pytorch|   |mokemokechicken/keras_BEGAN|  <br> |YadiraF/GAN_Theorie&TOTAL|   |adepierre/Caffe_BEGAN|   |HiiYL/BEGAN-PyTorch|  <br> |shayneobrien/generative-models|   |anantzoid/BEGAN-pytorch|   |sanghoon/tf-exercise-gan|  <br> |RuiShu/began|   |khanrc/tf.gans-comparison|   |musyoku/began&chainer|  <br> |Overseer66/Tensorflow-GAN&notebook|   |HolyCaonima/BEGAN|   |hvy/chainer-began&chainer|  <br> |2wins/BEGAN-cntk|   |2wins/BEGAN-tensorlayer|   |1Konny/BEGAN-pytorch|  <br> |nashory/BEGAN-torch7|   ]
• Li-Chia Yang, Szu-Yu Chou, Yi-Hsuan Yang .MidiNet: A Convolutional Generative Adversarial Network for Symbolic-domain Music Generation .[J] arXiv preprint arXiv:1703.10847.
• 【Improved-WGAN】Ishaan Gulrajani, Faruk Ahmed, Martin Arjovsky, Vincent Dumoulin, Aaron Courville .Improved Training of Wasserstein GANs .[J] arXiv preprint arXiv:1704.00028.
• Chin-Cheng Hsu, Hsin-Te Hwang, Yi-Chiao Wu, Yu Tsao, Hsin-Min Wang .Voice Conversion from Unaligned Corpora using Variational Autoencoding Wasserstein Generative Adversarial Networks .[J] arXiv preprint arXiv:1704.00849.
• Swami Sankaranarayanan, Yogesh Balaji, Carlos D. Castillo, Rama Chellappa .Generate To Adapt: Aligning Domains using Generative Adversarial Networks .[J] arXiv preprint arXiv:1704.01705.
• Weidong Yin, Yanwei Fu, Leonid Sigal, Xiangyang Xue .Semi-Latent GAN: Learning to generate and modify facial images from attributes .[J] arXiv preprint arXiv:1704.02166.
• Maciej Zieba, Lei Wang .Training Triplet Networks with GAN .[J] arXiv preprint arXiv:1704.02227.
• Zili Yi, Hao Zhang, Ping Tan, Minglun Gong .DualGAN: Unsupervised Dual Learning for Image-to-Image Translation .[J] arXiv preprint arXiv:1704.02510.
• Leonardo Galteri, Lorenzo Seidenari, Marco Bertini, Alberto Del Bimbo .Deep Generative Adversarial Compression Artifact Removal .[J] arXiv preprint arXiv:1704.02518.
• Arnab Ghosh, Viveka Kulharia, Vinay Namboodiri, Philip H. S. Torr, Puneet K. Dokania .Multi-Agent Diverse Generative Adversarial Networks .[J] arXiv preprint arXiv:1704.02906.
• Lukas Mosser, Olivier Dubrule, Martin J. Blunt .Reconstruction of three-dimensional porous media using Generative Adversarial neural networks .[J] arXiv preprint arXiv:1704.03225.
• Ruohan Wang, Antoine Cully, Hyung Jin Chang, Yiannis Demiris .MAGAN: Margin Adaptation for Generative Adversarial Networks .[J] arXiv preprint arXiv:1704.03817.
• Sitao Xiang, Hao Li .On the Effects of Batch and Weight Normalization in Generative Adversarial Networks .[J] arXiv preprint arXiv:1704.03971.
• 【App】Rui Huang, Shu Zhang, Tianyu Li, Ran He .Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis .[J] arXiv preprint arXiv:1704.04086.
• Min Lin .Softmax GAN .[J] arXiv preprint arXiv:1704.06191.
• Yifan Liu, Zengchang Qin, Zhenbo Luo, Hua Wang .Auto-painter: Cartoon Image Generation from Sketch by Using Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1705.01908.
• Jonathan Chang, Stefan Scherer .Learning Representations of Emotional Speech with Deep Convolutional Generative Adversarial Networks .[J] arXiv preprint arXiv:1705.02394.
• Zhimin Chen, Yuguang Tong .Face Super-Resolution Through Wasserstein GANs .[J] arXiv preprint arXiv:1705.02438.
• Jae Hyun Lim, Jong Chul Ye .Geometric GAN .[J] arXiv preprint arXiv:1705.02894.
• Hyeungill Lee, Sungyeob Han, Jungwoo Lee .Generative Adversarial Trainer: Defense to Adversarial Perturbations with GAN .[J] arXiv preprint arXiv:1705.03387.
• Shuchang Zhou, Taihong Xiao, Yi Yang, Dieqiao Feng, Qinyao He, Weiran He .GeneGAN: Learning Object Transfiguration and Attribute Subspace from Unpaired Data .[J] arXiv preprint arXiv:1705.04932.
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• Jiajun Zhang, Zhiguo Shi .Deformable Deep Convolutional Generative Adversarial Network in Microwave Based Hand Gesture Recognition System .[J] arXiv preprint arXiv:1711.01968.
• Dimitrios Marmanis, Wei Yao, Fathalrahman Adam, Mihai Datcu, Peter Reinartz, Konrad Schindler, Jan Dirk Wegner, Uwe Stilla .Artificial Generation of Big Data for Improving Image Classification: A Generative Adversarial Network Approach on SAR Data .[J] arXiv preprint arXiv:1711.02010.
• Chaoyun Zhang, Xi Ouyang, Paul Patras .ZipNet-GAN: Inferring Fine-grained Mobile Traffic Patterns via a Generative Adversarial Neural Network .[J] arXiv preprint arXiv:1711.02413.
• Sanjeev Arora, Andrej Risteski, Yi Zhang .Theoretical limitations of Encoder-Decoder GAN architectures .[J] arXiv preprint arXiv:1711.02651.
• Chenxiao Zhu, Lingqing Xu, Xiao-Yang Liu, Feng Qian .Tensor-Generative Adversarial Network with Two-dimensional Sparse Coding: Application to Real-time Indoor Localization .[J] arXiv preprint arXiv:1711.02666.
• Pengchuan Zhang, Qiang Liu, Dengyong Zhou, Tao Xu, Xiaodong He .On the Discrimination-Generalization Tradeoff in GANs .[J] arXiv preprint arXiv:1711.02771.
• Zi-Yi Dou .Metric Learning-based Generative Adversarial Network .[J] arXiv preprint arXiv:1711.02792.
• Liwei Cai, William Yang Wang .KBGAN: Adversarial Learning for Knowledge Graph Embeddings .[J] arXiv preprint arXiv:1711.04071.
• Uiwon Hwang, Sungwoon Choi, Sungroh Yoon .Disease Prediction from Electronic Health Records Using Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.04126.
• Antreas Antoniou, Amos Storkey, Harrison Edwards .Data Augmentation Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.04340.
• Youssef Mroueh, Chun-Liang Li, Tom Sercu, Anant Raj, Yu Cheng .Sobolev GAN .[J] arXiv preprint arXiv:1711.04894.
• Yan Ke, Minqing Zhang, Jia Liu, Tingting Su, Xiaoyuan Yang .Generative Steganography with Kerckhoffs' Principle based on Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.04916.
• Gongze Cao, Yezhou Yang, Jie Lei, Cheng Jin, Yang Liu, Mingli Song .TripletGAN: Training Generative Model with Triplet Loss .[J] arXiv preprint arXiv:1711.05084.
• Amélie Royer, Konstantinos Bousmalis, Stephan Gouws, Fred Bertsch, Inbar Mosseri, Forrester Cole, Kevin Murphy .XGAN: Unsupervised Image-to-Image Translation for Many-to-Many Mappings .[J] arXiv preprint arXiv:1711.05139.
• Taihong Xiao, Jiapeng Hong, Jinwen Ma .DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images .[J] arXiv preprint arXiv:1711.05415.
• Chris Donahue, Bo Li, Rohit Prabhavalkar .Exploring Speech Enhancement with Generative Adversarial Networks for Robust Speech Recognition .[J] arXiv preprint arXiv:1711.05747.
• Yongjun Hong, Uiwon Hwang, Jaeyoon Yoo, Sungroh Yoon .How Generative Adversarial Networks and Its Variants Work: An Overview of GAN .[J] arXiv preprint arXiv:1711.05914.
• Guo-Jun Qi, Liheng Zhang, Hao Hu, Marzieh Edraki, Jingdong Wang, Xian-Sheng Hua .Global versus Localized Generative Adversarial Nets .[J] arXiv preprint arXiv:1711.06020.
• Joost van Amersfoort, Wenzhe Shi, Alejandro Acosta, Francisco Massa, Johannes Totz, Zehan Wang, Jose Caballero .Frame Interpolation with Multi-Scale Deep Loss Functions and Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.06045.
• Dan Ma, Bin Liu, Zhao Kang, Jiayu Zhou, Jianke Zhu, Zenglin Xu .Two Birds with One Stone: Transforming and Generating Facial Images with Iterative GAN .[J] arXiv preprint arXiv:1711.06078.
• Avisek Lahiri, Arnav Jain, Prabir Kumar Biswas, Pabitra Mitra .Improving Consistency and Correctness of Sequence Inpainting using Semantically Guided Generative Adversarial Network .[J] arXiv preprint arXiv:1711.06106.
• Renato Hermoza, Ivan Sipiran .3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversarial Network .[J] arXiv preprint arXiv:1711.06363.
• Weiyue Wang, Qiangui Huang, Suya You, Chao Yang, Ulrich Neumann .Shape Inpainting using 3D Generative Adversarial Network and Recurrent Convolutional Networks .[J] arXiv preprint arXiv:1711.06375.
• Joachim D. Curtó, Irene C. Zarza, Fernando De La Torre, Irwin King, Michael R. Lyu .High-Resolution Deep Convolutional Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.06491.
• Orest Kupyn, Volodymyr Budzan, Mykola Mykhailych, Dmytro Mishkin, Jiri Matas .DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks .[J] arXiv preprint arXiv:1711.07064.
• Ayush Jaiswal, Wael AbdAlmageed, Yue Wu, Premkumar Natarajan .Bidirectional Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.07461.
• Ashley D. Edwards, Charles L. Isbell Jr .Transferring Agent Behaviors from Videos via Motion GANs .[J] arXiv preprint arXiv:1711.07676.
• Ming Hou, Brahim Chaib-draa, Chao Li, Qibin Zhao .Generative Adversarial Positive-Unlabelled Learning .[J] arXiv preprint arXiv:1711.08054.
• Wangli Hao, Zhaoxiang Zhang, He Guan .CMCGAN: A Uniform Framework for Cross-Modal Visual-Audio Mutual Generation .[J] arXiv preprint arXiv:1711.08102.
• Ali Diba, Vivek Sharma, Rainer Stiefelhagen, Luc Van Gool .Object Discovery By Generative Adversarial & Ranking Networks .[J] arXiv preprint arXiv:1711.08174.
• Hongwei Wang, Jia Wang, Jialin Wang, Miao Zhao, Weinan Zhang, Fuzheng Zhang, Xing Xie, Minyi Guo .GraphGAN: Graph Representation Learning with Generative Adversarial Nets .[J] arXiv preprint arXiv:1711.08267.
• Longhui Wei, Shiliang Zhang, Wen Gao, Qi Tian .Person Transfer GAN to Bridge Domain Gap for Person Re-Identification .[J] arXiv preprint arXiv:1711.08565.
• Robin Winter, Djork-Arné Clevert .IVE-GAN: Invariant Encoding Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.08646.
• Shanshan Wang, Lei Zhang .CatGAN: Coupled Adversarial Transfer for Domain Generation .[J] arXiv preprint arXiv:1711.08904.
• Christian F. Baumgartner, Lisa M. Koch, Kerem Can Tezcan, Jia Xi Ang, Ender Konukoglu .Visual Feature Attribution using Wasserstein GANs .[J] arXiv preprint arXiv:1711.08998.
• Yunjey Choi, Minje Choi, Munyoung Kim, Jung-Woo Ha, Sunghun Kim, Jaegul Choo .StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation .[J] arXiv preprint arXiv:1711.09020.
• Xiao Dong, Jiasong Wu, Ling Zhou .Demystifying AlphaGo Zero as AlphaGo GAN .[J] arXiv preprint arXiv:1711.09091.
• Pramuditha Perera, Mahdi Abavisani, Vishal M. Patel .In2I : Unsupervised Multi-Image-to-Image Translation Using Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.09334.
• Xi Zhang, Siyu Zhou, Jiashi Feng, Hanjiang Lai, Bo Li, Yan Pan, Jian Yin, Shuicheng Yan .HashGAN:Attention-aware Deep Adversarial Hashing for Cross Modal Retrieval .[J] arXiv preprint arXiv:1711.09347.
• Linqing Liu, Yao Lu, Min Yang, Qiang Qu, Jia Zhu, Hongyan Li .Generative Adversarial Network for Abstractive Text Summarization .[J] arXiv preprint arXiv:1711.09357.
• Siyu Zhou, Weiqiang Zhao, Jiashi Feng, Hanjiang Lai, Yan Pan, Jian Yin, Shuicheng Yan .Personalized and Occupational-aware Age Progression by Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.09368.
• Emad Barsoum, John Kender, Zicheng Liu .HP-GAN: Probabilistic 3D human motion prediction via GAN .[J] arXiv preprint arXiv:1711.09561.
• Matan Sela, Pingmei Xu, Junfeng He, Vidhya Navalpakkam, Dmitry Lagun .GazeGAN - Unpaired Adversarial Image Generation for Gaze Estimation .[J] arXiv preprint arXiv:1711.09767.
• Morteza Mardani, Hatef Monajemi, Vardan Papyan, Shreyas Vasanawala, David Donoho, John Pauly .Recurrent Generative Adversarial Networks for Proximal Learning and Automated Compressive Image Recovery .[J] arXiv preprint arXiv:1711.10046.
• Rui Qian, Robby T. Tan, Wenhan Yang, Jiajun Su, Jiaying Liu .Attentive Generative Adversarial Network for Raindrop Removal from a Single Image .[J] arXiv preprint arXiv:1711.10098.
• Haoxuan You, Zhicheng Jiao, Haojun Xu, Jie Li, Ying Wang, Xinbo Gao .Restricting Greed in Training of Generative Adversarial Network .[J] arXiv preprint arXiv:1711.10152.
• Geonmo Gu, Seong Tae Kim, Kihyun Kim, Wissam J. Baddar, Yong Man Ro .Differential Generative Adversarial Networks: Synthesizing Non-linear Facial Variations with Limited Number of Training Data .[J] arXiv preprint arXiv:1711.10267.
• Mario Lucic, Karol Kurach, Marcin Michalski, Sylvain Gelly, Olivier Bousquet .Are GANs Created Equal? A Large-Scale Study .[J] arXiv preprint arXiv:1711.10337.
• Hongyu Yang, Di Huang, Yunhong Wang, Anil K. Jain .Learning Face Age Progression: A Pyramid Architecture of GANs .[J] arXiv preprint arXiv:1711.10352.
• Ziqiang Zheng, Zhibin Yu, Haiyong Zheng, Chao Wang, Nan Wang .Pipeline Generative Adversarial Networks for Facial Images Generation with Multiple Attributes .[J] arXiv preprint arXiv:1711.10742.
• Vinay Jethava, Devdatt Dubhashi .GANs for LIFE: Generative Adversarial Networks for Likelihood Free Inference .[J] arXiv preprint arXiv:1711.11139.
• Bo Hu, Ye Tang, Eric I-Chao Chang, Yubo Fan, Maode Lai, Yan Xu .Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks .[J] arXiv preprint arXiv:1711.11317.
• Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Andrew Tao, Jan Kautz, Bryan Catanzaro .High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs .[J] arXiv preprint arXiv:1711.11585.
• Alexandre Yahi, Rami Vanguri, Noémie Elhadad, Nicholas P. Tatonetti .Generative Adversarial Networks for Electronic Health Records: A Framework for Exploring and Evaluating Methods for Predicting Drug-Induced Laboratory Test Trajectories .[J] arXiv preprint arXiv:1712.00164.
• Heng Wang, Zengchang Qin, Tao Wan .Text Generation Based on Generative Adversarial Nets with Latent Variable .[J] arXiv preprint arXiv:1712.00170.
• Nikolay Jetchev, Urs Bergmann, Calvin Seward .GANosaic: Mosaic Creation with Generative Texture Manifolds .[J] arXiv preprint arXiv:1712.00269.
• Jian Zhang, Yuxin Peng, Mingkuan Yuan .Unsupervised Generative Adversarial Cross-modal Hashing .[J] arXiv preprint arXiv:1712.00358.
• Samaneh Azadi, Matthew Fisher, Vladimir Kim, Zhaowen Wang, Eli Shechtman, Trevor Darrell .Multi-Content GAN for Few-Shot Font Style Transfer .[J] arXiv preprint arXiv:1712.00516.
• Yuankai Huo, Zhoubing Xu, Shunxing Bao, Camilo Bermudez, Andrew J. Plassard, Jiaqi Liu, Yuang Yao, Albert Assad, Richard G. Abramson, Bennett A. Landman .Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.00542.
• Frans A. Oliehoek, Rahul Savani, Jose Gallego-Posada, Elise van der Pol, Edwin D. de Jong, Roderich Gross .GANGs: Generative Adversarial Network Games .[J] arXiv preprint arXiv:1712.00679.
• Jean Kossaifi, Linh Tran, Yannis Panagakis, Maja Pantic .GAGAN: Geometry-Aware Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.00684.
• Xingyu Chen, Junzhi Yu, Shihan Kong, Zhengxing Wu, Xi Fang, Li Wen .Towards Quality Advancement of Underwater Machine Vision with Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.00736.
• Zhiwu Huang, Bernhard Kratzwald, Danda Pani Paudel, Jiqing Wu, Luc Van Gool .Face Translation between Images and Videos using Identity-aware CycleGAN .[J] arXiv preprint arXiv:1712.00971.
• Jiqing Wu, Zhiwu Huang, Janine Thoma, Luc Van Gool .Energy-relaxed Wasserstein GANs(EnergyWGAN): Towards More Stable and High Resolution Image Generation .[J] arXiv preprint arXiv:1712.01026.
• Franziska Mueller, Florian Bernard, Oleksandr Sotnychenko, Dushyant Mehta, Srinath Sridhar, Dan Casas, Christian Theobalt .GANerated Hands for Real-time 3D Hand Tracking from Monocular RGB .[J] arXiv preprint arXiv:1712.01057.
• Yizhe Zhu, Mohamed Elhoseiny, Bingchen Liu, Ahmed Elgammal .Imagine it for me: Generative Adversarial Approach for Zero-Shot Learning from Noisy Texts .[J] arXiv preprint arXiv:1712.01381.
• Zhiqian Chen, Xuchao Zhang, Arnold P. Boedihardjo, Jing Dai, Chang-Tien Lu .Multimodal Storytelling via Generative Adversarial Imitation Learning .[J] arXiv preprint arXiv:1712.01455.
• Zhiqian Chen, Chih-Wei Wu, Yen-Cheng Lu, Alexander Lerch, Chang-Tien Lu .Learning to Fuse Music Genres with Generative Adversarial Dual Learning .[J] arXiv preprint arXiv:1712.01456.
• Hojjat Salehinejad, Shahrokh Valaee, Tim Dowdell, Errol Colak, Joseph Barfett .Generalization of Deep Neural Networks for Chest Pathology Classification in X-Rays Using Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.01636.
• Sihao Ding, Andreas Wallin .Towards Recovery of Conditional Vectors from Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.01833.
• Omid Poursaeed, Isay Katsman, Bicheng Gao, Serge Belongie .Generative Adversarial Perturbations .[J] arXiv preprint arXiv:1712.02328.
• Tatjana Chavdarova, François Fleuret .SGAN: An Alternative Training of Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.02330.
• Jifeng Wang, Xiang Li, Le Hui, Jian Yang .Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal .[J] arXiv preprint arXiv:1712.02478.
• Tom Sercu, Youssef Mroueh .Semi-Supervised Learning with IPM-based GANs: an Empirical Study .[J] arXiv preprint arXiv:1712.02505.
• Teng Zhang, Arnold Wiliem, Siqi Yang, Brian C. Lovell .TV-GAN: Generative Adversarial Network Based Thermal to Visible Face Recognition .[J] arXiv preprint arXiv:1712.02514.
• Adrian Bulat, Georgios Tzimiropoulos .Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs .[J] arXiv preprint arXiv:1712.02765.
• Lukas Mosser, Olivier Dubrule, Martin J. Blunt .Stochastic reconstruction of an oolitic limestone by Generative Adversarial networks .[J] arXiv preprint arXiv:1712.02854.
• Xiaohan Jin, Ye Qi, Shangxuan Wu .CycleGAN Face-off .[J] arXiv preprint arXiv:1712.03451.
• Wissam J. Baddar, Geonmo Gu, Sangmin Lee, Yong Man Ro .Dynamics Transfer GAN: Generating Video by Transferring Arbitrary Temporal Dynamics from a Source Video to a Single Target Image .[J] arXiv preprint arXiv:1712.03534.
• Brian Dolhansky, Cristian Canton Ferrer .Eye In-Painting with Exemplar Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.03999.
• Zinan Lin, Ashish Khetan, Giulia Fanti, Sewoong Oh .PacGAN: The power of two samples in generative adversarial networks .[J] arXiv preprint arXiv:1712.04086.
• Alexander Sage, Eirikur Agustsson, Radu Timofte, Luc Van Gool .Logo Synthesis and Manipulation with Clustered Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.04407.
• Dianna Radpour, Vivek Bheda .Conditional Generative Adversarial Networks for Emoji Synthesis with Word Embedding Manipulation .[J] arXiv preprint arXiv:1712.04421.
• Jiankang Deng, Shiyang Cheng, Niannan Xue, Yuxiang Zhou, Stefanos Zafeiriou .UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition .[J] arXiv preprint arXiv:1712.04695.
• Junghoon Seo, Taegyun Jeon .On reproduction of On the regularization of Wasserstein GANs .[J] arXiv preprint arXiv:1712.05882.
• Bingzhe Wu, Haodong Duan, Zhichao Liu, Guangyu Sun .SRPGAN: Perceptual Generative Adversarial Network for Single Image Super Resolution .[J] arXiv preprint arXiv:1712.05927.
• Santiago Pascual, Maruchan Park, Joan Serrà, Antonio Bonafonte, Kang-Hun Ahn .Language and Noise Transfer in Speech Enhancement Generative Adversarial Network .[J] arXiv preprint arXiv:1712.06340.
• Xudong Mao, Qing Li, Haoran Xie, Raymond Y.K. Lau, Zhen Wang, Stephen Paul Smolley .On the Effectiveness of Least Squares Generative Adversarial Networks .[J] arXiv preprint arXiv:1712.06391.
• Asha Anoosheh, Eirikur Agustsson, Radu Timofte, Luc Van Gool .ComboGAN: Unrestrained Scalability for Image Domain Translation .[J] arXiv preprint arXiv:1712.06909.
• Ming-ming Liu, Min-qing Zhang, Jia Liu, Ying-nan Zhang, Yan Ke .Coverless Information Hiding Based on Generative adversarial networks .[J] arXiv preprint arXiv:1712.06951.
• Tengyuan Liang .How Well Can Generative Adversarial Networks Learn Densities: A Nonparametric View .[J] arXiv preprint arXiv:1712.08244.
• Yamaguchi Kousuke, Tanaka Kanji, Sugimoto Takuma .Use of Generative Adversarial Network for Cross-Domain Change Detection .[J] arXiv preprint arXiv:1712.08868.
• Baiyang Wang, Diego Klabjan .Generative Adversarial Nets for Multiple Text Corpora .[J] arXiv preprint arXiv:1712.09127.

2018

• Aliaksandr Siarohin, Enver Sangineto, Stephane Lathuiliere, Nicu Sebe .Deformable GANs for Pose-based Human Image Generation .[J] arXiv preprint arXiv:1801.00055.
• Xing Di, Vishal M. Patel .Face Synthesis from Visual Attributes via Sketch using Conditional VAEs and GANs .[J] arXiv preprint arXiv:1801.00077.
• Mikołaj Bińkowski, Dougal J. Sutherland, Michael Arbel, Arthur Gretton .Demystifying MMD GANs .[J] arXiv preprint arXiv:1801.01401.
• Peilun Li, Xiaodan Liang, Daoyuan Jia, Eric P. Xing .Semantic-aware Grad-GAN for Virtual-to-Real Urban Scene Adaption .[J] arXiv preprint arXiv:1801.01726.
• Chengyuan Zhang, Lin Wu, Yang Wang .Crossing Generative Adversarial Networks for Cross-View Person Re-identification .[J] arXiv preprint arXiv:1801.01760.
• Maayan Frid-Adar, Eyal Klang, Michal Amitai, Jacob Goldberger, Hayit Greenspan .Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification .[J] arXiv preprint arXiv:1801.02385.
• Adrian Albert, Emanuele Strano, Jasleen Kaur, Marta Gonzalez .Modeling urbanization patterns with generative adversarial networks .[J] arXiv preprint arXiv:1801.02710.
• Wengling Chen, James Hays .SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis .[J] arXiv preprint arXiv:1801.02753.
• Ashutosh Kumar, Arijit Biswas, Subhajit Sanyal .eCommerceGAN : A Generative Adversarial Network for E-commerce .[J] arXiv preprint arXiv:1801.03244.
• Ziqiang Zheng, Chao Wang, Zhibin Yu, Haiyong Zheng, Bing Zheng .Instance Map based Image Synthesis with a Denoising Generative Adversarial Network .[J] arXiv preprint arXiv:1801.03252.
• Yunyi Liang, Zhiyong Cui, Yu Tian, Huimiao Chen, Yinhai Wang .A Deep Generative Adversarial Architecture for Network-Wide Spatial-Temporal Traffic State Estimation .[J] arXiv preprint arXiv:1801.03818.
• Cameron Fabbri, Md Jahidul Islam, Junaed Sattar .Enhancing Underwater Imagery using Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.04011.
• Saifuddin Hitawala .Comparative Study on Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.04271.
• Lars Mescheder, Andreas Geiger, Sebastian Nowozin .Which Training Methods for GANs do actually Converge? .[J] arXiv preprint arXiv:1801.04406.
• Aidan N. Gomez, Sicong Huang, Ivan Zhang, Bryan M. Li, Muhammad Osama, Lukasz Kaiser .Unsupervised Cipher Cracking Using Discrete GANs .[J] arXiv preprint arXiv:1801.04883.
• Komei Sugiura, Hisashi Kawai .Grounded Language Understanding for Manipulation Instructions Using GAN-Based Classification .[J] arXiv preprint arXiv:1801.05096.
• Rie Johnson, Tong Zhang .Composite Functional Gradient Learning of Generative Adversarial Models .[J] arXiv preprint arXiv:1801.06309.
• Aishik Konwer, Ayan Kumar Bhunia, Abir Bhowmick, Ankan Kumar Bhunia, Prithaj Banerjee, Partha Pratim Roy, Umapada Pal .Staff line Removal using Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.07141.
• Ankan Kumar Bhunia, Ayan Kumar Bhunia, Prithaj Banerjee, Aishik Konwer, Abir Bhowmick, Partha Pratim Roy, Umapada Pal .Word Level Font-to-Font Image Translation using Convolutional Recurrent Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.07156.
• Chichen Fu, Soonam Lee, David Joon Ho, Shuo Han, Paul Salama, Kenneth W. Dunn, Edward J. Delp .Fluorescence Microscopy Image Segmentation Using Convolutional Neural Network With Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.07198.
• Unaiza Ahsan, Chen Sun, Irfan Essa .DiscrimNet: Semi-Supervised Action Recognition from Videos using Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.07230.
• Zeyuan Chen, Shaoliang Nie, Tianfu Wu, Christopher G. Healey .High Resolution Face Completion with Multiple Controllable Attributes via Fully End-to-End Progressive Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.07632.
• William Fedus, Ian Goodfellow, Andrew M. Dai .MaskGAN: Better Text Generation via Filling in the .[J] arXiv preprint arXiv:1801.07736.
• Peipei Li, Yibo Hu, Qi Li, Ran He, Zhenan Sun .Global and Local Consistent Age Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.08390.
• Bo Chang, Qiong Zhang, Shenyi Pan, Lili Meng .Generating Handwritten Chinese Characters using CycleGAN .[J] arXiv preprint arXiv:1801.08624.
• Wenqiang Xu, Yonglu Li, Cewu Lu .Generating Instance Segmentation Annotation by Geometry-guided GAN .[J] arXiv preprint arXiv:1801.08839.
• Andres C Rodriguez, Tomasz Kacprzak, Aurelien Lucchi, Adam Amara, Raphael Sgier, Janis Fluri, Thomas Hofmann, Alexandre Réfrégier .Fast Cosmic Web Simulations with Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.09070.
• Behnaz Nojavanasghari, Yuchi Huang, Saad Khan .Interactive Generative Adversarial Networks for Facial Expression Generation in Dyadic Interactions .[J] arXiv preprint arXiv:1801.09092.
• Duhyeon Bang, Hyunjung Shim .Improved Training of Generative Adversarial Networks Using Representative Features .[J] arXiv preprint arXiv:1801.09195.
• You Xie, Erik Franz, Mengyu Chu, Nils Thuerey .tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow .[J] arXiv preprint arXiv:1801.09710.
• Kyongsik Yun, Jessi Bustos, Thomas Lu .Predicting Rapid Fire Growth (Flashover) Using Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1801.09804.
• Si Liu, Yao Sun, Defa Zhu, Renda Bao, Wei Wang, Xiangbo Shu, Shuicheng Yan .Face Aging with Contextual Generative Adversarial Nets .[J] arXiv preprint arXiv:1802.00237.
• Shabab Bazrafkan, Hossein Javidnia, Peter Corcoran .Face Synthesis with Landmark Points from Generative Adversarial Networks and Inverse Latent Space Mapping .[J] arXiv preprint arXiv:1802.00390.
• Shashank Sharma, Vinay P. Namboodiri .No Modes left behind: Capturing the data distribution effectively using GANs .[J] arXiv preprint arXiv:1802.00771.
• Yue Wu, Yinpeng Chen, Lijuan Wang, Yuancheng Ye, Zicheng Liu, Yandong Guo, Zhengyou Zhang, Yun Fu .Incremental Classifier Learning with Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.00853.
• Salman Ul Hassan Dar, Mahmut Yurt, Levent Karacan, Aykut Erdem, Erkut Erdem, Tolga Çukur .Image Synthesis in Multi-Contrast MRI with Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.01221.
• Maya Kabkab, Pouya Samangouei, Rama Chellappa .Task-Aware Compressed Sensing with Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.01284.
• Jingjing Xu, Xu Sun, Xuancheng Ren, Junyang Lin, Binzhen Wei, Wei Li .DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text .[J] arXiv preprint arXiv:1802.01345.
• Karim Said Barsim, Lirong Yang, Bin Yang .Selective Sampling and Mixture Models in Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.01568.
• Xu Chen, Jiang Wang, Hao Ge .Training Generative Adversarial Networks via Primal-Dual Subgradient Methods: A Lagrangian Perspective on GAN .[J] arXiv preprint arXiv:1802.01765.
• Nhat M. Nguyen, Nilanjan Ray .Generative Adversarial Networks using Adaptive Convolution .[J] arXiv preprint arXiv:1802.02226.
• Siyu Chen, Danping Liao, Yuntao Qian .Spectral Image Visualization Using Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.02290.
• Mengshi Zhang, Yuqun Zhang, Lingming Zhang, Cong Liu, Sarfraz Khurshid .DeepRoad: GAN-based Metamorphic Autonomous Driving System Testing .[J] arXiv preprint arXiv:1802.02295.
• Jian Zhang, Yuxin Peng, Mingkuan Yuan .SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network .[J] arXiv preprint arXiv:1802.02488.
• Jiang Yun, Tan Ning, Zhang Hai, Peng Tingting .Bitewing Radiography Semantic Segmentation Base on Conditional Generative Adversarial Nets .[J] arXiv preprint arXiv:1802.02571.
• Valentin Khrulkov, Ivan Oseledets .Geometry Score: A Method For Comparing Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.02664.
• Emilien Dupont, Tuanfeng Zhang, Peter Tilke, Lin Liang, William Bailey .Generating Realistic Geology Conditioned on Physical Measurements with Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.03065.
• Ali Borji .Pros and Cons of GAN Evaluation Measures .[J] arXiv preprint arXiv:1802.03446.
• Zilong Zhong, Jonathan Li .Generative Adversarial Networks and Probabilistic Graph Models for Hyperspectral Image Classification .[J] arXiv preprint arXiv:1802.03495.
• Chris Donahue, Julian McAuley, Miller Puckette .Synthesizing Audio with Generative Adversarial Networks .[J] arXiv preprint arXiv:1802.04208.
• Li Liu, Jie Chen, Guoying Zhao, Paul Fieguth, Xilin Chen, Matti Pietikäinen .Texture Classification in Extreme Scale Variations using GANet .[J] arXiv preprint arXiv:1802.04441.
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• Zhengwei Wang, Graham Healy, Alan F. Smeaton, Tomas E. Ward .Use of Neural Signals to Evaluate the Quality of Generative Adversarial Network Performance in Facial Image Generation .[J] arXiv preprint arXiv:1811.04172.
• Jianguo Zhang, Pengcheng Zou, Zhao Li, Yao Wan, Ye Liu, Xiuming Pan, Yu Gong, Philip S. Yu .Product Title Refinement via Multi-Modal Generative Adversarial Learning .[J] arXiv preprint arXiv:1811.04498.
• Paulina Grnarova, Kfir Y Levy, Aurelien Lucchi, Nathanael Perraudin, Thomas Hofmann, Andreas Krause .Evaluating GANs via Duality .[J] arXiv preprint arXiv:1811.05512.
• Hadi Kazemi, Seyed Mehdi Iranmanesh, Nasser M. Nasrabadi .Style and Content Disentanglement in Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.05621.
• Xiaodan Hu, Audrey G. Chung, Paul Fieguth, Farzad Khalvati, Masoom A. Haider, Alexander Wong .ProstateGAN: Mitigating Data Bias via Prostate Diffusion Imaging Synthesis with Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.05817.
• Meng Zhang, Youyi Zheng .Hair-GANs: Recovering 3D Hair Structure from a Single Image .[J] arXiv preprint arXiv:1811.06229.
• Guansong Lu, Zhiming Zhou, Yuxuan Song, Kan Ren, Yong Yu .Guiding the One-to-one Mapping in CycleGAN via Optimal Transport .[J] arXiv preprint arXiv:1811.06284.
• Oleksii Sidorov .Conditional GANs for Multi-Illuminant Color Constancy: Revolution or Yet Another Approach? .[J] arXiv preprint arXiv:1811.06604.
• Sandipan Banerjee, Walter J. Scheirer, Kevin W. Bowyer, Patrick J. Flynn .On Hallucinating Context and Background Pixels from a Face Mask using Multi-scale GANs .[J] arXiv preprint arXiv:1811.07104.
• X. Han, L. Zhang, K. Zhou, X. Wang .Deep learning framework DNN with conditional WGAN for protein solubility prediction .[J] arXiv preprint arXiv:1811.07140.
• Jianlin Su .GAN-QP: A Novel GAN Framework without Gradient Vanishing and Lipschitz Constraint .[J] arXiv preprint arXiv:1811.07296.
• Haoran You, Yu Cheng, Tianheng Cheng, Chunliang Li, Pan Zhou .Bayesian CycleGAN via Marginalizing Latent Sampling .[J] arXiv preprint arXiv:1811.07465.
• Pavel Ostyakov, Roman Suvorov, Elizaveta Logacheva, Oleg Khomenko, Sergey I. Nikolenko .SEIGAN: Towards Compositional Image Generation by Simultaneously Learning to Segment, Enhance, and Inpaint .[J] arXiv preprint arXiv:1811.07630.
• Fei Peng, Le-bing Zhang, Min Long .FD-GAN: Face-demorphing generative adversarial network for restoring accomplice's facial image .[J] arXiv preprint arXiv:1811.07665.
• Anton S. Becker, Lukas Jendele, Ondrej Skopek, Nicole Berger, Soleen Ghafoor, Magda Marcon, Ender Konukoglu .Injecting and removing malignant features in mammography with CycleGAN: Investigation of an automated adversarial attack using neural networks .[J] arXiv preprint arXiv:1811.07767.
• Hongyang Zhang, Susu Xu, Jiantao Jiao, Pengtao Xie, Ruslan Salakhutdinov, Eric P. Xing .Stackelberg GAN: Towards Provable Minimax Equilibrium via Multi-Generator Architectures .[J] arXiv preprint arXiv:1811.08010.
• Safwan Hossain, Kiarash Jamali, Yuchen Li, Frank Rudzicz .ChainGAN: A sequential approach to GANs .[J] arXiv preprint arXiv:1811.08081.
• Donghui Sun, Qing Zhang, Jun Yang .Pyramid Embedded Generative Adversarial Network for Automated Font Generation .[J] arXiv preprint arXiv:1811.08106.
• Ning Yu, Larry Davis, Mario Fritz .Attributing Fake Images to GANs: Analyzing Fingerprints in Generated Images .[J] arXiv preprint arXiv:1811.08180.
• S. Mohammad Mostafavi I., Lin Wang, Yo-Sung Ho, Kuk-Jin Yoon .Event-based High Dynamic Range Image and Very High Frame Rate Video Generation using Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.08230.
• Giorgia Ramponi, Pavlos Protopapas, Marco Brambilla, Ryan Janssen .T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling .[J] arXiv preprint arXiv:1811.08295.
• Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura, Timo Bremer .MimicGAN: Corruption-Mimicking for Blind Image Recovery & Adversarial Defense .[J] arXiv preprint arXiv:1811.08484.
• Soumya Shubhra Ghosh, Yang Hua, Sankha Subhra Mukherjee, Neil Robertson .IEGAN: Multi-purpose Perceptual Quality Image Enhancement Using Generative Adversarial Network .[J] arXiv preprint arXiv:1811.09134.
• Xiandong Meng, Xuan Deng, Shuyuan Zhu, Shuaicheng Liu, Chuan Wang, Chen Chen, Bing Zeng .MGANet: A Robust Model for Quality Enhancement of Compressed Video .[J] arXiv preprint arXiv:1811.09150.
• Masaki Saito, Shunta Saito .TGANv2: Efficient Training of Large Models for Video Generation with Multiple Subsampling Layers .[J] arXiv preprint arXiv:1811.09245.
• Mengyu Chu, You Xie, Laura Leal-Taixé, Nils Thuerey .Temporally Coherent GANs for Video Super-Resolution (TecoGAN) .[J] arXiv preprint arXiv:1811.09393.
• Yipeng Qin, Niloy Mitra, Peter Wonka .Do GAN Loss Functions Really Matter? .[J] arXiv preprint arXiv:1811.09567.
• Sicong Huang, Qiyang Li, Cem Anil, Xuchan Bao, Sageev Oore, Roger B. Grosse .TimbreTron: A WaveNet(CycleGAN(CQT(Audio))) Pipeline for Musical Timbre Transfer .[J] arXiv preprint arXiv:1811.09620.
• Siddique Latif, Muhammad Asim, Muhammad Usman, Junaid Qadir, Rajib Rana .Automating Motion Correction in Multishot MRI Using Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.09750.
• Liangjian Chen, Shih-Yao Lin, Yusheng Xie, Hui Tang, Yufan Xue, Xiaohui Xie, Yen-Yu Lin, Wei Fan .Generating Realistic Training Images Based on Tonality-Alignment Generative Adversarial Networks for Hand Pose Estimation .[J] arXiv preprint arXiv:1811.09916.
• Dong Liang, Rui Wang, Xiaowei Tian, Cong Zou .PCGAN: Partition-Controlled Human Image Generation .[J] arXiv preprint arXiv:1811.09928.
• Yichun Shi, Debayan Deb, Anil K. Jain .WarpGAN: Automatic Caricature Generation .[J] arXiv preprint arXiv:1811.10100.
• Mina Rezaei, Haojin Yang, Christoph Meinel .Multi-Task Generative Adversarial Network for Handling Imbalanced Clinical Data .[J] arXiv preprint arXiv:1811.10419.
• Qunwei Li, Bhavya Kailkhura, Rushil Anirudh, Yi Zhou, Yingbin Liang, Pramod Varshney .MR-GAN: Manifold Regularized Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.10427.
• BingZhang Hu, Yan Gao, Yu Guan, Yang Long, Nicholas Lane, Thomas Ploetz .Robust Cross-View Gait Identification with Evidence: A Discriminant Gait GAN (DiGGAN) Approach on 10000 People .[J] arXiv preprint arXiv:1811.10493.
• David Bau, Jun-Yan Zhu, Hendrik Strobelt, Bolei Zhou, Joshua B. Tenenbaum, William T. Freeman, Antonio Torralba .GAN Dissection: Visualizing and Understanding Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.10597.
• Christopher Bowles, Roger Gunn, Alexander Hammers, Daniel Rueckert .GANsfer Learning: Combining labelled and unlabelled data for GAN based data augmentation .[J] arXiv preprint arXiv:1811.10669.
• Shirsendu Sukanta Halder, Kanjar De, Partha Pratim Roy .Perceptual Conditional Generative Adversarial Networks for End-to-End Image Colourization .[J] arXiv preprint arXiv:1811.10801.
• Kevin J Liang, Chunyuan Li, Guoyin Wang, Lawrence Carin .Generative Adversarial Network Training is a Continual Learning Problem .[J] arXiv preprint arXiv:1811.11083.
• Krishna Kumar Singh, Utkarsh Ojha, Yong Jae Lee .FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery .[J] arXiv preprint arXiv:1811.11155.
• Takuhiro Kaneko, Yoshitaka Ushiku, Tatsuya Harada .Class-Distinct and Class-Mutual Image Generation with GANs .[J] arXiv preprint arXiv:1811.11163.
• Takuhiro Kaneko, Yoshitaka Ushiku, Tatsuya Harada .Label-Noise Robust Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.11165.
• Ting Chen, Xiaohua Zhai, Marvin Ritter, Mario Lucic, Neil Houlsby .Self-Supervised Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.11212.
• Lei Xu, Kalyan Veeramachaneni .Synthesizing Tabular Data using Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.11264.
• Richard T. Marriott, Sami Romdhani, Liming Chen .Intra-class Variation Isolation in Conditional GANs .[J] arXiv preprint arXiv:1811.11296.
• Ryan Turner, Jane Hung, Yunus Saatci, Jason Yosinski .Metropolis-Hastings Generative Adversarial Networks .[J] arXiv preprint arXiv:1811.11357.
• Siddique Latif, Rajib Rana, Junaid Qadir .Adversarial Machine Learning And Speech Emotion Recognition: Utilizing Generative Adversarial Networks For Robustness .[J] arXiv preprint arXiv:1811.11402.
• Maciej Zamorski, Maciej Zięba .Semi-supervised learning with Bidirectional GANs .[J] arXiv preprint arXiv:1811.11426.
• Jialun Liu .Identity Preserving Generative Adversarial Network for Cross-Domain Person Re-identification .[J] arXiv preprint arXiv:1811.11510.
• K M Arefeen Sultan, Labiba Kanij Rupty, Nahidul Islam Pranto, Sayed Khan Shuvo, Mohammad Imrul Jubair .Cartoon-to-real: An Approach to Translate Cartoon to Realistic Images using GAN .[J] arXiv preprint arXiv:1811.11796.
• Ke Li, Jitendra Malik .On the Implicit Assumptions of GANs .[J] arXiv preprint arXiv:1811.12402.
• Garoe Dorta, Sara Vicente, Neill D.F. Campbell, Ivor Simpson .The GAN that Warped: Semantic Attribute Editing with Unpaired Data .[J] arXiv preprint arXiv:1811.12784.
• Tom Schmiedlechner, Ignavier Ng Zhi Yong, Abdullah Al-Dujaili, Erik Hemberg, Una-May O'Reilly .Lipizzaner: A System That Scales Robust Generative Adversarial Network Training .[J] arXiv preprint arXiv:1811.12843.
• Wentian Zhao, Shaojie Wang, Zhihuai Xie, Jing Shi, Chenliang Xu .GAN-EM: GAN based EM learning framework .[J] arXiv preprint arXiv:1812.00335.
• Wenyuan Li, Yunlong Wang, Yong Cai, Corey Arnold, Emily Zhao, Yilian Yuan .Semi-supervised Rare Disease Detection Using Generative Adversarial Network .[J] arXiv preprint arXiv:1812.00547.
• Lijun Zhang, Yujin Zhang, Yongbin Gao .A Wasserstein GAN model with the total variational regularization .[J] arXiv preprint arXiv:1812.00810.
• Saúl Alonso-Monsalve, Leigh H. Whitehead .Image-based model parameter optimisation using Model-Assisted Generative Adversarial Networks .[J] arXiv preprint arXiv:1812.00879.
• Yijie Guo, Junhyuk Oh, Satinder Singh, Honglak Lee .Generative Adversarial Self-Imitation Learning .[J] arXiv preprint arXiv:1812.00950.
• Patricia Vitoria, Joan Sintes, Coloma Ballester .Semantic Image Inpainting Through Improved Wasserstein Generative Adversarial Networks .[J] arXiv preprint arXiv:1812.01071.
• Yujun Shen, Bolei Zhou, Ping Luo, Xiaoou Tang .FaceFeat-GAN: a Two-Stage Approach for Identity-Preserving Face Synthesis .[J] arXiv preprint arXiv:1812.01288.
• Samuel G. Finlayson, Hyunkwang Lee, Isaac S. Kohane, Luke Oakden-Rayner .Towards generative adversarial networks as a new paradigm for radiology education .[J] arXiv preprint arXiv:1812.01547.
• Tatsuki Koga, Naoki Nonaka, Jun Sakuma, Jun Seita .General-to-Detailed GAN for Infrequent Class Medical Images .[J] arXiv preprint arXiv:1812.01690.
• Sebastian Bujwid, Miquel Martí, Hossein Azizpour, Alessandro Pieropan .GANtruth - an unpaired image-to-image translation method for driving scenarios .[J] arXiv preprint arXiv:1812.01710.
• Mario Rüttgers, Sangseung Lee, Donghyun You .Prediction of typhoon tracks using a generative adversarial network with observational and meteorological data .[J] arXiv preprint arXiv:1812.01943.
• Ruishan Liu, Nicolo Fusi, Lester Mackey .Model Compression with Generative Adversarial Networks .[J] arXiv preprint arXiv:1812.02271.
• Qiao Tian, Bing Yang, Jing Chen, Benlai Tang, Shan Liu .Generative Adversarial Network based Speaker Adaptation for High Fidelity WaveNet Vocoder .[J] arXiv preprint arXiv:1812.02339.
• Ilyass Haloui, Jayant Sen Gupta, Vincent Feuillard .Anomaly detection with Wasserstein GAN .[J] arXiv preprint arXiv:1812.02463.
• Jogendra Nath Kundu, Maharshi Gor, R. Venkatesh Babu .BiHMP-GAN: Bidirectional 3D Human Motion Prediction GAN .[J] arXiv preprint arXiv:1812.02591.
• Yitong Li, Zhe Gan, Yelong Shen, Jingjing Liu, Yu Cheng, Yuexin Wu, Lawrence Carin, David Carlson, Jianfeng Gao .StoryGAN: A Sequential Conditional GAN for Story Visualization .[J] arXiv preprint arXiv:1812.02784.
• Partha Das, Anil S. Baslamisli, Yang Liu, Sezer Karaoglu, Theo Gevers .Color Constancy by GANs: An Experimental Survey .[J] arXiv preprint arXiv:1812.03085.
• Xiangtian Zheng, Bin Wang, Le Xie .Synthetic Dynamic PMU Data Generation: A Generative Adversarial Network Approach .[J] arXiv preprint arXiv:1812.03203.
• Blerta Lindqvist, Shridatt Sugrim, Rauf Izmailov .AutoGAN: Robust Classifier Against Adversarial Attacks .[J] arXiv preprint arXiv:1812.03405.
• Milad Salem, Shayan Taheri, Jiann Shiun Yuan .Anomaly Generation using Generative Adversarial Networks in Host Based Intrusion Detection .[J] arXiv preprint arXiv:1812.04697.
• Dung N. Tran, Trac D. Tran, Lam Nguyen .Generative Adversarial Networks for Recovering Missing Spectral Information .[J] arXiv preprint arXiv:1812.04744.
• Harsh Nilesh Pathak, Xinxin Li, Shervin Minaee, Brooke Cowan .Efficient Super Resolution For Large-Scale Images Using Attentional GAN .[J] arXiv preprint arXiv:1812.04821.
• Shervin Minaee, Amirali Abdolrashidi .Iris-GAN: Learning to Generate Realistic Iris Images Using Convolutional GAN .[J] arXiv preprint arXiv:1812.04822.
• 【StyleGAN&Nvidia】Tero Karras, Samuli Laine, Timo Aila .A Style-Based Generator Architecture for Generative Adversarial Networks .[J] arXiv preprint arXiv:1812.04948.<br>[code: |NVlabs/stylegan|   |neuralnotworklab/stylegan|   |korjusk/stylega|   ]
• He Zhang, Benjamin S. Riggan, Shuowen Hu, Nathaniel J. Short, Vishal M.Patel .Synthesis of High-Quality Visible Faces from Polarimetric Thermal Faces using Generative Adversarial Networks .[J] arXiv preprint arXiv:1812.05155.
• Lu Mi, Macheng Shen, Jingzhao Zhang .A Probe Towards Understanding GAN and VAE Models .[J] arXiv preprint arXiv:1812.05676.
• Fangneng Zhan, Hongyuan Zhu, Shijian Lu .Spatial Fusion GAN for Image Synthesis .[J] arXiv preprint arXiv:1812.05840.
• L. Li, A. Vakanski (University of Idaho, USA) .Generative adversarial networks for generation and classification of physical rehabilitation movement episodes .[J] arXiv preprint arXiv:1812.06307.
• Shuai Yang, Jiaying Liu, Wenjing Wang, Zongming Guo .TET-GAN: Text Effects Transfer via Stylization and Destylization .[J] arXiv preprint arXiv:1812.06384.
• Lili Pan, Shen Cheng, Jian Liu, Yazhou Ren, Zenglin Xu .Latent Dirichlet Allocation in Generative Adversarial Networks .[J] arXiv preprint arXiv:1812.06571.
• Harshala Gammulle, Simon Denman, Sridha Sridharan, Clinton Fookes .Multi-Level Sequence GAN for Group Activity Recognition .[J] arXiv preprint arXiv:1812.07124.
• Tharindu Fernando, Simon Denman, Sridha Sridharan, Clinton Fookes .GD-GAN: Generative Adversarial Networks for Trajectory Prediction and Group Detection in Crowds .[J] arXiv preprint arXiv:1812.07667.
• Holly Grimm .Training on Art Composition Attributes to Influence CycleGAN Art Generation .[J] arXiv preprint arXiv:1812.07710.
• Rahul Dey, Felix Juefei-Xu, Vishnu Naresh Boddeti, Marios Savvides .RankGAN: A Maximum Margin Ranking GAN for Generating Faces .[J] arXiv preprint arXiv:1812.08196.
• Scott McCloskey, Michael Albright .Detecting GAN-generated Imagery using Color Cues .[J] arXiv preprint arXiv:1812.08247.
• Yu Cheng, Zhe Gan, Yitong Li, Jingjing Liu, Jianfeng Gao .Sequential Attention GAN for Interactive Image Editing via Dialogue .[J] arXiv preprint arXiv:1812.08352.
• Eric Laloy, Niklas Linde, Cyprien Ruffino, Romain Hérault, Gilles Gasso, Diedrik Jacques .Gradient-based deterministic inversion of geophysical data with Generative Adversarial Networks: is it feasible? .[J] arXiv preprint arXiv:1812.09140.
• Aaron Babier, Rafid Mahmood, Andrea L. McNiven, Adam Diamant, Timothy C. Y. Chan .Knowledge-based automated planning with three-dimensional generative adversarial networks .[J] arXiv preprint arXiv:1812.09309.
• WenTing Chen, Xinpeng Xie, Xi Jia, Linlin Shen .Texture Deformation Based Generative Adversarial Networks for Face Editing .[J] arXiv preprint arXiv:1812.09832.
• Wei Wang, Yuan Sun, Saman Halgamuge .Improving MMD-GAN Training with Repulsive Loss Function .[J] arXiv preprint arXiv:1812.09916.
• Bappaditya Mandal, N. B. Puhan, Avijit Verma .Deep Convolutional Generative Adversarial Network Based Food Recognition Using Partially Labeled Data .[J] arXiv preprint arXiv:1812.10179.
• Aria Rezaei, Chaowei Xiao, Jie Gao, Bo Li .Protecting Sensitive Attributes via Generative Adversarial Networks .[J] arXiv preprint arXiv:1812.10193.
• Shervin Minaee, Amirali Abdolrashidi .Finger-GAN: Generating Realistic Fingerprint Images Using Connectivity Imposed GAN .[J] arXiv preprint arXiv:1812.10482.
• Shayne O'Brien, Matt Groh, Abhimanyu Dubey .Evaluating Generative Adversarial Networks on Explicitly Parameterized Distributions .[J] arXiv preprint arXiv:1812.10782.
• 【InstaGAN】Sangwoo Mo, Minsu Cho, Jinwoo Shin .InstaGAN: Instance-aware Image-to-Image Translation .[J] arXiv preprint arXiv:1812.10889.<br>[code:sangwoomo/instagan]
• Haoming Jiang, Zhehui Chen, Minshuo Chen, Feng Liu, Dingding Wang, Tuo Zhao .On Computation and Generalization of GANs with Spectrum Control .[J] arXiv preprint arXiv:1812.10912.
• Moran Rubin, Omer Stein, Nir A. Turko, Yoav Nygate, Darina Roitshtain, Lidor Karako, Itay Barnea, Raja Giryes, Natan T. Shaked .TOP-GAN: Label-Free Cancer Cell Classification Using Deep Learning with a Small Training Set .[J] arXiv preprint arXiv:1812.11006.
• Irina Sanchez, Veronica Vilaplana .Brain MRI super-resolution using 3D generative adversarial networks .[J] arXiv preprint arXiv:1812.11440.
• Francesco Marra, Diego Gragnaniello, Luisa Verdoliva, Giovanni Poggi .Do GANs leave artificial fingerprints? .[J] arXiv preprint arXiv:1812.11842.

2019

• Kamyar Nazeri, Eric Ng, Tony Joseph, Faisal Z. Qureshi, Mehran Ebrahimi .EdgeConnect: Generative Image Inpainting with Adversarial Edge Learning .[J] arXiv preprint arXiv:1901.00212.
• Jonathan Romero, Alan Aspuru-Guzik .Variational quantum generators: Generative adversarial quantum machine learning for continuous distributions .[J] arXiv preprint arXiv:1901.00848.
• Quan Yuan, Junxia Li, Lingwei Zhang, Zhefu Wu, Guangyu Liu .Blind Motion Deblurring with Cycle Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.01641.
• Guohao Ying, Yingtian Zou, Lin Wan, Yiming Hu, Jiashi Feng .Better Guider Predicts Future Better: Difference Guided Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.01649.
• Adriano Koshiyama, Nick Firoozye, Philip Treleaven .Generative Adversarial Networks for Financial Trading Strategies Fine-Tuning and Combination .[J] arXiv preprint arXiv:1901.01751.
• Lorenzo Frigerio, Anderson Santana de Oliveira, Laurent Gomez, Patrick Duverger .Differentially Private Generative Adversarial Networks for Time Series, Continuous, and Discrete Open Data .[J] arXiv preprint arXiv:1901.02477.
• Stephanie Ger, Diego Klabjan .Autoencoders and Generative Adversarial Networks for Anomaly Detection for Sequences .[J] arXiv preprint arXiv:1901.02514.
• Constantinos Papayiannis, Christine Evers, Patrick A. Naylor .Data Augmentation of Room Classifiers using Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.03257.
• Jin Zhu, Guang Yang, Pietro Lio .How Can We Make GAN Perform Better in Single Medical Image Super-Resolution? A Lesion Focused Multi-Scale Approach .[J] arXiv preprint arXiv:1901.03419.
• Jiaxing Tan, Longlong Jing, Yumei Huo, Yingli Tian, Oguz Akin .LGAN: Lung Segmentation in CT Scans Using Generative Adversarial Network .[J] arXiv preprint arXiv:1901.03473.
• Kishan Babu Kancharagunta, Shiv Ram Dubey .CSGAN: Cyclic-Synthesized Generative Adversarial Networks for Image-to-Image Transformation .[J] arXiv preprint arXiv:1901.03554.
• Yisroel Mirsky, Tom Mahler, Ilan Shelef, Yuval Elovici .CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning .[J] arXiv preprint arXiv:1901.03597.
• Kevin Alex Zhang, Alfredo Cuesta-Infante, Lei Xu, Kalyan Veeramachaneni .SteganoGAN: High Capacity Image Steganography with GANs .[J] arXiv preprint arXiv:1901.03892.
• Jingwei Gan, Pai Liu, Rajan K. Chakrabarty .Introducing a Generative Adversarial Network Model for Lagrangian Trajectory Simulation .[J] arXiv preprint arXiv:1901.03960.
• Zhaoyang Xu, Carlos Fernández Moro, Béla Bozóky, Qianni Zhang .GAN-based Virtual Re-Staining: A Promising Solution for Whole Slide Image Analysis .[J] arXiv preprint arXiv:1901.04059.
• Omry Sendik, Dani Lischinski, Daniel CohenOr .XNet: GAN Latent Space Constraints .[J] arXiv preprint arXiv:1901.04530.
• Hao Tang, Dan Xu, Wei Wang, Yan Yan, Nicu Sebe .Dual Generator Generative Adversarial Networks for Multi-Domain Image-to-Image Translation .[J] arXiv preprint arXiv:1901.04604.
• Saber Malekzadeh, Maryam Samami, Shahla RezazadehAzar, Maryam Rayegan .Classical Music Generation in Distinct Dastgahs with AlimNet ACGAN .[J] arXiv preprint arXiv:1901.04696.
• Dan Li, Dacheng Chen, Lei Shi, Baihong Jin, Jonathan Goh, See-Kiong Ng .MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.04997.
• Xilei Cao, Gurupraanesh Raman, Gururaghav Raman, Jimmy Chih-Hsien Peng .Generative Adversarial Networks for Real-time Stability of Inverter-based Systems .[J] arXiv preprint arXiv:1901.05114.
• Bodo Kaiser, Shadi Albarqouni .MRI to CT Translation with GANs .[J] arXiv preprint arXiv:1901.05259.
• Bobak Hashemi, Nick Amin, Kaustuv Datta, Dominick Olivito, Maurizio Pierini .LHC analysis-specific datasets with Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.05282.
• Hugo Oliveira, Edemir Ferreira, Jefersson A. dos Santos .Conditional Domain Adaptation GANs for Biomedical Image Segmentation .[J] arXiv preprint arXiv:1901.05553.
• S. Kida, S. Kaji, K. Nawa, T. Imae, T. Nakamoto, S. Ozaki, T. Ohta, Y. Nozawa, K. Nakagawa .Cone-beam CT to Planning CT synthesis using generative adversarial networks .[J] arXiv preprint arXiv:1901.05773.
• Zhuang Qian, Kaizhu Huang, Qiufeng Wang, Jimin Xiao, Rui Zhang .Generative Adversarial Classifier for Handwriting Characters Super-Resolution .[J] arXiv preprint arXiv:1901.06199.
• Oleksandr Bailo, DongShik Ham, Young Min Shin .Red blood cell image generation for data augmentation using Conditional Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.06219.
• Gil Shamai, Ron Slossberg, Ron Kimmel .Synthesizing facial photometries and corresponding geometries using generative adversarial networks .[J] arXiv preprint arXiv:1901.06551.
• Yuting Jia, Qinqin Zhang, Weinan Zhang, Xinbing Wang .CommunityGAN: Community Detection with Generative Adversarial Nets .[J] arXiv preprint arXiv:1901.06631.
• Uddeshya Upadhyay, Arjun Jain .Removal of Batch Effects using Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.06654.
• Jianan Li, Jimei Yang, Aaron Hertzmann, Jianming Zhang, Tingfa Xu .LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators .[J] arXiv preprint arXiv:1901.06767.
• Kentaro Fukamizu, Masaaki Kondo, Ryuichi Sakamoto .Generation High resolution 3D model from natural language by Generative Adversarial Network .[J] arXiv preprint arXiv:1901.07165.
• Yunfeng Lin, Jiangbei Li, Hanjing Wang .DCNN-GAN: Reconstructing Realistic Image from fMRI .[J] arXiv preprint arXiv:1901.07368.
• Hongyu Yang, Di Huang, Yunhong Wang, Anil K. Jain .Learning Continuous Face Age Progression: A Pyramid of GANs .[J] arXiv preprint arXiv:1901.07528.
• Yeu-Chern Harn, Zhenghao Chen, Vladimir Jojic .Composition and decomposition of GANs .[J] arXiv preprint arXiv:1901.07667.
• M.-H. Herman Shen, Liang Chen .A New CGAN Technique for Constrained Topology Design Optimization .[J] arXiv preprint arXiv:1901.07675.
• Byeongkeun Kang, Subarna Tripathi, Truong Q. Nguyen .Toward Joint Image Generation and Compression using Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.07838.
• Matteo Fabbri, Guido Borghi, Fabio Lanzi, Roberto Vezzani, Simone Calderara, Rita Cucchiara .Domain Translation with Conditional GANs: from Depth to RGB Face-to-Face .[J] arXiv preprint arXiv:1901.08101.
• Matthew Amodio, Smita Krishnaswamy .Generating and Aligning from Data Geometries with Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.08177.
• Peiqi Wang, Dongsheng Wang, Yu Ji, Xinfeng Xie, Haoxuan Song, XuXin Liu, Yongqiang Lyu, Yuan Xie .QGAN: Quantized Generative Adversarial Networks .[J] arXiv preprint arXiv:1901.08263.
• Philipp Seeböck, David Romo-Bucheli, Sebastian Waldstein, Hrvoje Bogunović, José Ignacio Orlando, Bianca S. Gerendas, Georg Langs, Ursula Schmidt-Erfurth .Using CycleGANs for effectively reducing image variability across OCT devices and improving retinal fluid segmentation .[J] arXiv preprint arXiv:1901.08379.
• Frank Zijlstra, Koen Willemsen, Mateusz C. Florkow, Ralph J.B. Sakkers, Harrie H. Weinans, Bart C.H. van der Wal, Marijn van Stralen, Peter R. Seevinck .CT synthesis from MR images for orthopedic applications in the lower arm using a conditional generative adversarial network .[J] arXiv preprint arXiv:1901.08449.
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