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Title Arxiv Official_Code Watches Stars Forks +2014 6 GAN Generative Adversarial Networks https://arxiv.org/abs/1406.2661 https://github.com/goodfeli/adversarial +2014 11 CGAN Conditional Generative Adversarial Nets https://arxiv.org/abs/1411.1784 - +2015 6 LAPGAN Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks https://arxiv.org/abs/1506.05751 https://github.com/facebook/eyescream +2015 11 CatGAN Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks https://arxiv.org/abs/1511.06390v2 - +2015 11 DCGAN Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks https://arxiv.org/abs/1511.06434 https://github.com/Newmu/dcgan_code +2015 12 VAE-GAN Autoencoding beyond pixels using a learned similarity metric https://arxiv.org/abs/1512.09300 - +2016 2 GRAN Generating images with recurrent adversarial networks https://arxiv.org/abs/1602.05110 https://github.com/jiwoongim/GRAN +2016 3 S^2GAN Generative Image Modeling using Style and Structure Adversarial Networks https://arxiv.org/abs/1603.05631v2 - +2016 4 MGAN Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks https://arxiv.org/abs/1604.04382 https://github.com/chuanli11/MGANs +2016 5 BiGAN Adversarial Feature Learning https://arxiv.org/abs/1605.09782v7 - +2016 5 GAN-CLS Generative Adversarial Text to Image Synthesis https://arxiv.org/abs/1605.05396 https://github.com/reedscot/icml2016 +2016 6 ALI Adversarially Learned Inference https://arxiv.org/abs/1606.00704 https://github.com/IshmaelBelghazi/ALI +2016 6 CoGAN Coupled Generative Adversarial Networks https://arxiv.org/abs/1606.07536v2 - +2016 6 Improved GAN Improved Techniques for Training GANs https://arxiv.org/abs/1606.03498 https://github.com/openai/improved-gan +2016 6 InfoGAN InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets https://arxiv.org/abs/1606.03657v1 https://github.com/openai/InfoGAN +2016 6 f-GAN f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization https://arxiv.org/abs/1606.00709 - +2016 7 SketchGAN Adversarial Training For Sketch Retrieval https://arxiv.org/abs/1607.02748 - +2016 9 Context-RNN-GAN Contextual RNN-GANs for Abstract Reasoning Diagram Generation https://arxiv.org/abs/1609.09444 - +2016 9 EBGAN Energy-based Generative Adversarial Network https://arxiv.org/abs/1609.03126v4 - +2016 9 IAN Neural Photo Editing with Introspective Adversarial Networks https://arxiv.org/abs/1609.07093 https://github.com/ajbrock/Neural-Photo-Editor +2016 9 SRGAN Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network https://arxiv.org/abs/1609.04802 - +2016 9 SeqGAN SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient https://arxiv.org/abs/1609.05473v5 https://github.com/LantaoYu/SeqGAN +2016 9 VGAN Generating Videos with Scene Dynamics https://arxiv.org/abs/1609.02612 https://github.com/cvondrick/videogan +2016 9 iGAN Generative Visual Manipulation on the Natural Image Manifold https://arxiv.org/abs/1609.03552v2 https://github.com/junyanz/iGAN +2016 10 3D-GAN Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling https://arxiv.org/abs/1610.07584 https://github.com/zck119/3dgan-release +2016 10 AC-GAN Conditional Image Synthesis With Auxiliary Classifier GANs https://arxiv.org/abs/1610.09585 - +2016 10 AffGAN Amortised MAP Inference for Image Super-resolution https://arxiv.org/abs/1610.04490 - +2016 10 GAWWN Learning What and Where to Draw https://arxiv.org/abs/1610.02454 https://github.com/reedscot/nips2016 +2016 11 b-GAN Generative Adversarial Nets from a Density Ratio Estimation Perspective https://arxiv.org/abs/1610.02920 - +2016 11 C-RNN-GAN C-RNN-GAN: Continuous recurrent neural networks with adversarial training https://arxiv.org/abs/1611.09904 https://github.com/olofmogren/c-rnn-gan/ +2016 11 CC-GAN Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks https://arxiv.org/abs/1611.06430 https://github.com/edenton/cc-gan +2016 11 DTN Unsupervised Cross-Domain Image Generation https://arxiv.org/abs/1611.02200 - +2016 11 GMAN Generative Multi-Adversarial Networks http://arxiv.org/abs/1611.01673 - +2016 11 IcGAN Invertible Conditional GANs for image editing https://arxiv.org/abs/1611.06355 https://github.com/Guim3/IcGAN +2016 11 LSGAN Least Squares Generative Adversarial Networks https://arxiv.org/abs/1611.04076v3 - +2016 11 MV-BiGAN Multi-view Generative Adversarial Networks https://arxiv.org/abs/1611.02019v1 - +2016 11 RenderGAN RenderGAN: Generating Realistic Labeled Data https://arxiv.org/abs/1611.01331 - +2016 11 SAD-GAN SAD-GAN: Synthetic Autonomous Driving using Generative Adversarial Networks https://arxiv.org/abs/1611.08788v1 - +2016 11 SGAN Texture Synthesis with Spatial Generative Adversarial Networks https://arxiv.org/abs/1611.08207 - +2016 11 SSL-GAN Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks https://arxiv.org/abs/1611.06430v1 - +2016 11 TGAN Temporal Generative Adversarial Nets https://arxiv.org/abs/1611.06624v1 - +2016 11 Unrolled GAN Unrolled Generative Adversarial Networks https://arxiv.org/abs/1611.02163 https://github.com/poolio/unrolled_gan +2016 11 VGAN Generative Adversarial Networks as Variational Training of Energy Based Models https://arxiv.org/abs/1611.01799 https://github.com/Shuangfei/vgan +2016 11 pix2pix Image-to-Image Translation with Conditional Adversarial Networks https://arxiv.org/abs/1611.07004 https://github.com/phillipi/pix2pix +2016 12 AL-CGAN Learning to Generate Images of Outdoor Scenes from Attributes and Semantic Layouts https://arxiv.org/abs/1612.00215 - +2016 12 MARTA-GAN Deep Unsupervised Representation Learning for Remote Sensing Images https://arxiv.org/abs/1612.08879 - +2016 12 MDGAN Mode Regularized Generative Adversarial Networks https://arxiv.org/abs/1612.02136 - +2016 12 MPM-GAN Message Passing Multi-Agent GANs https://arxiv.org/abs/1612.01294 - +2016 12 PPGN Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space https://arxiv.org/abs/1612.00005 - +2016 12 PrGAN 3D Shape Induction from 2D Views of Multiple Objects https://arxiv.org/abs/1612.05872 - +2016 12 SGAN Stacked Generative Adversarial Networks https://arxiv.org/abs/1612.04357v4 https://github.com/xunhuang1995/SGAN +2016 12 SimGAN Learning from Simulated and Unsupervised Images through Adversarial Training https://arxiv.org/abs/1612.07828 - +2016 12 StackGAN StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks https://arxiv.org/abs/1612.03242v1 https://github.com/hanzhanggit/StackGAN +2016 12 textGAN Generating Text via Adversarial Training https://zhegan27.github.io/Papers/textGAN_nips2016_workshop.pdf - +2017 1 AdaGAN AdaGAN: Boosting Generative Models https://arxiv.org/abs/1701.02386v1 - +2017 1 ID-CGAN Image De-raining Using a Conditional Generative Adversarial Network https://arxiv.org/abs/1701.05957v3 - +2017 1 LAGAN Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis https://arxiv.org/abs/1701.05927 - +2017 1 LS-GAN Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities https://arxiv.org/abs/1701.06264 - +2017 1 SalGAN SalGAN: Visual Saliency Prediction with Generative Adversarial Networks https://arxiv.org/abs/1701.01081 https://github.com/imatge-upc/saliency-salgan-2017 +2017 1 ViGAN Image Generation and Editing with Variational Info Generative Adversarial Networks https://arxiv.org/abs/1701.04568v1 - +2017 1 WGAN Wasserstein GAN https://arxiv.org/abs/1701.07875v2 https://github.com/martinarjovsky/WassersteinGAN +2017 1 Unim2im Unsupervised Image-to-Image Translation with Generative Adversarial Networks https://arxiv.org/abs/1701.02676 http://github.com/zsdonghao/Unsup-Im2Im +2017 2 ArtGAN ArtGAN: Artwork Synthesis with Conditional Categorial GANs https://arxiv.org/abs/1702.03410 - +2017 2 BS-GAN Boundary-Seeking Generative Adversarial Networks https://arxiv.org/abs/1702.08431v1 - +2017 2 Bayesian GAN Deep and Hierarchical Implicit Models https://arxiv.org/abs/1702.08896 - +2017 2 MalGAN Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN https://arxiv.org/abs/1702.05983v1 - +2017 2 MaliGAN Maximum-Likelihood Augmented Discrete Generative Adversarial Networks https://arxiv.org/abs/1702.07983 - +2017 2 McGAN McGan: Mean and Covariance Feature Matching GAN https://arxiv.org/abs/1702.08398v1 - +2017 2 ST-GAN Style Transfer Generative Adversarial Networks: Learning to Play Chess Differently https://arxiv.org/abs/1702.06762 - +2017 2 WaterGAN WaterGAN: Unsupervised Generative Network to Enable Real-time Color Correction of Monocular Underwater Images https://arxiv.org/abs/1702.07392v1 - +2017 2 acGAN Face Aging With Conditional Generative Adversarial Networks https://arxiv.org/abs/1702.01983 - +2017 3 AEGAN Learning Inverse Mapping by Autoencoder based Generative Adversarial Nets https://arxiv.org/abs/1703.10094 - +2017 3 AM-GAN Activation Maximization Generative Adversarial Nets https://arxiv.org/abs/1703.02000 - +2017 3 AnoGAN Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery https://arxiv.org/abs/1703.05921v1 - +2017 3 BEGAN BEGAN: Boundary Equilibrium Generative Adversarial Networks https://arxiv.org/abs/1703.10717 - +2017 3 CS-GAN Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets https://arxiv.org/abs/1703.04887 - +2017 3 CVAE-GAN CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training https://arxiv.org/abs/1703.10155 - +2017 3 CycleGAN Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks https://arxiv.org/abs/1703.10593 https://github.com/junyanz/CycleGAN +2017 3 DiscoGAN Learning to Discover Cross-Domain Relations with Generative Adversarial Networks https://arxiv.org/abs/1703.05192v1 - +2017 3 GP-GAN GP-GAN: Towards Realistic High-Resolution Image Blending https://arxiv.org/abs/1703.07195 https://github.com/wuhuikai/GP-GAN +2017 3 LR-GAN LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation https://arxiv.org/abs/1703.01560v1 - +2017 3 MIX+GAN Generalization and Equilibrium in Generative Adversarial Nets (GANs) https://arxiv.org/abs/1703.00573v3 - +2017 3 MedGAN Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks https://arxiv.org/abs/1703.06490v1 - +2017 3 RTT-GAN Recurrent Topic-Transition GAN for Visual Paragraph Generation https://arxiv.org/abs/1703.07022v2 - +2017 3 SEGAN SEGAN: Speech Enhancement Generative Adversarial Network https://arxiv.org/abs/1703.09452v1 - +2017 3 SeGAN SeGAN: Segmenting and Generating the Invisible https://arxiv.org/abs/1703.10239 - +2017 3 SGAN Steganographic Generative Adversarial Networks https://arxiv.org/abs/1703.05502 - +2017 3 TAC-GAN TAC-GAN - Text Conditioned Auxiliary Classifier Generative Adversarial Network https://arxiv.org/abs/1703.06412v2 https://github.com/dashayushman/TAC-GAN +2017 3 Triple-GAN Triple Generative Adversarial Nets https://arxiv.org/abs/1703.02291v2 - +2017 3 UNIT Unsupervised Image-to-image Translation Networks https://arxiv.org/abs/1703.00848 https://github.com/mingyuliutw/UNIT +2017 4 DualGAN DualGAN: Unsupervised Dual Learning for Image-to-Image Translation https://arxiv.org/abs/1704.02510v1 - +2017 4 FF-GAN Towards Large-Pose Face Frontalization in the Wild https://arxiv.org/abs/1704.06244 - +2017 4 GoGAN Gang of GANs: Generative Adversarial Networks with Maximum Margin Ranking https://arxiv.org/abs/1704.04865 - +2017 4 MAD-GAN Multi-Agent Diverse Generative Adversarial Networks https://arxiv.org/abs/1704.02906 - +2017 4 MAGAN MAGAN: Margin Adaptation for Generative Adversarial Networks https://arxiv.org/abs/1704.03817v1 - +2017 4 SL-GAN Semi-Latent GAN: Learning to generate and modify facial images from attributes https://arxiv.org/abs/1704.02166 - +2017 4 Softmax GAN Softmax GAN https://arxiv.org/abs/1704.06191 - +2017 4 TAN Outline Colorization through Tandem Adversarial Networks https://arxiv.org/abs/1704.08834 - +2017 4 TP-GAN Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis https://arxiv.org/abs/1704.04086 - +2017 4 VariGAN Multi-View Image Generation from a Single-View https://arxiv.org/abs/1704.04886 - +2017 4 VAW-GAN Voice Conversion from Unaligned Corpora using Variational Autoencoding Wasserstein Generative Adversarial Networks https://arxiv.org/abs/1704.00849 - +2017 4 WGAN-GP Improved Training of Wasserstein GANs https://arxiv.org/abs/1704.00028 https://github.com/igul222/improved_wgan_training +2017 4 β-GAN Annealed Generative Adversarial Networks https://arxiv.org/abs/1705.07505 - +2017 5 Bayesian GAN Bayesian GAN https://arxiv.org/abs/1705.09558 https://github.com/andrewgordonwilson/bayesgan/ +2017 5 CaloGAN CaloGAN: Simulating 3D High Energy Particle Showers in Multi-Layer Electromagnetic Calorimeters with Generative Adversarial Networks https://arxiv.org/abs/1705.02355 https://github.com/hep-lbdl/CaloGAN +2017 5 Conditional cycleGAN Conditional CycleGAN for Attribute Guided Face Image Generation https://arxiv.org/abs/1705.09966 - +2017 5 Cramèr GAN The Cramer Distance as a Solution to Biased Wasserstein Gradients https://arxiv.org/abs/1705.10743 - +2017 5 DRAGAN How to Train Your DRAGAN https://arxiv.org/abs/1705.07215 https://github.com/kodalinaveen3/DRAGAN +2017 5 ED//GAN Stabilizing Training of Generative Adversarial Networks through Regularization https://arxiv.org/abs/1705.09367 - +2017 5 EGAN Enhanced Experience Replay Generation for Efficient Reinforcement Learning https://arxiv.org/abs/1705.08245 - +2017 5 Fisher GAN Fisher GAN https://arxiv.org/abs/1705.09675 - +2017 5 Flow-GAN Flow-GAN: Bridging implicit and prescribed learning in generative models https://arxiv.org/abs/1705.08868 - +2017 5 GeneGAN GeneGAN: Learning Object Transfiguration and Attribute Subspace from Unpaired Data https://arxiv.org/abs/1705.04932 https://github.com/Prinsphield/GeneGAN +2017 5 Geometric GAN Geometric GAN https://arxiv.org/abs/1705.02894 - +2017 5 MMD-GAN MMD GAN: Towards Deeper Understanding of Moment Matching Network https://arxiv.org/abs/1705.08584 https://github.com/dougalsutherland/opt-mmd +2017 5 ORGAN Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models https://arxiv.org/abs/1705.10843 - +2017 5 PSGAN Learning Texture Manifolds with the Periodic Spatial GAN http://arxiv.org/abs/1705.06566 - +2017 5 Pose-GAN The Pose Knows: Video Forecasting by Generating Pose Futures https://arxiv.org/abs/1705.00053 - +2017 5 RankGAN Adversarial Ranking for Language Generation https://arxiv.org/abs/1705.11001 - +2017 5 RPGAN Stabilizing GAN Training with Multiple Random Projections https://arxiv.org/abs/1705.07831 https://github.com/ayanc/rpgan +2017 5 RWGAN Relaxed Wasserstein with Applications to GANs https://arxiv.org/abs/1705.07164 - +2017 5 SBADA-GAN From source to target and back: symmetric bi-directional adaptive GAN https://arxiv.org/abs/1705.08824 - +2017 5 SD-GAN Semantically Decomposing the Latent Spaces of Generative Adversarial Networks https://arxiv.org/abs/1705.07904 - +2017 5 VEEGAN VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning https://arxiv.org/abs/1705.07761 https://github.com/akashgit/VEEGAN +2017 5 WS-GAN Weakly Supervised Generative Adversarial Networks for 3D Reconstruction https://arxiv.org/abs/1705.10904 - +2017 5 IRGAN IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval models https://arxiv.org/abs/1705.10513v1 - +2017 5 DR-GAN Representation Learning by Rotating Your Faces https://arxiv.org/abs/1705.11136 - +2017 6 α-GAN Variational Approaches for Auto-Encoding Generative Adversarial Networks https://arxiv.org/abs/1706.04987 https://github.com/victor-shepardson/alpha-GAN +2017 6 ARAE Adversarially Regularized Autoencoders for Generating Discrete Structures https://arxiv.org/abs/1706.04223 https://github.com/jakezhaojb/ARAE +2017 6 BCGAN Bayesian Conditional Generative Adverserial Networks https://arxiv.org/abs/1706.05477 - +2017 6 CAN "CAN: Creative Adversarial Networks, Generating Art by Learning About Styles and Deviating from Style Norms" https://arxiv.org/abs/1706.07068 - +2017 6 Chekhov GAN An Online Learning Approach to Generative Adversarial Networks https://arxiv.org/abs/1706.03269 - +2017 6 crVAE-GAN Channel-Recurrent Variational Autoencoders https://arxiv.org/abs/1706.03729 - +2017 6 DeliGAN DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data https://arxiv.org/abs/1706.02071 https://github.com/val-iisc/deligan +2017 6 DistanceGAN One-Sided Unsupervised Domain Mapping https://arxiv.org/abs/1706.00826 - +2017 6 DSP-GAN Depth Structure Preserving Scene Image Generation https://arxiv.org/abs/1706.00212 - +2017 6 Dualing GAN Dualing GANs https://arxiv.org/abs/1706.06216 - +2017 6 Fila-GAN Synthesizing Filamentary Structured Images with GANs https://arxiv.org/abs/1706.02185 - +2017 6 GANCS Deep Generative Adversarial Networks for Compressed Sensing Automates MRI https://arxiv.org/abs/1706.00051 - +2017 6 GMM-GAN Towards Understanding the Dynamics of Generative Adversarial Networks https://arxiv.org/abs/1706.09884 - +2017 6 IWGAN On Unifying Deep Generative Models https://arxiv.org/abs/1706.00550 - +2017 6 PAN Perceptual Adversarial Networks for Image-to-Image Transformation https://arxiv.org/abs/1706.09138 - +2017 6 Perceptual GAN Perceptual Generative Adversarial Networks for Small Object Detection https://arxiv.org/abs/1706.05274 - +2017 6 PixelGAN PixelGAN Autoencoders https://arxiv.org/abs/1706.00531 - +2017 6 RCGAN Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs https://arxiv.org/abs/1706.02633 - +2017 6 RNN-WGAN Language Generation with Recurrent Generative Adversarial Networks without Pre-training https://arxiv.org/abs/1706.01399 https://github.com/amirbar/rnn.wgan +2017 6 SegAN SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation https://arxiv.org/abs/1706.01805 - +2017 6 TextureGAN TextureGAN: Controlling Deep Image Synthesis with Texture Patches https://arxiv.org/abs/1706.02823 - +2017 7 3D-IWGAN Improved Adversarial Systems for 3D Object Generation and Reconstruction https://arxiv.org/abs/1707.09557 https://github.com/EdwardSmith1884/3D-IWGAN +2017 7 AE-GAN AE-GAN: adversarial eliminating with GAN https://arxiv.org/abs/1707.05474 - +2017 7 AlignGAN AlignGAN: Learning to Align Cross-Domain Images with Conditional Generative Adversarial Networks https://arxiv.org/abs/1707.01400 - +2017 7 APE-GAN APE-GAN: Adversarial Perturbation Elimination with GAN https://arxiv.org/abs/1707.05474 - +2017 7 ARDA Adversarial Representation Learning for Domain Adaptation https://arxiv.org/abs/1707.01217 - +2017 7 DAN Distributional Adversarial Networks https://arxiv.org/abs/1706.09549 - +2017 7 l-GAN Representation Learning and Adversarial Generation of 3D Point Clouds https://arxiv.org/abs/1707.02392 - +2017 7 LD-GAN Linear Discriminant Generative Adversarial Networks https://arxiv.org/abs/1707.07831 - +2017 7 LeGAN Likelihood Estimation for Generative Adversarial Networks https://arxiv.org/abs/1707.07530 - +2017 7 MMGAN MMGAN: Manifold Matching Generative Adversarial Network for Generating Images https://arxiv.org/abs/1707.08273 - +2017 7 MoCoGAN MoCoGAN: Decomposing Motion and Content for Video Generation https://arxiv.org/abs/1707.04993 https://github.com/sergeytulyakov/mocogan +2017 7 ResGAN Generative Adversarial Network based on Resnet for Conditional Image Restoration https://arxiv.org/abs/1707.04881 - +2017 7 SSGAN SSGAN: Secure Steganography Based on Generative Adversarial Networks https://arxiv.org/abs/1707.01613 - +2017 7 ss-InfoGAN Guiding InfoGAN with Semi-Supervision https://arxiv.org/abs/1707.04487 - +2017 7 SteinGAN Learning Deep Energy Models: Contrastive Divergence vs. Amortized MLE https://arxiv.org/abs/1707.00797 - +2017 7 VRAL Variance Regularizing Adversarial Learning https://arxiv.org/abs/1707.00309 - +2017 7 SisGAN Semantic Image Synthesis via Adversarial Learning https://arxiv.org/abs/1707.06873 - +2017 8 3D-RecGAN 3D Object Reconstruction from a Single Depth View with Adversarial Learning https://arxiv.org/abs/1708.07969 https://github.com/Yang7879/3D-RecGAN +2017 8 ABC-GAN ABC-GAN: Adaptive Blur and Control for improved training stability of Generative Adversarial Networks https://drive.google.com/file/d/0B3wEP_lEl0laVTdGcHE2VnRiMlE/view https://github.com/IgorSusmelj/ABC-GAN +2017 8 ASDL-GAN Automatic Steganographic Distortion Learning Using a Generative Adversarial Network https://ieeexplore.ieee.org/document/8017430/ - +2017 8 BGAN Binary Generative Adversarial Networks for Image Retrieval https://arxiv.org/abs/1708.04150 https://github.com/htconquer/BGAN +2017 8 CDcGAN Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network https://arxiv.org/abs/1708.09105 - +2017 8 CGAN Controllable Generative Adversarial Network https://arxiv.org/abs/1708.00598 - +2017 8 constrast-GAN Generative Semantic Manipulation with Contrasting GAN https://arxiv.org/abs/1708.00315 - +2017 8 Coulomb GAN Coulomb GANs: Provably Optimal Nash Equilibria via Potential Fields https://arxiv.org/abs/1708.08819 - +2017 8 DM-GAN Dual Motion GAN for Future-Flow Embedded Video Prediction https://arxiv.org/abs/1708.00284 - +2017 8 GAN-sep GANs for Biological Image Synthesis https://arxiv.org/abs/1708.04692 https://github.com/aosokin/biogans +2017 8 GAN-VFS Generative Adversarial Network-based Synthesis of Visible Faces from Polarimetric Thermal Faces https://arxiv.org/abs/1708.02681 - +2017 8 MGGAN Multi-Generator Generative Adversarial Nets https://arxiv.org/abs/1708.02556 - +2017 8 PGAN Probabilistic Generative Adversarial Networks https://arxiv.org/abs/1708.01886 - +2017 8 SS-GAN Semi-supervised Conditional GANs https://arxiv.org/abs/1708.05789 - +2017 8 SN-GAN Spectral Normalization for Generative Adversarial Networks https://drive.google.com/file/d/0B8HZ50DPgR3eSVV6YlF3XzQxSjQ/view https://github.com/pfnet-research/chainer-gan-lib +2017 8 VIGAN VIGAN: Missing View Imputation with Generative Adversarial Networks https://arxiv.org/abs/1708.06724 - +2017 9 ARIGAN ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network https://arxiv.org/abs/1709.00938 - +2017 9 CausalGAN CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training https://arxiv.org/abs/1709.02023 - +2017 9 D2GAN Dual Discriminator Generative Adversarial Nets http://arxiv.org/abs/1709.03831 - +2017 9 ExprGAN ExprGAN: Facial Expression Editing with Controllable Expression Intensity https://arxiv.org/abs/1709.03842 - +2017 9 GAMN Generative Adversarial Mapping Networks https://arxiv.org/abs/1709.09820 - +2017 9 GraspGAN Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping https://arxiv.org/abs/1709.07857 - +2017 9 LDAN Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Face Images https://arxiv.org/abs/1709.01993 - +2017 9 LeakGAN Long Text Generation via Adversarial Training with Leaked Information https://arxiv.org/abs/1709.08624 - +2017 9 MD-GAN Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks https://arxiv.org/abs/1709.07592 - +2017 9 MuseGAN MuseGAN: Symbolic-domain Music Generation and Accompaniment with Multi-track Sequential Generative Adversarial Networks https://arxiv.org/abs/1709.06298 - +2017 9 OptionGAN OptionGAN: Learning Joint Reward-Policy Options using Generative Adversarial Inverse Reinforcement Learning https://arxiv.org/abs/1709.06683 - +2017 9 PassGAN PassGAN: A Deep Learning Approach for Password Guessing https://arxiv.org/abs/1709.00440 - +2017 9 RefineGAN Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks https://arxiv.org/abs/1709.00753 - +2017 9 Splitting GAN Class-Splitting Generative Adversarial Networks https://arxiv.org/abs/1709.07359 - +2017 9 Δ-GAN Triangle Generative Adversarial Networks https://arxiv.org/abs/1709.06548 - +2017 9 ExposureGAN Exposure: A White-Box Photo Post-Processing Framework https://arxiv.org/abs/1709.09602 https://github.com/yuanming-hu/exposure +2017 10 CM-GAN CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning https://arxiv.org/abs/1710.05106 - +2017 10 GAN-ATV A Novel Approach to Artistic Textual Visualization via GAN https://arxiv.org/abs/1710.10553 - +2017 10 GAP Context-Aware Generative Adversarial Privacy https://arxiv.org/abs/1710.09549 - +2017 10 GP-GAN GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks https://arxiv.org/abs/1710.00962 - +2017 10 Progressive GAN "Progressive Growing of GANs for Improved Quality, Stability, and Variation" https://arxiv.org/abs/1710.10196 https://github.com/tkarras/progressive_growing_of_gans +2017 10 PS²-GAN High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks https://arxiv.org/abs/1710.10182 - +2017 10 SVSGAN SVSGAN: Singing Voice Separation via Generative Adversarial Network https://arxiv.org/abs/1710.11428 - +2017 10 TGAN Tensorizing Generative Adversarial Nets https://arxiv.org/abs/1710.10772 - +2017 11 3D-ED-GAN Shape Inpainting using 3D Generative Adversarial Network and Recurrent Convolutional Networks https://arxiv.org/abs/1711.06375 - +2017 11 ABC-GAN GANs for LIFE: Generative Adversarial Networks for Likelihood Free Inference https://arxiv.org/abs/1711.11139 - +2017 11 ACtuAL ACtuAL: Actor-Critic Under Adversarial Learning https://arxiv.org/abs/1711.04755 - +2017 11 AttGAN Arbitrary Facial Attribute Editing: Only Change What You Want https://arxiv.org/abs/1711.10678 https://github.com/LynnHo/AttGAN-Tensorflow +2017 11 AttnGAN AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks https://arxiv.org/abs/1711.10485 https://github.com/taoxugit/AttnGAN +2017 11 BCGAN Bidirectional Conditional Generative Adversarial networks https://arxiv.org/abs/1711.07461 - +2017 11 BicycleGAN Toward Multimodal Image-to-Image Translation https://arxiv.org/abs/1711.11586 https://github.com/junyanz/BicycleGAN +2017 11 CatGAN CatGAN: Coupled Adversarial Transfer for Domain Generation https://arxiv.org/abs/1711.08904 - +2017 11 CoAtt-GAN Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning https://arxiv.org/abs/1711.07613 - +2017 11 ConceptGAN Learning Compositional Visual Concepts with Mutual Consistency https://arxiv.org/abs/1711.06148 - +2017 11 Cover-GAN Generative Steganography with Kerckhoffs' Principle based on Generative Adversarial Networks https://arxiv.org/abs/1711.04916 - +2017 11 DAGAN Data Augmentation Generative Adversarial Networks https://arxiv.org/abs/1711.04340 - +2017 11 DeblurGAN DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks https://arxiv.org/abs/1711.07064 https://github.com/KupynOrest/DeblurGAN +2017 11 D-GAN Differential Generative Adversarial Networks: Synthesizing Non-linear Facial Variations with Limited Number of Training Data https://arxiv.org/abs/1711.10267 - +2017 11 DNA-GAN DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images https://arxiv.org/abs/1711.05415 - +2017 11 DRPAN Discriminative Region Proposal Adversarial Networks for High-Quality Image-to-Image Translation https://arxiv.org/abs/1711.09554 - +2017 11 FIGAN Frame Interpolation with Multi-Scale Deep Loss Functions and Generative Adversarial Networks https://arxiv.org/abs/1711.06045 - +2017 11 FTGAN Hierarchical Video Generation from Orthogonal Information: Optical Flow and Texture https://arxiv.org/abs/1711.09618 - +2017 11 FSEGAN Exploring Speech Enhancement with Generative Adversarial Networks for Robust Speech Recognition https://arxiv.org/abs/1711.05747 - +2017 11 GANDI Guiding the search in continuous state-action spaces by learning an action sampling distribution from off-target samples https://arxiv.org/abs/1711.01391 - +2017 11 GPU A generative adversarial framework for positive-unlabeled classification https://arxiv.org/abs/1711.08054 - +2017 11 HAN Chinese Typeface Transformation with Hierarchical Adversarial Network https://arxiv.org/abs/1711.06448 - +2017 11 HP-GAN HP-GAN: Probabilistic 3D human motion prediction via GAN https://arxiv.org/abs/1711.09561 - +2017 11 HR-DCGAN High-Resolution Deep Convolutional Generative Adversarial Networks https://arxiv.org/abs/1711.06491 - +2017 11 KBGAN KBGAN: Adversarial Learning for Knowledge Graph Embeddings https://arxiv.org/abs/1711.04071 - +2017 11 KGAN KGAN: How to Break The Minimax Game in GAN https://arxiv.org/abs/1711.01744 - +2017 11 IVE-GAN IVE-GAN: Invariant Encoding Generative Adversarial Networks https://arxiv.org/abs/1711.08646 - +2017 11 IFcVAEGAN Conditional Autoencoders with Adversarial Information Factorization https://arxiv.org/abs/1711.05175 - +2017 11 In2I In2I : Unsupervised Multi-Image-to-Image Translation Using Generative Adversarial Networks https://arxiv.org/abs/1711.09334 - +2017 11 Iterative-GAN Two Birds with One Stone: Iteratively Learn Facial Attributes with GANs https://arxiv.org/abs/1711.06078 https://github.com/punkcure/Iterative-GAN +2017 11 iVGAN Towards an Understanding of Our World by GANing Videos in the Wild https://arxiv.org/abs/1711.11453 https://github.com/bernhard2202/improved-video-gan +2017 11 LGAN Global versus Localized Generative Adversarial Nets https://arxiv.org/abs/1711.06020 - +2017 11 MLGAN Metric Learning-based Generative Adversarial Network https://arxiv.org/abs/1711.02792 - +2017 11 ORGAN 3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversary Network https://arxiv.org/abs/1711.06363 - +2017 11 Pip-GAN Pipeline Generative Adversarial Networks for Facial Images Generation with Multiple Attributes https://arxiv.org/abs/1711.10742 - +2017 11 pix2pixHD High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs https://arxiv.org/abs/1711.11585 https://github.com/NVIDIA/pix2pixHD +2017 11 Sobolev GAN Sobolev GAN https://arxiv.org/abs/1711.04894 - +2017 11 StarGAN StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation https://arxiv.org/abs/1711.09020 https://github.com/yunjey/StarGAN +2017 11 TGAN Tensor-Generative Adversarial Network with Two-dimensional Sparse Coding: Application to Real-time Indoor Localization https://arxiv.org/abs/1711.02666 - +2017 11 tripletGAN TripletGAN: Training Generative Model with Triplet Loss https://arxiv.org/abs/1711.05084 - +2017 11 VA-GAN Visual Feature Attribution using Wasserstein GANs https://arxiv.org/abs/1711.08998 - +2017 11 XGAN XGAN: Unsupervised Image-to-Image Translation for many-to-many Mappings https://arxiv.org/abs/1711.05139 - +2017 11 ZipNet-GAN ZipNet-GAN: Inferring Fine-grained Mobile Traffic Patterns via a Generative Adversarial Neural Network https://arxiv.org/abs/1711.02413 - +2017 12 ACGAN Coverless Information Hiding Based on Generative adversarial networks https://arxiv.org/abs/1712.06951 - +2017 12 CA-GAN Composition-aided Sketch-realistic Portrait Generation https://arxiv.org/abs/1712.00899 - +2017 12 ComboGAN ComboGAN: Unrestrained Scalability for Image Domain Translation https://arxiv.org/abs/1712.06909 https://github.com/AAnoosheh/ComboGAN +2017 12 DF-GAN Learning Disentangling and Fusing Networks for Face Completion Under Structured Occlusions https://arxiv.org/abs/1712.04646 - +2017 12 Dynamics Transfer GAN Dynamics Transfer GAN: Generating Video by Transferring Arbitrary Temporal Dynamics from a Source Video to a Single Target Image https://arxiv.org/abs/1712.03534 - +2017 12 EnergyWGAN Energy-relaxed Wassertein GANs (EnergyWGAN): Towards More Stable and High Resolution Image Generation https://arxiv.org/abs/1712.01026 - +2017 12 ExGAN Eye In-Painting with Exemplar Generative Adversarial Networks https://arxiv.org/abs/1712.03999 - +2017 12 f-CLSWGAN Feature Generating Networks for Zero-Shot Learning https://arxiv.org/abs/1712.00981 - +2017 12 FusionGAN Learning to Fuse Music Genres with Generative Adversarial Dual Learning https://arxiv.org/abs/1712.01456 - +2017 12 GAGAN GAGAN: Geometry-Aware Generative Adverserial Networks https://arxiv.org/abs/1712.00684 - +2017 12 GANG GANGs: Generative Adversarial Network Games https://arxiv.org/abs/1712.00679 - +2017 12 GANosaic GANosaic: Mosaic Creation with Generative Texture Manifolds https://arxiv.org/abs/1712.00269 - +2017 12 GAN-RS Towards Qualitative Advancement of Underwater Machine Vision with Generative Adversarial Networks https://arxiv.org/abs/1712.00736 - +2017 12 G2-GAN Geometry Guided Adversarial Facial Expression Synthesis https://arxiv.org/abs/1712.03474 - +2017 12 IdCycleGAN Face Translation between Images and Videos using Identity-aware CycleGAN https://arxiv.org/abs/1712.00971 - +2017 12 manifold-WGAN Manifold-valued Image Generation with Wasserstein Adversarial Networks https://arxiv.org/abs/1712.01551 - +2017 12 MC-GAN Multi-Content GAN for Few-Shot Font Style Transfer https://arxiv.org/abs/1712.00516 https://github.com/azadis/MC-GAN +2017 12 MIL-GAN Multimodal Storytelling via Generative Adversarial Imitation Learning https://arxiv.org/abs/1712.01455 - +2017 12 MS-GAN Temporal Coherency based Criteria for Predicting Video Frames using Deep Multi-stage Generative Adversarial Networks http://papers.nips.cc/paper/7014-temporal-coherency-based-criteria-for-predicting-video-frames-using-deep-multi-stage-generative-adversarial-networks - +2017 12 PacGAN PacGAN: The power of two samples in generative adversarial networks https://arxiv.org/abs/1712.04086 - +2017 12 PPAN Privacy-Preserving Adversarial Networks https://arxiv.org/abs/1712.07008 - +2017 12 PN-GAN Pose-Normalized Image Generation for Person Re-identification https://arxiv.org/abs/1712.02225 - +2017 12 RAN RAN4IQA: Restorative Adversarial Nets for No-Reference Image Quality Assessment https://arxiv.org/abs/1712.05444 +2017 12 SGAN SGAN: An Alternative Training of Generative Adversarial Networks https://arxiv.org/abs/1712.02330 - +2017 12 SRPGAN SRPGAN: Perceptual Generative Adversarial Network for Single Image Super Resolution https://arxiv.org/abs/1712.05927 - +2017 12 ST-CGAN Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal https://arxiv.org/abs/1712.02478 - +2017 12 Super-FAN Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs https://arxiv.org/abs/1712.02765 - +2017 12 TV-GAN TV-GAN: Generative Adversarial Network Based Thermal to Visible Face Recognition https://arxiv.org/abs/1712.02514 - +2017 12 UGACH Unsupervised Generative Adversarial Cross-modal Hashing https://arxiv.org/abs/1712.00358 - +2017 12 UV-GAN UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition https://arxiv.org/abs/1712.04695 - +2017 12 VGAN Text Generation Based on Generative Adversarial Nets with Latent Variable https://arxiv.org/abs/1712.00170 - +2017 12 weGAN Generative Adversarial Nets for Multiple Text Corpora https://arxiv.org/abs/1712.09127 - +2018 1 AdvGAN Generating adversarial examples with adversarial networks https://arxiv.org/abs/1801.02610 - +2018 1 CFG-GAN Composite Functional Gradient Learning of Generative Adversarial Models https://arxiv.org/abs/1801.06309 - +2018 1 CipherGAN Unsupervised Cipher Cracking Using Discrete GANs https://arxiv.org/abs/1801.04883 - +2018 1 Cross-GAN Crossing Generative Adversarial Networks for Cross-View Person Re-identification https://arxiv.org/abs/1801.01760 - +2018 1 dp-GAN Differentially Private Releasing via Deep Generative Model https://arxiv.org/abs/1801.01594 - +2018 1 ecGAN eCommerceGAN : A Generative Adversarial Network for E-commerce https://arxiv.org/abs/1801.03244 - +2018 1 FusedGAN Semi-supervised FusedGAN for Conditional Image Generation https://arxiv.org/abs/1801.05551 - +2018 1 LAC-GAN Grounded Language Understanding for Manipulation Instructions Using GAN-Based Classification https://arxiv.org/abs/1801.05096 - +2018 1 SG-GAN Semantic-aware Grad-GAN for Virtual-to-Real Urban Scene Adaption https://arxiv.org/abs/1801.01726 https://github.com/Peilun-Li/SG-GAN +2018 1 SketchyGAN SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis https://arxiv.org/abs/1801.02753 - +2018 1 UGAN Enhancing Underwater Imagery using Generative Adversarial Networks https://arxiv.org/abs/1801.04011 - +2018 1 MaskGAN MaskGAN: Better Text Generation via Filling in the ______ https://arxiv.org/abs/1801.07736 - +2018 1 GLCA-GAN Global and Local Consistent Age Generative Adversarial Networks https://arxiv.org/abs/1801.08390 - +2018 1 GeoGAN Generating Instance Segmentation Annotation by Geometry-guided GAN https://arxiv.org/abs/1801.08839 - +2018 1 tempoGAN "tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow" https://arxiv.org/abs/1801.09710 - +2018 2 AmbientGAN AmbientGAN: Generative models from lossy measurements https://openreview.net/forum?id=Hy7fDog0b https://github.com/AshishBora/ambient-gan +2018 2 C-GAN Face Aging with Contextual Generative Adversarial Nets https://arxiv.org/abs/1802.00237 - +2018 2 DP-GAN DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text https://arxiv.org/abs/1802.01345 - +2018 2 GC-GAN Geometry-Contrastive Generative Adversarial Network for Facial Expression Synthesis https://arxiv.org/abs/1802.01822 - +2018 2 SCH-GAN SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network https://arxiv.org/abs/1802.02488 - +2018 2 WaveGAN Synthesizing Audio with Generative Adversarial Networks https://arxiv.org/abs/1802.04208 - +2018 2 First Order GAN First Order Generative Adversarial Networks https://arxiv.org/abs/1802.04591 https://github.com/zalandoresearch/first_order_gan +2018 2 CapsuleGAN CapsuleGAN: Generative Adversarial Capsule Network http://arxiv.org/abs/1802.06167 - +2018 2 RadialGAN RadialGAN: Leveraging multiple datasets to improve target-specific predictive models using Generative Adversarial Networks http://arxiv.org/abs/1802.06403 - +2018 2 DA-GAN DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks (with Supplementary Materials) http://arxiv.org/abs/1802.06454 - +2018 2 DPGAN Differentially Private Generative Adversarial Network http://arxiv.org/abs/1802.06739 - +2018 2 VoiceGAN Voice Impersonation using Generative Adversarial Networks http://arxiv.org/abs/1802.06840 - +2018 2 LB-GAN Load Balanced GANs for Multi-view Face Image Synthesis http://arxiv.org/abs/1802.07447 - +2018 2 MAGAN MAGAN: Aligning Biological Manifolds https://arxiv.org/abs/1803.00385 - +2018 2 ATA-GAN Attention-Aware Generative Adversarial Networks (ATA-GANs) https://arxiv.org/abs/1802.09070 - +2018 2 PGD-GAN Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees https://arxiv.org/abs/1802.08406 - +2018 2 SWGAN Solving Approximate Wasserstein GANs to Stationarity https://arxiv.org/abs/1802.08249 - +2018 2 SAR-GAN Generating High Quality Visible Images from SAR Images Using CNNs https://arxiv.org/abs/1802.10036 - +2018 2 ND-GAN Novelty Detection with GAN https://arxiv.org/abs/1802.10560 - +2018 2 StainGAN StainGAN: Stain Style Transfer for Digital Histological Images https://arxiv.org/abs/1804.01601 - +2018 3 Spike-GAN Synthesizing realistic neural population activity patterns using Generative Adversarial Networks https://arxiv.org/abs/1803.00338 - +2018 3 E-GAN Evolutionary Generative Adversarial Networks https://arxiv.org/abs/1803.00657 - +2018 3 NetGAN NetGAN: Generating Graphs via Random Walks https://arxiv.org/abs/1803.00816 - +2018 3 memoryGAN Memorization Precedes Generation: Learning Unsupervised GANs with Memory Networks https://arxiv.org/abs/1803.01500 - +2018 3 OCAN One-Class Adversarial Nets for Fraud Detection https://arxiv.org/abs/1803.01798 - +2018 3 ST-GAN ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing https://arxiv.org/abs/1803.01837 - +2018 3 GONet GONet: A Semi-Supervised Deep Learning Approach For Traversability Estimation https://arxiv.org/abs/1803.03254 - +2018 3 OT-GAN Improving GANs Using Optimal Transport https://arxiv.org/abs/1803.05573 - +2018 3 tiny-GAN Analysis of Nonautonomous Adversarial Systems https://arxiv.org/abs/1803.05045 - +2018 3 Attention-GAN Attention-GAN for Object Transfiguration in Wild Images https://arxiv.org/abs/1803.06798 - +2018 3 PGGAN Patch-Based Image Inpainting with Generative Adversarial Networks https://arxiv.org/abs/1803.07422 - +2018 3 BranchGAN Branched Generative Adversarial Networks for Multi-Scale Image Manifold Learning https://arxiv.org/abs/1803.08467 - +2018 3 Fictitious GAN Fictitious GAN: Training GANs with Historical Models https://arxiv.org/abs/1803.08647 - +2018 3 GAAN Generative Adversarial Autoencoder Networks https://arxiv.org/abs/1803.08887 - +2018 3 MTGAN MTGAN: Speaker Verification through Multitasking Triplet Generative Adversarial Networks https://arxiv.org/abs/1803.09059 - +2018 3 VOS-GAN VOS-GAN: Adversarial Learning of Visual-Temporal Dynamics for Unsupervised Dense Prediction in Videos https://arxiv.org/abs/1803.09092 - +2018 3 Text2Shape Text2Shape: Generating Shapes from Natural Language by Learning Joint Embeddings https://arxiv.org/abs/1803.08495 - +2018 3 BAGAN BAGAN: Data Augmentation with Balancing GAN https://arxiv.org/abs/1803.09655 - +2018 3 ELEGANT ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes https://arxiv.org/abs/1803.10562 - +2018 3 B-DCGAN B-DCGAN:Evaluation of Binarized DCGAN for FPGA https://arxiv.org/abs/1803.10930 - +2018 3 D2IA-GAN Tagging like Humans: Diverse and Distinct Image Annotation https://arxiv.org/abs/1804.00113 - +2018 3 NCE-GAN Dihedral angle prediction using generative adversarial networks https://arxiv.org/abs/1803.10996 - +2018 3 DBLRGAN Adversarial Spatio-Temporal Learning for Video Deblurring https://arxiv.org/abs/1804.00533 - +2018 3 Social GAN Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks https://arxiv.org/abs/1803.10892 - +2018 3 Sdf-GAN Sdf-GAN: Semi-supervised Depth Fusion with Multi-scale Adversarial Networks https://arxiv.org/abs/1803.06657 - +2018 4 D-WCGAN I-vector Transformation Using Conditional Generative Adversarial Networks for Short Utterance Speaker Verification https://arxiv.org/abs/1804.00290 - +2018 4 SyncGAN SyncGAN: Synchronize the Latent Space of Cross-modal Generative Adversarial Networks https://arxiv.org/abs/1804.00410 - +2018 4 SAGA Generative Adversarial Learning for Spectrum Sensing https://arxiv.org/abs/1804.00709 - +2018 4 CorrGAN Correlated discrete data generation using adversarial training https://arxiv.org/abs/1804.00925 - +2018 4 FBGAN Feedback GAN (FBGAN) for DNA: a Novel Feedback-Loop Architecture for Optimizing Protein Functions https://arxiv.org/abs/1804.01694 - +2018 4 PS-GAN Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond https://arxiv.org/abs/1804.02047 - +2018 4 ProGanSR A Fully Progressive Approach to Single-Image Super-Resolution https://arxiv.org/abs/1804.02900 - +2018 4 NAN Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing https://arxiv.org/abs/1804.03287 - +2018 4 MGGAN MGGAN: Solving Mode Collapse using Manifold Guided Training https://arxiv.org/abs/1804.04391 - +2018 4 ModularGAN Modular Generative Adversarial Networks https://arxiv.org/abs/1804.03343 - +2018 4 Graphical-GAN Graphical Generative Adversarial Networks https://arxiv.org/abs/1804.03429 - +2018 4 MelanoGAN MelanoGANs: High Resolution Skin Lesion Synthesis with GANs https://arxiv.org/abs/1804.04338 - +2018 4 sGAN Generative Adversarial Training for MRA Image Synthesis Using Multi-Contrast MRI https://arxiv.org/abs/1804.04366 - +2018 4 AF-DCGAN AF-DCGAN: Amplitude Feature Deep Convolutional GAN for Fingerprint Construction in Indoor Localization System https://arxiv.org/abs/1804.05347 - +2018 4 IterGAN IterGANs: Iterative GANs to Learn and Control 3D Object Transformation https://arxiv.org/abs/1804.05651 - +2018 4 Defo-Net Defo-Net: Learning Body Deformation using Generative Adversarial Networks https://arxiv.org/abs/1804.05928 - +2018 4 PM-GAN PM-GANs: Discriminative Representation Learning for Action Recognition Using Partial-modalities https://arxiv.org/abs/1804.06248 - +2018 4 FusionGAN Generating a Fusion Image: One's Identity and Another's Shape https://arxiv.org/abs/1804.07455 - +2018 4 UT-SCA-GAN Spatial Image Steganography Based on Generative Adversarial Network https://arxiv.org/abs/1804.07939 - +2018 4 Sketcher-Refiner GAN Learning Myelin Content in Multiple Sclerosis from Multimodal MRI through Adversarial Training https://arxiv.org/abs/1804.08039 - +2018 4 TGANs-C To Create What You Tell: Generating Videos from Captions https://arxiv.org/abs/1804.08264 - +2018 4 DSH-GAN Deep Semantic Hashing with Generative Adversarial Networks https://arxiv.org/abs/1804.08275 - +2018 4 BEAM Boltzmann Encoded Adversarial Machines https://arxiv.org/abs/1804.08682 - +2018 4 M-AAE Mask-aware Photorealistic Face Attribute Manipulation https://arxiv.org/abs/1804.08882 - +2018 4 EAR Generative Model for Heterogeneous Inference https://arxiv.org/abs/1804.09858 - +2018 4 DVGAN Human Motion Modeling using DVGANs https://arxiv.org/abs/1804.10652 - +2018 4 DTR-GAN DTR-GAN: Dilated Temporal Relational Adversarial Network for Video Summarization https://arxiv.org/abs/1804.11228 - +2018 4 3D-PhysNet 3D-PhysNet: Learning the Intuitive Physics of Non-Rigid Object Deformations https://arxiv.org/abs/1805.00328 - +2018 4 ReConNN Reconstruction of Simulation-Based Physical Field with Limited Samples by Reconstruction Neural Network https://arxiv.org/abs/1805.00528 - +2018 5 WGAN-CLS Text to Image Synthesis Using Generative Adversarial Networks https://arxiv.org/abs/1805.00676 - +2018 5 cd-GAN Conditional Image-to-Image Translation https://arxiv.org/abs/1805.00251 - +2018 5 POGAN Perceptually Optimized Generative Adversarial Network for Single Image Dehazing https://arxiv.org/abs/1805.01084 - +2018 5 MC-GAN MC-GAN: Multi-conditional Generative Adversarial Network for Image Synthesis https://arxiv.org/abs/1805.01123 - +2018 5 FC-GAN Fast-converging Conditional Generative Adversarial Networks for Image Synthesis https://arxiv.org/abs/1805.01972 - +2018 5 RegCGAN Unpaired Multi-Domain Image Generation via Regularized Conditional GANs https://arxiv.org/abs/1805.02456 - +2018 5 MEGAN MEGAN: Mixture of Experts of Generative Adversarial Networks for Multimodal Image Generation https://arxiv.org/abs/1805.02481 - +2018 5 ReGAN ReGAN: RE[LAX|BAR|INFORCE] based Sequence Generation using GANs https://arxiv.org/abs/1805.02788 https://github.com/TalkToTheGAN/REGAN +2018 5 N2RPP N2RPP: An Adversarial Network to Rebuild Plantar Pressure for ACLD Patients https://arxiv.org/abs/1805.02825 - +2018 5 PSGAN PSGAN: A Generative Adversarial Network for Remote Sensing Image Pan-Sharpening https://arxiv.org/abs/1805.03371 - +2018 5 BRE Improving GAN Training via Binarized Representation Entropy (BRE) Regularization https://arxiv.org/abs/1805.03644 https://github.com/BorealisAI/bre-gan +2018 5 HiGAN Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks https://arxiv.org/abs/1805.04384 - +2018 5 AdvEntuRe AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples https://arxiv.org/abs/1805.04680 - +2018 5 GAN Q-learning GAN Q-learning https://arxiv.org/abs/1805.04874 - +2018 5 GAF Generative Adversarial Forests for Better Conditioned Adversarial Learning https://arxiv.org/abs/1805.05185 - +2018 5 Defense-GAN Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models https://arxiv.org/abs/1805.06605 https://github.com/kabkabm/defensegan +2018 5 SG-GAN Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation https://arxiv.org/abs/1805.07509 - +2018 5 BourGAN BourGAN: Generative Networks with Metric Embeddings https://arxiv.org/abs/1805.07674 - +2018 5 FBGAN Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference https://arxiv.org/abs/1805.07862 - +2018 5 HAN Bidirectional Learning for Robust Neural Networks https://arxiv.org/abs/1805.08006 - +2018 5 SAGAN Self-Attention Generative Adversarial Networks https://arxiv.org/abs/1805.08318 - +2018 5 RoCGAN Robust Conditional Generative Adversarial Networks https://arxiv.org/abs/1805.08657 - +2018 5 GAN-Word2Vec Adversarial Training of Word2Vec for Basket Completion https://arxiv.org/abs/1805.08720 - +2018 5 AVID AVID: Adversarial Visual Irregularity Detection https://arxiv.org/abs/1805.09521 - +2018 5 PD-WGAN Primal-Dual Wasserstein GAN https://arxiv.org/abs/1805.09575 - +2018 5 Fairness GAN Fairness GAN https://arxiv.org/abs/1805.09910 - +2018 5 GT-GAN Deep Graph Translation https://arxiv.org/abs/1805.09980 - +2018 5 GAN-SD Virtual-Taobao: Virtualizing Real-world Online Retail Environment for Reinforcement Learning https://arxiv.org/abs/1805.10000 - +2018 5 FakeGAN Detecting Deceptive Reviews using Generative Adversarial Networks https://arxiv.org/abs/1805.10364 - +2018 5 DTLC-GAN Generative Adversarial Image Synthesis with Decision Tree Latent Controller https://arxiv.org/abs/1805.10603 - +2018 5 cowboy Defending Against Adversarial Attacks by Leveraging an Entire GAN https://arxiv.org/abs/1805.10652 - +2018 5 FairGAN FairGAN: Fairness-aware Generative Adversarial Networks https://arxiv.org/abs/1805.11202 - +2018 5 hredGAN Multi-turn Dialogue Response Generation in an Adversarial Learning framework https://arxiv.org/abs/1805.11752 - +2018 5 MolGAN MolGAN: An implicit generative model for small molecular graphs https://arxiv.org/abs/1805.11973 - +2018 5 DialogWAE DialogWAE: Multimodal Response Generation with Conditional Wasserstein Auto-Encoder https://arxiv.org/abs/1805.12352 - +2018 5 CSG Speech-Driven Expressive Talking Lips with Conditional Sequential Generative Adversarial Networks https://arxiv.org/abs/1806.00154 - +2018 5 GANAX GANAX: A Unified MIMD-SIMD Acceleration for Generative Adversarial Networks https://arxiv.org/abs/1806.01107 - +2018 5 speech-driven animation GAN End-to-End Speech-Driven Facial Animation with Temporal GANs https://arxiv.org/abs/1805.09313 - +2018 6 SN-DCGAN Generative Adversarial Networks for Unsupervised Object Co-localization https://arxiv.org/abs/1806.00236 - +2018 6 SR-CNN-VAE-GAN Semi-Recurrent CNN-based VAE-GAN for Sequential Data Generation https://arxiv.org/abs/1806.00509 https://github.com/makbari7/SR-CNN-VAE-GAN +2018 6 SeUDA Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation https://arxiv.org/abs/1806.00600 - +2018 6 DMGAN Disconnected Manifold Learning for Generative Adversarial Networks https://arxiv.org/abs/1806.00880 - +2018 6 SoPhie SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical Constraints https://arxiv.org/abs/1806.01482 - +2018 6 StarGAN-VC StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks https://arxiv.org/abs/1806.02169 - +2018 6 GAIN GAIN: Missing Data Imputation using Generative Adversarial Nets https://arxiv.org/abs/1806.02920 - +2018 6 JointGAN JointGAN: Multi-Domain Joint Distribution Learning with Generative Adversarial Nets https://arxiv.org/abs/1806.02978 - +2018 6 table-GAN Data Synthesis based on Generative Adversarial Networks https://arxiv.org/abs/1806.03384 - +2018 6 IRGAN Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances https://arxiv.org/abs/1806.03577 - +2018 6 SN-PatchGAN Free-Form Image Inpainting with Gated Convolution https://arxiv.org/abs/1806.03589 - +2018 6 tempCycleGAN Improving Surgical Training Phantoms by Hyperrealism: Deep Unpaired Image-to-Image Translation from Real Surgeries https://arxiv.org/abs/1806.03627 - +2018 6 MMC-GAN A Multimodal Classifier Generative Adversarial Network for Carry and Place Tasks from Ambiguous Language Instructions https://arxiv.org/abs/1806.03847 - +2018 6 CapsGAN CapsGAN: Using Dynamic Routing for Generative Adversarial Networks https://arxiv.org/abs/1806.03968 - +2018 6 LCC-GAN Adversarial Learning with Local Coordinate Coding https://arxiv.org/abs/1806.04895 - +2018 6 tcGAN Cross-modal Hallucination for Few-shot Fine-grained Recognition https://arxiv.org/abs/1806.05147 - +2018 6 EL-GAN EL-GAN: Embedding Loss Driven Generative Adversarial Networks for Lane Detection https://arxiv.org/abs/1806.05525 - +2018 6 GATS Sample-Efficient Deep RL with Generative Adversarial Tree Search https://arxiv.org/abs/1806.05780 - +2018 6 MedGAN MedGAN: Medical Image Translation using GANs https://arxiv.org/abs/1806.06397 - +2018 6 BWGAN Banach Wasserstein GAN https://arxiv.org/abs/1806.06621 - +2018 6 BinGAN BinGAN: Learning Compact Binary Descriptors with a Regularized GAN https://arxiv.org/abs/1806.06778 - +2018 6 FrankenGAN rankenGAN: Guided Detail Synthesis for Building Mass-Models Using Style-Synchonized GANs https://arxiv.org/abs/1806.07179 - +2018 6 TD-GAN Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation https://arxiv.org/abs/1806.07201 - +2018 6 GANG Beyond Local Nash Equilibria for Adversarial Networks https://arxiv.org/abs/1806.07268 - +2018 6 VAC+GAN "Versatile Auxiliary Classifier with Generative Adversarial Network (VAC+GAN), Multi Class Scenarios" https://arxiv.org/abs/1806.07751 - +2018 6 PP-GAN Privacy-Protective-GAN for Face De-identification https://arxiv.org/abs/1806.08906 - +2018 6 JR-GAN JR-GAN: Jacobian Regularization for Generative Adversarial Networks https://arxiv.org/abs/1806.09235 - +2018 6 IR2VI IR2VI: Enhanced Night Environmental Perception by Unsupervised Thermal Image Translation https://arxiv.org/abs/1806.09565 - +2018 6 APD Adversarial Distillation of Bayesian Neural Network Posteriors https://arxiv.org/abs/1806.10317 - +2018 6 Adaptive GAN Customizing an Adversarial Example Generator with Class-Conditional GANs https://arxiv.org/abs/1806.10496 - +2018 6 CR-GAN CR-GAN: Learning Complete Representations for Multi-view Generation https://arxiv.org/abs/1806.11191 - +2018 6 Modified GAN-CLS Generate the corresponding Image from Text Description using Modified GAN-CLS Algorithm https://arxiv.org/abs/1806.11302 - +2018 7 RaGAN The relativistic discriminator: a key element missing from standard GAN https://arxiv.org/abs/1807.00734 - +2018 7 Resembled GAN Resembled Generative Adversarial Networks: Two Domains with Similar Attributes https://arxiv.org/abs/1807.00947 - +2018 7 MIXGAN MIXGAN: Learning Concepts from Different Domains for Mixture Generation https://arxiv.org/abs/1807.01659 - +2018 7 FGGAN Adversarial Learning for Fine-grained Image Search https://arxiv.org/abs/1807.02247 - +2018 7 AMC-GAN Video Prediction with Appearance and Motion Conditions https://arxiv.org/abs/1807.02635 - +2018 7 PIONEER Pioneer Networks: Progressively Growing Generative Autoencoder https://arxiv.org/abs/1807.03026 - +2018 7 LBT Learning Implicit Generative Models by Teaching Explicit Ones https://arxiv.org/abs/1807.03870 - +2018 7 sAOG Deep Structured Generative Models https://arxiv.org/abs/1807.03877 - +2018 7 DE-GAN Generative Adversarial Networks with Decoder-Encoder Output Noise https://arxiv.org/abs/1807.03923 - +2018 7 Sem-GAN Sem-GAN: Semantically-Consistent Image-to-Image Translation https://arxiv.org/abs/1807.04409 - +2018 7 CE-GAN Deep Learning for Imbalance Data Classification using Class Expert Generative Adversarial Network https://arxiv.org/abs/1807.04585 - +2018 7 WGAN-L1 Subsampled Turbulence Removal Network https://arxiv.org/abs/1807.04418 - +2018 7 CT-GAN CT-GAN: Conditional Transformation Generative Adversarial Network for Image Attribute Modification https://arxiv.org/abs/1807.04812 - +2018 7 TequilaGAN TequilaGAN: How to easily identify GAN samples https://arxiv.org/abs/1807.04919 - +2018 7 GAP Generative Adversarial Privacy https://arxiv.org/abs/1807.05306 - +2018 7 IntroVAE IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis https://arxiv.org/abs/1807.06358 - +2018 7 GAIA Generative adversarial interpolative autoencoding: adversarial training on latent space interpolations encourage convex latent distributions https://arxiv.org/abs/1807.06650 - +2018 7 SGAN CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement https://arxiv.org/abs/1807.07144 - +2018 7 Editable GAN Editable Generative Adversarial Networks: Generating and Editing Faces Simultaneously https://arxiv.org/abs/1807.07700 - +2018 7 ciGAN Conditional Infilling GANs for Data Augmentation in Mammogram Classification https://arxiv.org/abs/1807.08093 - +2018 7 Lipizzaner Towards Distributed Coevolutionary GANs https://arxiv.org/abs/1807.08194 - +2018 7 SiGAN SiGAN: Siamese Generative Adversarial Network for Identity-Preserving Face Hallucination https://arxiv.org/abs/1807.08370 - +2018 7 ISGAN Invisible Steganography via Generative Adversarial Network https://arxiv.org/abs/1807.08571 - +2018 7 AlphaGAN AlphaGAN: Generative adversarial networks for natural image matting https://arxiv.org/abs/1807.10088 - +2018 7 Dropout-GAN Dropout-GAN: Learning from a Dynamic Ensemble of Discriminators https://arxiv.org/abs/1807.11346 - \ No newline at end of file diff --git a/gans.tsv b/gans.tsv index 8c1823e..5913694 100644 --- a/gans.tsv +++ b/gans.tsv @@ -1,465 +1,465 @@ -Year Month Abbr. Title Arxiv Official_Code -2014 06 GAN Generative Adversarial Networks https://arxiv.org/abs/1406.2661 https://github.com/goodfeli/adversarial -2014 11 CGAN Conditional Generative Adversarial Nets https://arxiv.org/abs/1411.1784 - -2015 06 LAPGAN Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks https://arxiv.org/abs/1506.05751 https://github.com/facebook/eyescream -2015 11 CatGAN Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks https://arxiv.org/abs/1511.06390v2 - -2015 11 DCGAN Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks https://arxiv.org/abs/1511.06434 https://github.com/Newmu/dcgan_code -2015 12 VAE-GAN Autoencoding beyond pixels using a learned similarity metric https://arxiv.org/abs/1512.09300 - -2016 02 GRAN Generating images with recurrent adversarial networks https://arxiv.org/abs/1602.05110 https://github.com/jiwoongim/GRAN -2016 03 S^2GAN Generative Image Modeling using Style and Structure Adversarial Networks https://arxiv.org/abs/1603.05631v2 - -2016 04 MGAN Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks https://arxiv.org/abs/1604.04382 https://github.com/chuanli11/MGANs -2016 05 BiGAN Adversarial Feature Learning https://arxiv.org/abs/1605.09782v7 - -2016 05 GAN-CLS Generative Adversarial Text to Image Synthesis https://arxiv.org/abs/1605.05396 https://github.com/reedscot/icml2016 -2016 06 ALI Adversarially Learned Inference https://arxiv.org/abs/1606.00704 https://github.com/IshmaelBelghazi/ALI -2016 06 CoGAN Coupled Generative Adversarial Networks https://arxiv.org/abs/1606.07536v2 - -2016 06 Improved GAN Improved Techniques for Training GANs https://arxiv.org/abs/1606.03498 https://github.com/openai/improved-gan -2016 06 InfoGAN InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets https://arxiv.org/abs/1606.03657v1 https://github.com/openai/InfoGAN -2016 06 f-GAN f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization https://arxiv.org/abs/1606.00709 - -2016 07 SketchGAN Adversarial Training For Sketch Retrieval https://arxiv.org/abs/1607.02748 - -2016 09 Context-RNN-GAN Contextual RNN-GANs for Abstract Reasoning Diagram Generation https://arxiv.org/abs/1609.09444 - -2016 09 EBGAN Energy-based Generative Adversarial Network https://arxiv.org/abs/1609.03126v4 - -2016 09 IAN Neural Photo Editing with Introspective Adversarial Networks https://arxiv.org/abs/1609.07093 https://github.com/ajbrock/Neural-Photo-Editor -2016 09 SRGAN Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network https://arxiv.org/abs/1609.04802 - -2016 09 SeqGAN SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient https://arxiv.org/abs/1609.05473v5 https://github.com/LantaoYu/SeqGAN -2016 09 VGAN Generating Videos with Scene Dynamics https://arxiv.org/abs/1609.02612 https://github.com/cvondrick/videogan -2016 09 iGAN Generative Visual Manipulation on the Natural Image Manifold https://arxiv.org/abs/1609.03552v2 https://github.com/junyanz/iGAN -2016 10 3D-GAN Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling https://arxiv.org/abs/1610.07584 https://github.com/zck119/3dgan-release -2016 10 AC-GAN Conditional Image Synthesis With Auxiliary Classifier GANs https://arxiv.org/abs/1610.09585 - -2016 10 AffGAN Amortised MAP Inference for Image Super-resolution https://arxiv.org/abs/1610.04490 - -2016 10 GAWWN Learning What and Where to Draw https://arxiv.org/abs/1610.02454 https://github.com/reedscot/nips2016 -2016 11 b-GAN Generative Adversarial Nets from a Density Ratio Estimation Perspective https://arxiv.org/abs/1610.02920 - -2016 11 C-RNN-GAN C-RNN-GAN: Continuous recurrent neural networks with adversarial training https://arxiv.org/abs/1611.09904 https://github.com/olofmogren/c-rnn-gan/ -2016 11 CC-GAN Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks https://arxiv.org/abs/1611.06430 https://github.com/edenton/cc-gan -2016 11 DTN Unsupervised Cross-Domain Image Generation https://arxiv.org/abs/1611.02200 - -2016 11 GMAN Generative Multi-Adversarial Networks http://arxiv.org/abs/1611.01673 - -2016 11 IcGAN Invertible Conditional GANs for image editing https://arxiv.org/abs/1611.06355 https://github.com/Guim3/IcGAN -2016 11 LSGAN Least Squares Generative Adversarial Networks https://arxiv.org/abs/1611.04076v3 - -2016 11 MV-BiGAN Multi-view Generative Adversarial Networks https://arxiv.org/abs/1611.02019v1 - -2016 11 RenderGAN RenderGAN: Generating Realistic Labeled Data https://arxiv.org/abs/1611.01331 - -2016 11 SAD-GAN SAD-GAN: Synthetic Autonomous Driving using Generative Adversarial Networks https://arxiv.org/abs/1611.08788v1 - -2016 11 SGAN Texture Synthesis with Spatial Generative Adversarial Networks https://arxiv.org/abs/1611.08207 - -2016 11 SSL-GAN Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks https://arxiv.org/abs/1611.06430v1 - -2016 11 TGAN Temporal Generative Adversarial Nets https://arxiv.org/abs/1611.06624v1 - -2016 11 Unrolled GAN Unrolled Generative Adversarial Networks https://arxiv.org/abs/1611.02163 https://github.com/poolio/unrolled_gan -2016 11 VGAN Generative Adversarial Networks as Variational Training of Energy Based Models https://arxiv.org/abs/1611.01799 https://github.com/Shuangfei/vgan -2016 11 pix2pix Image-to-Image Translation with Conditional Adversarial Networks https://arxiv.org/abs/1611.07004 https://github.com/phillipi/pix2pix -2016 12 AL-CGAN Learning to Generate Images of Outdoor Scenes from Attributes and Semantic Layouts https://arxiv.org/abs/1612.00215 - -2016 12 MARTA-GAN Deep Unsupervised Representation Learning for Remote Sensing Images https://arxiv.org/abs/1612.08879 - -2016 12 MDGAN Mode Regularized Generative Adversarial Networks https://arxiv.org/abs/1612.02136 - -2016 12 MPM-GAN Message Passing Multi-Agent GANs https://arxiv.org/abs/1612.01294 - -2016 12 PPGN Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space https://arxiv.org/abs/1612.00005 - -2016 12 PrGAN 3D Shape Induction from 2D Views of Multiple Objects https://arxiv.org/abs/1612.05872 - -2016 12 SGAN Stacked Generative Adversarial Networks https://arxiv.org/abs/1612.04357v4 https://github.com/xunhuang1995/SGAN -2016 12 SimGAN Learning from Simulated and Unsupervised Images through Adversarial Training https://arxiv.org/abs/1612.07828 - -2016 12 StackGAN StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks https://arxiv.org/abs/1612.03242v1 https://github.com/hanzhanggit/StackGAN -2016 12 textGAN Generating Text via Adversarial Training https://zhegan27.github.io/Papers/textGAN_nips2016_workshop.pdf - -2017 01 AdaGAN AdaGAN: Boosting Generative Models https://arxiv.org/abs/1701.02386v1 - -2017 01 ID-CGAN Image De-raining Using a Conditional Generative Adversarial Network https://arxiv.org/abs/1701.05957v3 - -2017 01 LAGAN Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis https://arxiv.org/abs/1701.05927 - -2017 01 LS-GAN Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities https://arxiv.org/abs/1701.06264 - -2017 01 SalGAN SalGAN: Visual Saliency Prediction with Generative Adversarial Networks https://arxiv.org/abs/1701.01081 https://github.com/imatge-upc/saliency-salgan-2017 -2017 01 ViGAN Image Generation and Editing with Variational Info Generative Adversarial Networks https://arxiv.org/abs/1701.04568v1 - -2017 01 WGAN Wasserstein GAN https://arxiv.org/abs/1701.07875v2 https://github.com/martinarjovsky/WassersteinGAN -2017 01 Unim2im Unsupervised Image-to-Image Translation with Generative Adversarial Networks https://arxiv.org/abs/1701.02676 http://github.com/zsdonghao/Unsup-Im2Im -2017 02 ArtGAN ArtGAN: Artwork Synthesis with Conditional Categorial GANs https://arxiv.org/abs/1702.03410 - -2017 02 BS-GAN Boundary-Seeking Generative Adversarial Networks https://arxiv.org/abs/1702.08431v1 - -2017 02 Bayesian GAN Deep and Hierarchical Implicit Models https://arxiv.org/abs/1702.08896 - -2017 02 MalGAN Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN https://arxiv.org/abs/1702.05983v1 - -2017 02 MaliGAN Maximum-Likelihood Augmented Discrete Generative Adversarial Networks https://arxiv.org/abs/1702.07983 - -2017 02 McGAN McGan: Mean and Covariance Feature Matching GAN https://arxiv.org/abs/1702.08398v1 - -2017 02 ST-GAN Style Transfer Generative Adversarial Networks: Learning to Play Chess Differently https://arxiv.org/abs/1702.06762 - -2017 02 WaterGAN WaterGAN: Unsupervised Generative Network to Enable Real-time Color Correction of Monocular Underwater Images https://arxiv.org/abs/1702.07392v1 - -2017 02 acGAN Face Aging With Conditional Generative Adversarial Networks https://arxiv.org/abs/1702.01983 - -2017 03 AEGAN Learning Inverse Mapping by Autoencoder based Generative Adversarial Nets https://arxiv.org/abs/1703.10094 - -2017 03 AM-GAN Activation Maximization Generative Adversarial Nets https://arxiv.org/abs/1703.02000 - -2017 03 AnoGAN Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery https://arxiv.org/abs/1703.05921v1 - -2017 03 BEGAN BEGAN: Boundary Equilibrium Generative Adversarial Networks https://arxiv.org/abs/1703.10717 - -2017 03 CS-GAN Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets https://arxiv.org/abs/1703.04887 - -2017 03 CVAE-GAN CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training https://arxiv.org/abs/1703.10155 - -2017 03 CycleGAN Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks https://arxiv.org/abs/1703.10593 https://github.com/junyanz/CycleGAN -2017 03 DiscoGAN Learning to Discover Cross-Domain Relations with Generative Adversarial Networks https://arxiv.org/abs/1703.05192v1 - -2017 03 GP-GAN GP-GAN: Towards Realistic High-Resolution Image Blending https://arxiv.org/abs/1703.07195 https://github.com/wuhuikai/GP-GAN -2017 03 LR-GAN LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation https://arxiv.org/abs/1703.01560v1 - -2017 03 MIX+GAN Generalization and Equilibrium in Generative Adversarial Nets (GANs) https://arxiv.org/abs/1703.00573v3 - -2017 03 MedGAN Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks https://arxiv.org/abs/1703.06490v1 - -2017 03 RTT-GAN Recurrent Topic-Transition GAN for Visual Paragraph Generation https://arxiv.org/abs/1703.07022v2 - -2017 03 SEGAN SEGAN: Speech Enhancement Generative Adversarial Network https://arxiv.org/abs/1703.09452v1 - -2017 03 SeGAN SeGAN: Segmenting and Generating the Invisible https://arxiv.org/abs/1703.10239 - -2017 03 SGAN Steganographic Generative Adversarial Networks https://arxiv.org/abs/1703.05502 - -2017 03 TAC-GAN TAC-GAN - Text Conditioned Auxiliary Classifier Generative Adversarial Network https://arxiv.org/abs/1703.06412v2 https://github.com/dashayushman/TAC-GAN -2017 03 Triple-GAN Triple Generative Adversarial Nets https://arxiv.org/abs/1703.02291v2 - -2017 3 UNIT Unsupervised Image-to-image Translation Networks https://arxiv.org/abs/1703.00848 https://github.com/mingyuliutw/UNIT -2017 04 DualGAN DualGAN: Unsupervised Dual Learning for Image-to-Image Translation https://arxiv.org/abs/1704.02510v1 - -2017 04 FF-GAN Towards Large-Pose Face Frontalization in the Wild https://arxiv.org/abs/1704.06244 - -2017 04 GoGAN Gang of GANs: Generative Adversarial Networks with Maximum Margin Ranking https://arxiv.org/abs/1704.04865 - -2017 04 MAD-GAN Multi-Agent Diverse Generative Adversarial Networks https://arxiv.org/abs/1704.02906 - -2017 04 MAGAN MAGAN: Margin Adaptation for Generative Adversarial Networks https://arxiv.org/abs/1704.03817v1 - -2017 04 SL-GAN Semi-Latent GAN: Learning to generate and modify facial images from attributes https://arxiv.org/abs/1704.02166 - -2017 04 Softmax GAN Softmax GAN https://arxiv.org/abs/1704.06191 - -2017 04 TAN Outline Colorization through Tandem Adversarial Networks https://arxiv.org/abs/1704.08834 - -2017 04 TP-GAN Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis https://arxiv.org/abs/1704.04086 - -2017 04 VariGAN Multi-View Image Generation from a Single-View https://arxiv.org/abs/1704.04886 - -2017 04 VAW-GAN Voice Conversion from Unaligned Corpora using Variational Autoencoding Wasserstein Generative Adversarial Networks https://arxiv.org/abs/1704.00849 - -2017 04 WGAN-GP Improved Training of Wasserstein GANs https://arxiv.org/abs/1704.00028 https://github.com/igul222/improved_wgan_training -2017 04 β-GAN Annealed Generative Adversarial Networks https://arxiv.org/abs/1705.07505 - -2017 05 Bayesian GAN Bayesian GAN https://arxiv.org/abs/1705.09558 https://github.com/andrewgordonwilson/bayesgan/ -2017 05 CaloGAN CaloGAN: Simulating 3D High Energy Particle Showers in Multi-Layer Electromagnetic Calorimeters with Generative Adversarial Networks https://arxiv.org/abs/1705.02355 https://github.com/hep-lbdl/CaloGAN -2017 05 Conditional cycleGAN Conditional CycleGAN for Attribute Guided Face Image Generation https://arxiv.org/abs/1705.09966 - -2017 05 Cramèr GAN The Cramer Distance as a Solution to Biased Wasserstein Gradients https://arxiv.org/abs/1705.10743 - -2017 05 DRAGAN How to Train Your DRAGAN https://arxiv.org/abs/1705.07215 https://github.com/kodalinaveen3/DRAGAN -2017 05 ED//GAN Stabilizing Training of Generative Adversarial Networks through Regularization https://arxiv.org/abs/1705.09367 - -2017 05 EGAN Enhanced Experience Replay Generation for Efficient Reinforcement Learning https://arxiv.org/abs/1705.08245 - -2017 05 Fisher GAN Fisher GAN https://arxiv.org/abs/1705.09675 - -2017 05 Flow-GAN Flow-GAN: Bridging implicit and prescribed learning in generative models https://arxiv.org/abs/1705.08868 - -2017 05 GeneGAN GeneGAN: Learning Object Transfiguration and Attribute Subspace from Unpaired Data https://arxiv.org/abs/1705.04932 https://github.com/Prinsphield/GeneGAN -2017 05 Geometric GAN Geometric GAN https://arxiv.org/abs/1705.02894 - -2017 05 MMD-GAN MMD GAN: Towards Deeper Understanding of Moment Matching Network https://arxiv.org/abs/1705.08584 https://github.com/dougalsutherland/opt-mmd -2017 05 ORGAN Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models https://arxiv.org/abs/1705.10843 - -2017 05 PSGAN Learning Texture Manifolds with the Periodic Spatial GAN http://arxiv.org/abs/1705.06566 - -2017 05 Pose-GAN The Pose Knows: Video Forecasting by Generating Pose Futures https://arxiv.org/abs/1705.00053 - -2017 05 RankGAN Adversarial Ranking for Language Generation https://arxiv.org/abs/1705.11001 - -2017 05 RPGAN Stabilizing GAN Training with Multiple Random Projections https://arxiv.org/abs/1705.07831 https://github.com/ayanc/rpgan -2017 05 RWGAN Relaxed Wasserstein with Applications to GANs https://arxiv.org/abs/1705.07164 - -2017 05 SBADA-GAN From source to target and back: symmetric bi-directional adaptive GAN https://arxiv.org/abs/1705.08824 - -2017 05 SD-GAN Semantically Decomposing the Latent Spaces of Generative Adversarial Networks https://arxiv.org/abs/1705.07904 - -2017 05 VEEGAN VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning https://arxiv.org/abs/1705.07761 https://github.com/akashgit/VEEGAN -2017 05 WS-GAN Weakly Supervised Generative Adversarial Networks for 3D Reconstruction https://arxiv.org/abs/1705.10904 - -2017 05 IRGAN IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval models https://arxiv.org/abs/1705.10513v1 - -2017 05 DR-GAN Representation Learning by Rotating Your Faces https://arxiv.org/abs/1705.11136 - -2017 06 α-GAN Variational Approaches for Auto-Encoding Generative Adversarial Networks https://arxiv.org/abs/1706.04987 https://github.com/victor-shepardson/alpha-GAN -2017 06 ARAE Adversarially Regularized Autoencoders for Generating Discrete Structures https://arxiv.org/abs/1706.04223 https://github.com/jakezhaojb/ARAE -2017 06 BCGAN Bayesian Conditional Generative Adverserial Networks https://arxiv.org/abs/1706.05477 - -2017 06 CAN CAN: Creative Adversarial Networks, Generating Art by Learning About Styles and Deviating from Style Norms https://arxiv.org/abs/1706.07068 - -2017 06 Chekhov GAN An Online Learning Approach to Generative Adversarial Networks https://arxiv.org/abs/1706.03269 - -2017 06 crVAE-GAN Channel-Recurrent Variational Autoencoders https://arxiv.org/abs/1706.03729 - -2017 06 DeliGAN DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data https://arxiv.org/abs/1706.02071 https://github.com/val-iisc/deligan -2017 06 DistanceGAN One-Sided Unsupervised Domain Mapping https://arxiv.org/abs/1706.00826 - -2017 06 DSP-GAN Depth Structure Preserving Scene Image Generation https://arxiv.org/abs/1706.00212 - -2017 06 Dualing GAN Dualing GANs https://arxiv.org/abs/1706.06216 - -2017 06 Fila-GAN Synthesizing Filamentary Structured Images with GANs https://arxiv.org/abs/1706.02185 - -2017 06 GANCS Deep Generative Adversarial Networks for Compressed Sensing Automates MRI https://arxiv.org/abs/1706.00051 - -2017 06 GMM-GAN Towards Understanding the Dynamics of Generative Adversarial Networks https://arxiv.org/abs/1706.09884 - -2017 06 IWGAN On Unifying Deep Generative Models https://arxiv.org/abs/1706.00550 - -2017 06 PAN Perceptual Adversarial Networks for Image-to-Image Transformation https://arxiv.org/abs/1706.09138 - -2017 06 Perceptual GAN Perceptual Generative Adversarial Networks for Small Object Detection https://arxiv.org/abs/1706.05274 - -2017 06 PixelGAN PixelGAN Autoencoders https://arxiv.org/abs/1706.00531 - -2017 06 RCGAN Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs https://arxiv.org/abs/1706.02633 - -2017 06 RNN-WGAN Language Generation with Recurrent Generative Adversarial Networks without Pre-training https://arxiv.org/abs/1706.01399 https://github.com/amirbar/rnn.wgan -2017 06 SegAN SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation https://arxiv.org/abs/1706.01805 - -2017 06 TextureGAN TextureGAN: Controlling Deep Image Synthesis with Texture Patches https://arxiv.org/abs/1706.02823 - -2017 07 3D-IWGAN Improved Adversarial Systems for 3D Object Generation and Reconstruction https://arxiv.org/abs/1707.09557 https://github.com/EdwardSmith1884/3D-IWGAN -2017 07 AE-GAN AE-GAN: adversarial eliminating with GAN https://arxiv.org/abs/1707.05474 - -2017 07 AlignGAN AlignGAN: Learning to Align Cross-Domain Images with Conditional Generative Adversarial Networks https://arxiv.org/abs/1707.01400 - -2017 07 APE-GAN APE-GAN: Adversarial Perturbation Elimination with GAN https://arxiv.org/abs/1707.05474 - -2017 07 ARDA Adversarial Representation Learning for Domain Adaptation https://arxiv.org/abs/1707.01217 - -2017 07 DAN Distributional Adversarial Networks https://arxiv.org/abs/1706.09549 - -2017 07 l-GAN Representation Learning and Adversarial Generation of 3D Point Clouds https://arxiv.org/abs/1707.02392 - -2017 07 LD-GAN Linear Discriminant Generative Adversarial Networks https://arxiv.org/abs/1707.07831 - -2017 07 LeGAN Likelihood Estimation for Generative Adversarial Networks https://arxiv.org/abs/1707.07530 - -2017 07 MMGAN MMGAN: Manifold Matching Generative Adversarial Network for Generating Images https://arxiv.org/abs/1707.08273 - -2017 07 MoCoGAN MoCoGAN: Decomposing Motion and Content for Video Generation https://arxiv.org/abs/1707.04993 https://github.com/sergeytulyakov/mocogan -2017 07 ResGAN Generative Adversarial Network based on Resnet for Conditional Image Restoration https://arxiv.org/abs/1707.04881 - -2017 07 SSGAN SSGAN: Secure Steganography Based on Generative Adversarial Networks https://arxiv.org/abs/1707.01613 - -2017 07 ss-InfoGAN Guiding InfoGAN with Semi-Supervision https://arxiv.org/abs/1707.04487 - -2017 07 SteinGAN Learning Deep Energy Models: Contrastive Divergence vs. Amortized MLE https://arxiv.org/abs/1707.00797 - -2017 07 VRAL Variance Regularizing Adversarial Learning https://arxiv.org/abs/1707.00309 - -2017 07 SisGAN Semantic Image Synthesis via Adversarial Learning https://arxiv.org/abs/1707.06873 - -2017 08 3D-RecGAN 3D Object Reconstruction from a Single Depth View with Adversarial Learning https://arxiv.org/abs/1708.07969 https://github.com/Yang7879/3D-RecGAN -2017 08 ABC-GAN ABC-GAN: Adaptive Blur and Control for improved training stability of Generative Adversarial Networks https://drive.google.com/file/d/0B3wEP_lEl0laVTdGcHE2VnRiMlE/view https://github.com/IgorSusmelj/ABC-GAN -2017 08 ASDL-GAN Automatic Steganographic Distortion Learning Using a Generative Adversarial Network https://ieeexplore.ieee.org/document/8017430/ - -2017 08 BGAN Binary Generative Adversarial Networks for Image Retrieval https://arxiv.org/abs/1708.04150 https://github.com/htconquer/BGAN -2017 08 CDcGAN Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network https://arxiv.org/abs/1708.09105 - -2017 08 CGAN Controllable Generative Adversarial Network https://arxiv.org/abs/1708.00598 - -2017 08 constrast-GAN Generative Semantic Manipulation with Contrasting GAN https://arxiv.org/abs/1708.00315 - -2017 08 Coulomb GAN Coulomb GANs: Provably Optimal Nash Equilibria via Potential Fields https://arxiv.org/abs/1708.08819 - -2017 08 DM-GAN Dual Motion GAN for Future-Flow Embedded Video Prediction https://arxiv.org/abs/1708.00284 - -2017 08 GAN-sep GANs for Biological Image Synthesis https://arxiv.org/abs/1708.04692 https://github.com/aosokin/biogans -2017 08 GAN-VFS Generative Adversarial Network-based Synthesis of Visible Faces from Polarimetric Thermal Faces https://arxiv.org/abs/1708.02681 - -2017 08 MGGAN Multi-Generator Generative Adversarial Nets https://arxiv.org/abs/1708.02556 - -2017 08 PGAN Probabilistic Generative Adversarial Networks https://arxiv.org/abs/1708.01886 - -2017 08 SS-GAN Semi-supervised Conditional GANs https://arxiv.org/abs/1708.05789 - -2017 08 SN-GAN Spectral Normalization for Generative Adversarial Networks https://drive.google.com/file/d/0B8HZ50DPgR3eSVV6YlF3XzQxSjQ/view https://github.com/pfnet-research/chainer-gan-lib -2017 08 VIGAN VIGAN: Missing View Imputation with Generative Adversarial Networks https://arxiv.org/abs/1708.06724 - -2017 09 ARIGAN ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network https://arxiv.org/abs/1709.00938 - -2017 09 CausalGAN CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training https://arxiv.org/abs/1709.02023 - -2017 09 D2GAN Dual Discriminator Generative Adversarial Nets http://arxiv.org/abs/1709.03831 - -2017 09 ExprGAN ExprGAN: Facial Expression Editing with Controllable Expression Intensity https://arxiv.org/abs/1709.03842 - -2017 09 GAMN Generative Adversarial Mapping Networks https://arxiv.org/abs/1709.09820 - -2017 09 GraspGAN Using Simulation and Domain Adaptation to Improve Efficiency of Deep Robotic Grasping https://arxiv.org/abs/1709.07857 - -2017 09 LDAN Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Face Images https://arxiv.org/abs/1709.01993 - -2017 09 LeakGAN Long Text Generation via Adversarial Training with Leaked Information https://arxiv.org/abs/1709.08624 - -2017 09 MD-GAN Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks https://arxiv.org/abs/1709.07592 - -2017 09 MuseGAN MuseGAN: Symbolic-domain Music Generation and Accompaniment with Multi-track Sequential Generative Adversarial Networks https://arxiv.org/abs/1709.06298 - -2017 09 OptionGAN OptionGAN: Learning Joint Reward-Policy Options using Generative Adversarial Inverse Reinforcement Learning https://arxiv.org/abs/1709.06683 - -2017 09 PassGAN PassGAN: A Deep Learning Approach for Password Guessing https://arxiv.org/abs/1709.00440 - -2017 09 RefineGAN Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks https://arxiv.org/abs/1709.00753 - -2017 09 Splitting GAN Class-Splitting Generative Adversarial Networks https://arxiv.org/abs/1709.07359 - -2017 09 Δ-GAN Triangle Generative Adversarial Networks https://arxiv.org/abs/1709.06548 - -2017 09 ExposureGAN Exposure: A White-Box Photo Post-Processing Framework https://arxiv.org/abs/1709.09602 https://github.com/yuanming-hu/exposure -2017 10 CM-GAN CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning https://arxiv.org/abs/1710.05106 - -2017 10 GAN-ATV A Novel Approach to Artistic Textual Visualization via GAN https://arxiv.org/abs/1710.10553 - -2017 10 GAP Context-Aware Generative Adversarial Privacy https://arxiv.org/abs/1710.09549 - -2017 10 GP-GAN GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks https://arxiv.org/abs/1710.00962 - -2017 10 Progressive GAN Progressive Growing of GANs for Improved Quality, Stability, and Variation https://arxiv.org/abs/1710.10196 https://github.com/tkarras/progressive_growing_of_gans -2017 10 PS²-GAN High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks https://arxiv.org/abs/1710.10182 - -2017 10 SVSGAN SVSGAN: Singing Voice Separation via Generative Adversarial Network https://arxiv.org/abs/1710.11428 - -2017 10 TGAN Tensorizing Generative Adversarial Nets https://arxiv.org/abs/1710.10772 - -2017 11 3D-ED-GAN Shape Inpainting using 3D Generative Adversarial Network and Recurrent Convolutional Networks https://arxiv.org/abs/1711.06375 - -2017 11 ABC-GAN GANs for LIFE: Generative Adversarial Networks for Likelihood Free Inference https://arxiv.org/abs/1711.11139 - -2017 11 ACtuAL ACtuAL: Actor-Critic Under Adversarial Learning https://arxiv.org/abs/1711.04755 - -2017 11 AttGAN Arbitrary Facial Attribute Editing: Only Change What You Want https://arxiv.org/abs/1711.10678 https://github.com/LynnHo/AttGAN-Tensorflow -2017 11 AttnGAN AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks https://arxiv.org/abs/1711.10485 https://github.com/taoxugit/AttnGAN -2017 11 BCGAN Bidirectional Conditional Generative Adversarial networks https://arxiv.org/abs/1711.07461 - -2017 11 BicycleGAN Toward Multimodal Image-to-Image Translation https://arxiv.org/abs/1711.11586 https://github.com/junyanz/BicycleGAN -2017 11 CatGAN CatGAN: Coupled Adversarial Transfer for Domain Generation https://arxiv.org/abs/1711.08904 - -2017 11 CoAtt-GAN Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning https://arxiv.org/abs/1711.07613 - -2017 11 ConceptGAN Learning Compositional Visual Concepts with Mutual Consistency https://arxiv.org/abs/1711.06148 - -2017 11 Cover-GAN Generative Steganography with Kerckhoffs' Principle based on Generative Adversarial Networks https://arxiv.org/abs/1711.04916 - -2017 11 DAGAN Data Augmentation Generative Adversarial Networks https://arxiv.org/abs/1711.04340 - -2017 11 DeblurGAN DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks https://arxiv.org/abs/1711.07064 https://github.com/KupynOrest/DeblurGAN -2017 11 D-GAN Differential Generative Adversarial Networks: Synthesizing Non-linear Facial Variations with Limited Number of Training Data https://arxiv.org/abs/1711.10267 - -2017 11 DNA-GAN DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images https://arxiv.org/abs/1711.05415 - -2017 11 DRPAN Discriminative Region Proposal Adversarial Networks for High-Quality Image-to-Image Translation https://arxiv.org/abs/1711.09554 - -2017 11 FIGAN Frame Interpolation with Multi-Scale Deep Loss Functions and Generative Adversarial Networks https://arxiv.org/abs/1711.06045 - -2017 11 FTGAN Hierarchical Video Generation from Orthogonal Information: Optical Flow and Texture https://arxiv.org/abs/1711.09618 - -2017 11 FSEGAN Exploring Speech Enhancement with Generative Adversarial Networks for Robust Speech Recognition https://arxiv.org/abs/1711.05747 - -2017 11 GANDI Guiding the search in continuous state-action spaces by learning an action sampling distribution from off-target samples https://arxiv.org/abs/1711.01391 - -2017 11 GPU A generative adversarial framework for positive-unlabeled classification https://arxiv.org/abs/1711.08054 - -2017 11 HAN Chinese Typeface Transformation with Hierarchical Adversarial Network https://arxiv.org/abs/1711.06448 - -2017 11 HP-GAN HP-GAN: Probabilistic 3D human motion prediction via GAN https://arxiv.org/abs/1711.09561 - -2017 11 HR-DCGAN High-Resolution Deep Convolutional Generative Adversarial Networks https://arxiv.org/abs/1711.06491 - -2017 11 KBGAN KBGAN: Adversarial Learning for Knowledge Graph Embeddings https://arxiv.org/abs/1711.04071 - -2017 11 KGAN KGAN: How to Break The Minimax Game in GAN https://arxiv.org/abs/1711.01744 - -2017 11 IVE-GAN IVE-GAN: Invariant Encoding Generative Adversarial Networks https://arxiv.org/abs/1711.08646 - -2017 11 IFcVAEGAN Conditional Autoencoders with Adversarial Information Factorization https://arxiv.org/abs/1711.05175 - -2017 11 In2I In2I : Unsupervised Multi-Image-to-Image Translation Using Generative Adversarial Networks https://arxiv.org/abs/1711.09334 - -2017 11 Iterative-GAN Two Birds with One Stone: Iteratively Learn Facial Attributes with GANs https://arxiv.org/abs/1711.06078 https://github.com/punkcure/Iterative-GAN -2017 11 iVGAN Towards an Understanding of Our World by GANing Videos in the Wild https://arxiv.org/abs/1711.11453 https://github.com/bernhard2202/improved-video-gan -2017 11 LGAN Global versus Localized Generative Adversarial Nets https://arxiv.org/abs/1711.06020 - -2017 11 MLGAN Metric Learning-based Generative Adversarial Network https://arxiv.org/abs/1711.02792 - -2017 11 ORGAN 3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversary Network https://arxiv.org/abs/1711.06363 - -2017 11 Pip-GAN Pipeline Generative Adversarial Networks for Facial Images Generation with Multiple Attributes https://arxiv.org/abs/1711.10742 - -2017 11 pix2pixHD High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs https://arxiv.org/abs/1711.11585 https://github.com/NVIDIA/pix2pixHD -2017 11 Sobolev GAN Sobolev GAN https://arxiv.org/abs/1711.04894 - -2017 11 StarGAN StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation https://arxiv.org/abs/1711.09020 https://github.com/yunjey/StarGAN -2017 11 TGAN Tensor-Generative Adversarial Network with Two-dimensional Sparse Coding: Application to Real-time Indoor Localization https://arxiv.org/abs/1711.02666 - -2017 11 tripletGAN TripletGAN: Training Generative Model with Triplet Loss https://arxiv.org/abs/1711.05084 - -2017 11 VA-GAN Visual Feature Attribution using Wasserstein GANs https://arxiv.org/abs/1711.08998 - -2017 11 XGAN XGAN: Unsupervised Image-to-Image Translation for many-to-many Mappings https://arxiv.org/abs/1711.05139 - -2017 11 ZipNet-GAN ZipNet-GAN: Inferring Fine-grained Mobile Traffic Patterns via a Generative Adversarial Neural Network https://arxiv.org/abs/1711.02413 - -2017 12 ACGAN Coverless Information Hiding Based on Generative adversarial networks https://arxiv.org/abs/1712.06951 - -2017 12 CA-GAN Composition-aided Sketch-realistic Portrait Generation https://arxiv.org/abs/1712.00899 - -2017 12 ComboGAN ComboGAN: Unrestrained Scalability for Image Domain Translation https://arxiv.org/abs/1712.06909 https://github.com/AAnoosheh/ComboGAN -2017 12 DF-GAN Learning Disentangling and Fusing Networks for Face Completion Under Structured Occlusions https://arxiv.org/abs/1712.04646 - -2017 12 Dynamics Transfer GAN Dynamics Transfer GAN: Generating Video by Transferring Arbitrary Temporal Dynamics from a Source Video to a Single Target Image https://arxiv.org/abs/1712.03534 - -2017 12 EnergyWGAN Energy-relaxed Wassertein GANs (EnergyWGAN): Towards More Stable and High Resolution Image Generation https://arxiv.org/abs/1712.01026 - -2017 12 ExGAN Eye In-Painting with Exemplar Generative Adversarial Networks https://arxiv.org/abs/1712.03999 - -2017 12 f-CLSWGAN Feature Generating Networks for Zero-Shot Learning https://arxiv.org/abs/1712.00981 - -2017 12 FusionGAN Learning to Fuse Music Genres with Generative Adversarial Dual Learning https://arxiv.org/abs/1712.01456 - -2017 12 GAGAN GAGAN: Geometry-Aware Generative Adverserial Networks https://arxiv.org/abs/1712.00684 - -2017 12 GANG GANGs: Generative Adversarial Network Games https://arxiv.org/abs/1712.00679 - -2017 12 GANosaic GANosaic: Mosaic Creation with Generative Texture Manifolds https://arxiv.org/abs/1712.00269 - -2017 12 GAN-RS Towards Qualitative Advancement of Underwater Machine Vision with Generative Adversarial Networks https://arxiv.org/abs/1712.00736 - -2017 12 G2-GAN Geometry Guided Adversarial Facial Expression Synthesis https://arxiv.org/abs/1712.03474 - -2017 12 IdCycleGAN Face Translation between Images and Videos using Identity-aware CycleGAN https://arxiv.org/abs/1712.00971 - -2017 12 manifold-WGAN Manifold-valued Image Generation with Wasserstein Adversarial Networks https://arxiv.org/abs/1712.01551 - -2017 12 MC-GAN Multi-Content GAN for Few-Shot Font Style Transfer https://arxiv.org/abs/1712.00516 https://github.com/azadis/MC-GAN -2017 12 MIL-GAN Multimodal Storytelling via Generative Adversarial Imitation Learning https://arxiv.org/abs/1712.01455 - -2017 12 MS-GAN Temporal Coherency based Criteria for Predicting Video Frames using Deep Multi-stage Generative Adversarial Networks http://papers.nips.cc/paper/7014-temporal-coherency-based-criteria-for-predicting-video-frames-using-deep-multi-stage-generative-adversarial-networks - -2017 12 PacGAN PacGAN: The power of two samples in generative adversarial networks https://arxiv.org/abs/1712.04086 - -2017 12 PPAN Privacy-Preserving Adversarial Networks https://arxiv.org/abs/1712.07008 - -2017 12 PN-GAN Pose-Normalized Image Generation for Person Re-identification https://arxiv.org/abs/1712.02225 - -2017 12 RAN RAN4IQA: Restorative Adversarial Nets for No-Reference Image Quality Assessment https://arxiv.org/abs/1712.05444 -2017 12 SGAN SGAN: An Alternative Training of Generative Adversarial Networks https://arxiv.org/abs/1712.02330 - -2017 12 SRPGAN SRPGAN: Perceptual Generative Adversarial Network for Single Image Super Resolution https://arxiv.org/abs/1712.05927 - -2017 12 ST-CGAN Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal https://arxiv.org/abs/1712.02478 - -2017 12 Super-FAN Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs https://arxiv.org/abs/1712.02765 - -2017 12 TV-GAN TV-GAN: Generative Adversarial Network Based Thermal to Visible Face Recognition https://arxiv.org/abs/1712.02514 - -2017 12 UGACH Unsupervised Generative Adversarial Cross-modal Hashing https://arxiv.org/abs/1712.00358 - -2017 12 UV-GAN UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition https://arxiv.org/abs/1712.04695 - -2017 12 VGAN Text Generation Based on Generative Adversarial Nets with Latent Variable https://arxiv.org/abs/1712.00170 - -2017 12 weGAN Generative Adversarial Nets for Multiple Text Corpora https://arxiv.org/abs/1712.09127 - -2018 01 AdvGAN Generating adversarial examples with adversarial networks https://arxiv.org/abs/1801.02610 - -2018 01 CFG-GAN Composite Functional Gradient Learning of Generative Adversarial Models https://arxiv.org/abs/1801.06309 - -2018 01 CipherGAN Unsupervised Cipher Cracking Using Discrete GANs https://arxiv.org/abs/1801.04883 - -2018 01 Cross-GAN Crossing Generative Adversarial Networks for Cross-View Person Re-identification https://arxiv.org/abs/1801.01760 - -2018 01 dp-GAN Differentially Private Releasing via Deep Generative Model https://arxiv.org/abs/1801.01594 - -2018 01 ecGAN eCommerceGAN : A Generative Adversarial Network for E-commerce https://arxiv.org/abs/1801.03244 - -2018 01 FusedGAN Semi-supervised FusedGAN for Conditional Image Generation https://arxiv.org/abs/1801.05551 - -2018 01 LAC-GAN Grounded Language Understanding for Manipulation Instructions Using GAN-Based Classification https://arxiv.org/abs/1801.05096 - -2018 01 SG-GAN Semantic-aware Grad-GAN for Virtual-to-Real Urban Scene Adaption https://arxiv.org/abs/1801.01726 https://github.com/Peilun-Li/SG-GAN -2018 01 SketchyGAN SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis https://arxiv.org/abs/1801.02753 - -2018 01 UGAN Enhancing Underwater Imagery using Generative Adversarial Networks https://arxiv.org/abs/1801.04011 - -2018 01 MaskGAN MaskGAN: Better Text Generation via Filling in the ______ https://arxiv.org/abs/1801.07736 - -2018 01 GLCA-GAN Global and Local Consistent Age Generative Adversarial Networks https://arxiv.org/abs/1801.08390 - -2018 01 GeoGAN Generating Instance Segmentation Annotation by Geometry-guided GAN https://arxiv.org/abs/1801.08839 - -2018 01 tempoGAN tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow https://arxiv.org/abs/1801.09710 - -2018 02 AmbientGAN AmbientGAN: Generative models from lossy measurements https://openreview.net/forum?id=Hy7fDog0b https://github.com/AshishBora/ambient-gan -2018 02 C-GAN Face Aging with Contextual Generative Adversarial Nets https://arxiv.org/abs/1802.00237 - -2018 02 DP-GAN DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text https://arxiv.org/abs/1802.01345 - -2018 02 GC-GAN Geometry-Contrastive Generative Adversarial Network for Facial Expression Synthesis https://arxiv.org/abs/1802.01822 - -2018 02 SCH-GAN SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network https://arxiv.org/abs/1802.02488 - -2018 02 WaveGAN Synthesizing Audio with Generative Adversarial Networks https://arxiv.org/abs/1802.04208 - -2018 02 First Order GAN First Order Generative Adversarial Networks https://arxiv.org/abs/1802.04591 https://github.com/zalandoresearch/first_order_gan -2018 02 CapsuleGAN CapsuleGAN: Generative Adversarial Capsule Network http://arxiv.org/abs/1802.06167 - -2018 02 RadialGAN RadialGAN: Leveraging multiple datasets to improve target-specific predictive models using Generative Adversarial Networks http://arxiv.org/abs/1802.06403 - -2018 02 DA-GAN DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks (with Supplementary Materials) http://arxiv.org/abs/1802.06454 - -2018 02 DPGAN Differentially Private Generative Adversarial Network http://arxiv.org/abs/1802.06739 - -2018 02 VoiceGAN Voice Impersonation using Generative Adversarial Networks http://arxiv.org/abs/1802.06840 - -2018 02 LB-GAN Load Balanced GANs for Multi-view Face Image Synthesis http://arxiv.org/abs/1802.07447 - -2018 02 MAGAN MAGAN: Aligning Biological Manifolds https://arxiv.org/abs/1803.00385 - -2018 02 ATA-GAN Attention-Aware Generative Adversarial Networks (ATA-GANs) https://arxiv.org/abs/1802.09070 - -2018 02 PGD-GAN Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees https://arxiv.org/abs/1802.08406 - -2018 02 SWGAN Solving Approximate Wasserstein GANs to Stationarity https://arxiv.org/abs/1802.08249 - -2018 02 SAR-GAN Generating High Quality Visible Images from SAR Images Using CNNs https://arxiv.org/abs/1802.10036 - -2018 02 ND-GAN Novelty Detection with GAN https://arxiv.org/abs/1802.10560 - -2018 02 StainGAN StainGAN: Stain Style Transfer for Digital Histological Images https://arxiv.org/abs/1804.01601 - -2018 03 Spike-GAN Synthesizing realistic neural population activity patterns using Generative Adversarial Networks https://arxiv.org/abs/1803.00338 - -2018 03 E-GAN Evolutionary Generative Adversarial Networks https://arxiv.org/abs/1803.00657 - -2018 03 NetGAN NetGAN: Generating Graphs via Random Walks https://arxiv.org/abs/1803.00816 - -2018 03 memoryGAN Memorization Precedes Generation: Learning Unsupervised GANs with Memory Networks https://arxiv.org/abs/1803.01500 - -2018 03 OCAN One-Class Adversarial Nets for Fraud Detection https://arxiv.org/abs/1803.01798 - -2018 03 ST-GAN ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing https://arxiv.org/abs/1803.01837 - -2018 03 GONet GONet: A Semi-Supervised Deep Learning Approach For Traversability Estimation https://arxiv.org/abs/1803.03254 - -2018 03 OT-GAN Improving GANs Using Optimal Transport https://arxiv.org/abs/1803.05573 - -2018 03 tiny-GAN Analysis of Nonautonomous Adversarial Systems https://arxiv.org/abs/1803.05045 - -2018 03 Attention-GAN Attention-GAN for Object Transfiguration in Wild Images https://arxiv.org/abs/1803.06798 - -2018 03 PGGAN Patch-Based Image Inpainting with Generative Adversarial Networks https://arxiv.org/abs/1803.07422 - -2018 03 BranchGAN Branched Generative Adversarial Networks for Multi-Scale Image Manifold Learning https://arxiv.org/abs/1803.08467 - -2018 03 Fictitious GAN Fictitious GAN: Training GANs with Historical Models https://arxiv.org/abs/1803.08647 - -2018 03 GAAN Generative Adversarial Autoencoder Networks https://arxiv.org/abs/1803.08887 - -2018 03 MTGAN MTGAN: Speaker Verification through Multitasking Triplet Generative Adversarial Networks https://arxiv.org/abs/1803.09059 - -2018 03 VOS-GAN VOS-GAN: Adversarial Learning of Visual-Temporal Dynamics for Unsupervised Dense Prediction in Videos https://arxiv.org/abs/1803.09092 - -2018 03 Text2Shape Text2Shape: Generating Shapes from Natural Language by Learning Joint Embeddings https://arxiv.org/abs/1803.08495 - -2018 03 BAGAN BAGAN: Data Augmentation with Balancing GAN https://arxiv.org/abs/1803.09655 - -2018 03 ELEGANT ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes https://arxiv.org/abs/1803.10562 - -2018 03 B-DCGAN B-DCGAN:Evaluation of Binarized DCGAN for FPGA https://arxiv.org/abs/1803.10930 - -2018 03 D2IA-GAN Tagging like Humans: Diverse and Distinct Image Annotation https://arxiv.org/abs/1804.00113 - -2018 03 NCE-GAN Dihedral angle prediction using generative adversarial networks https://arxiv.org/abs/1803.10996 - -2018 03 DBLRGAN Adversarial Spatio-Temporal Learning for Video Deblurring https://arxiv.org/abs/1804.00533 - -2018 03 Social GAN Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks https://arxiv.org/abs/1803.10892 - -2018 03 Sdf-GAN Sdf-GAN: Semi-supervised Depth Fusion with Multi-scale Adversarial Networks https://arxiv.org/abs/1803.06657 - -2018 04 D-WCGAN I-vector Transformation Using Conditional Generative Adversarial Networks for Short Utterance Speaker Verification https://arxiv.org/abs/1804.00290 - -2018 04 SyncGAN SyncGAN: Synchronize the Latent Space of Cross-modal Generative Adversarial Networks https://arxiv.org/abs/1804.00410 - -2018 04 SAGA Generative Adversarial Learning for Spectrum Sensing https://arxiv.org/abs/1804.00709 - -2018 04 CorrGAN Correlated discrete data generation using adversarial training https://arxiv.org/abs/1804.00925 - -2018 04 FBGAN Feedback GAN (FBGAN) for DNA: a Novel Feedback-Loop Architecture for Optimizing Protein Functions https://arxiv.org/abs/1804.01694 - -2018 04 PS-GAN Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond https://arxiv.org/abs/1804.02047 - -2018 04 ProGanSR A Fully Progressive Approach to Single-Image Super-Resolution https://arxiv.org/abs/1804.02900 - -2018 04 NAN Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing https://arxiv.org/abs/1804.03287 - -2018 04 MGGAN MGGAN: Solving Mode Collapse using Manifold Guided Training https://arxiv.org/abs/1804.04391 - -2018 04 ModularGAN Modular Generative Adversarial Networks https://arxiv.org/abs/1804.03343 - -2018 04 Graphical-GAN Graphical Generative Adversarial Networks https://arxiv.org/abs/1804.03429 - -2018 04 MelanoGAN MelanoGANs: High Resolution Skin Lesion Synthesis with GANs https://arxiv.org/abs/1804.04338 - -2018 04 sGAN Generative Adversarial Training for MRA Image Synthesis Using Multi-Contrast MRI https://arxiv.org/abs/1804.04366 - -2018 04 AF-DCGAN AF-DCGAN: Amplitude Feature Deep Convolutional GAN for Fingerprint Construction in Indoor Localization System https://arxiv.org/abs/1804.05347 - -2018 04 IterGAN IterGANs: Iterative GANs to Learn and Control 3D Object Transformation https://arxiv.org/abs/1804.05651 - -2018 04 Defo-Net Defo-Net: Learning Body Deformation using Generative Adversarial Networks https://arxiv.org/abs/1804.05928 - -2018 04 PM-GAN PM-GANs: Discriminative Representation Learning for Action Recognition Using Partial-modalities https://arxiv.org/abs/1804.06248 - -2018 04 FusionGAN Generating a Fusion Image: One's Identity and Another's Shape https://arxiv.org/abs/1804.07455 - -2018 04 UT-SCA-GAN Spatial Image Steganography Based on Generative Adversarial Network https://arxiv.org/abs/1804.07939 - -2018 04 Sketcher-Refiner GAN Learning Myelin Content in Multiple Sclerosis from Multimodal MRI through Adversarial Training https://arxiv.org/abs/1804.08039 - -2018 04 TGANs-C To Create What You Tell: Generating Videos from Captions https://arxiv.org/abs/1804.08264 - -2018 04 DSH-GAN Deep Semantic Hashing with Generative Adversarial Networks https://arxiv.org/abs/1804.08275 - -2018 04 BEAM Boltzmann Encoded Adversarial Machines https://arxiv.org/abs/1804.08682 - -2018 04 M-AAE Mask-aware Photorealistic Face Attribute Manipulation https://arxiv.org/abs/1804.08882 - -2018 04 EAR Generative Model for Heterogeneous Inference https://arxiv.org/abs/1804.09858 - -2018 04 DVGAN Human Motion Modeling using DVGANs https://arxiv.org/abs/1804.10652 - -2018 04 DTR-GAN DTR-GAN: Dilated Temporal Relational Adversarial Network for Video Summarization https://arxiv.org/abs/1804.11228 - -2018 04 3D-PhysNet 3D-PhysNet: Learning the Intuitive Physics of Non-Rigid Object Deformations https://arxiv.org/abs/1805.00328 - -2018 04 ReConNN Reconstruction of Simulation-Based Physical Field with Limited Samples by Reconstruction Neural Network https://arxiv.org/abs/1805.00528 - -2018 05 WGAN-CLS Text to Image Synthesis Using Generative Adversarial Networks https://arxiv.org/abs/1805.00676 - -2018 05 cd-GAN Conditional Image-to-Image Translation https://arxiv.org/abs/1805.00251 - -2018 05 POGAN Perceptually Optimized Generative Adversarial Network for Single Image Dehazing https://arxiv.org/abs/1805.01084 - -2018 05 MC-GAN MC-GAN: Multi-conditional Generative Adversarial Network for Image Synthesis https://arxiv.org/abs/1805.01123 - -2018 05 FC-GAN Fast-converging Conditional Generative Adversarial Networks for Image Synthesis https://arxiv.org/abs/1805.01972 - -2018 05 RegCGAN Unpaired Multi-Domain Image Generation via Regularized Conditional GANs https://arxiv.org/abs/1805.02456 - -2018 05 MEGAN MEGAN: Mixture of Experts of Generative Adversarial Networks for Multimodal Image Generation https://arxiv.org/abs/1805.02481 - -2018 05 ReGAN ReGAN: RE[LAX|BAR|INFORCE] based Sequence Generation using GANs https://arxiv.org/abs/1805.02788 https://github.com/TalkToTheGAN/REGAN -2018 05 N2RPP N2RPP: An Adversarial Network to Rebuild Plantar Pressure for ACLD Patients https://arxiv.org/abs/1805.02825 - -2018 05 PSGAN PSGAN: A Generative Adversarial Network for Remote Sensing Image Pan-Sharpening https://arxiv.org/abs/1805.03371 - -2018 05 BRE Improving GAN Training via Binarized Representation Entropy (BRE) Regularization https://arxiv.org/abs/1805.03644 https://github.com/BorealisAI/bre-gan -2018 05 HiGAN Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks https://arxiv.org/abs/1805.04384 - -2018 05 AdvEntuRe AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples https://arxiv.org/abs/1805.04680 - -2018 05 GAN Q-learning GAN Q-learning https://arxiv.org/abs/1805.04874 - -2018 05 GAF Generative Adversarial Forests for Better Conditioned Adversarial Learning https://arxiv.org/abs/1805.05185 - -2018 05 Defense-GAN Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models https://arxiv.org/abs/1805.06605 https://github.com/kabkabm/defensegan -2018 05 SG-GAN Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation https://arxiv.org/abs/1805.07509 - -2018 05 BourGAN BourGAN: Generative Networks with Metric Embeddings https://arxiv.org/abs/1805.07674 - -2018 05 FBGAN Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference https://arxiv.org/abs/1805.07862 - -2018 05 HAN Bidirectional Learning for Robust Neural Networks https://arxiv.org/abs/1805.08006 - -2018 05 SAGAN Self-Attention Generative Adversarial Networks https://arxiv.org/abs/1805.08318 - -2018 05 RoCGAN Robust Conditional Generative Adversarial Networks https://arxiv.org/abs/1805.08657 - -2018 05 GAN-Word2Vec Adversarial Training of Word2Vec for Basket Completion https://arxiv.org/abs/1805.08720 - -2018 05 AVID AVID: Adversarial Visual Irregularity Detection https://arxiv.org/abs/1805.09521 - -2018 05 PD-WGAN Primal-Dual Wasserstein GAN https://arxiv.org/abs/1805.09575 - -2018 05 Fairness GAN Fairness GAN https://arxiv.org/abs/1805.09910 - -2018 05 GT-GAN Deep Graph Translation https://arxiv.org/abs/1805.09980 - -2018 05 GAN-SD Virtual-Taobao: Virtualizing Real-world Online Retail Environment for Reinforcement Learning https://arxiv.org/abs/1805.10000 - -2018 05 FakeGAN Detecting Deceptive Reviews using Generative Adversarial Networks https://arxiv.org/abs/1805.10364 - -2018 05 DTLC-GAN Generative Adversarial Image Synthesis with Decision Tree Latent Controller https://arxiv.org/abs/1805.10603 - -2018 05 cowboy Defending Against Adversarial Attacks by Leveraging an Entire GAN https://arxiv.org/abs/1805.10652 - -2018 05 FairGAN FairGAN: Fairness-aware Generative Adversarial Networks https://arxiv.org/abs/1805.11202 - -2018 05 hredGAN Multi-turn Dialogue Response Generation in an Adversarial Learning framework https://arxiv.org/abs/1805.11752 - -2018 05 MolGAN MolGAN: An implicit generative model for small molecular graphs https://arxiv.org/abs/1805.11973 - -2018 05 DialogWAE DialogWAE: Multimodal Response Generation with Conditional Wasserstein Auto-Encoder https://arxiv.org/abs/1805.12352 - -2018 05 CSG Speech-Driven Expressive Talking Lips with Conditional Sequential Generative Adversarial Networks https://arxiv.org/abs/1806.00154 - -2018 05 GANAX GANAX: A Unified MIMD-SIMD Acceleration for Generative Adversarial Networks https://arxiv.org/abs/1806.01107 - -2018 05 speech-driven animation GAN End-to-End Speech-Driven Facial Animation with Temporal GANs https://arxiv.org/abs/1805.09313 - -2018 06 SN-DCGAN Generative Adversarial Networks for Unsupervised Object Co-localization https://arxiv.org/abs/1806.00236 - -2018 06 SR-CNN-VAE-GAN Semi-Recurrent CNN-based VAE-GAN for Sequential Data Generation https://arxiv.org/abs/1806.00509 https://github.com/makbari7/SR-CNN-VAE-GAN -2018 06 SeUDA Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation https://arxiv.org/abs/1806.00600 - -2018 06 DMGAN Disconnected Manifold Learning for Generative Adversarial Networks https://arxiv.org/abs/1806.00880 - -2018 06 SoPhie SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical Constraints https://arxiv.org/abs/1806.01482 - -2018 06 StarGAN-VC StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks https://arxiv.org/abs/1806.02169 - -2018 06 GAIN GAIN: Missing Data Imputation using Generative Adversarial Nets https://arxiv.org/abs/1806.02920 - -2018 06 JointGAN JointGAN: Multi-Domain Joint Distribution Learning with Generative Adversarial Nets https://arxiv.org/abs/1806.02978 - -2018 06 table-GAN Data Synthesis based on Generative Adversarial Networks https://arxiv.org/abs/1806.03384 - -2018 06 IRGAN Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances https://arxiv.org/abs/1806.03577 - -2018 06 SN-PatchGAN Free-Form Image Inpainting with Gated Convolution https://arxiv.org/abs/1806.03589 - -2018 06 tempCycleGAN Improving Surgical Training Phantoms by Hyperrealism: Deep Unpaired Image-to-Image Translation from Real Surgeries https://arxiv.org/abs/1806.03627 - -2018 06 MMC-GAN A Multimodal Classifier Generative Adversarial Network for Carry and Place Tasks from Ambiguous Language Instructions https://arxiv.org/abs/1806.03847 - -2018 06 CapsGAN CapsGAN: Using Dynamic Routing for Generative Adversarial Networks https://arxiv.org/abs/1806.03968 - -2018 06 LCC-GAN Adversarial Learning with Local Coordinate Coding https://arxiv.org/abs/1806.04895 - -2018 06 tcGAN Cross-modal Hallucination for Few-shot Fine-grained Recognition https://arxiv.org/abs/1806.05147 - -2018 06 EL-GAN EL-GAN: Embedding Loss Driven Generative Adversarial Networks for Lane Detection https://arxiv.org/abs/1806.05525 - -2018 06 GATS Sample-Efficient Deep RL with Generative Adversarial Tree Search https://arxiv.org/abs/1806.05780 - -2018 06 MedGAN MedGAN: Medical Image Translation using GANs https://arxiv.org/abs/1806.06397 - -2018 06 BWGAN Banach Wasserstein GAN https://arxiv.org/abs/1806.06621 - -2018 06 BinGAN BinGAN: Learning Compact Binary Descriptors with a Regularized GAN https://arxiv.org/abs/1806.06778 - -2018 06 FrankenGAN rankenGAN: Guided Detail Synthesis for Building Mass-Models Using Style-Synchonized GANs https://arxiv.org/abs/1806.07179 - -2018 06 TD-GAN Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation https://arxiv.org/abs/1806.07201 - -2018 06 GANG Beyond Local Nash Equilibria for Adversarial Networks https://arxiv.org/abs/1806.07268 - -2018 06 VAC+GAN Versatile Auxiliary Classifier with Generative Adversarial Network (VAC+GAN), Multi Class Scenarios https://arxiv.org/abs/1806.07751 - -2018 06 PP-GAN Privacy-Protective-GAN for Face De-identification https://arxiv.org/abs/1806.08906 - -2018 06 JR-GAN JR-GAN: Jacobian Regularization for Generative Adversarial Networks https://arxiv.org/abs/1806.09235 - -2018 06 IR2VI IR2VI: Enhanced Night Environmental Perception by Unsupervised Thermal Image Translation https://arxiv.org/abs/1806.09565 - -2018 06 APD Adversarial Distillation of Bayesian Neural Network Posteriors https://arxiv.org/abs/1806.10317 - -2018 06 Adaptive GAN Customizing an Adversarial Example Generator with Class-Conditional GANs https://arxiv.org/abs/1806.10496 - -2018 06 CR-GAN CR-GAN: Learning Complete Representations for Multi-view Generation https://arxiv.org/abs/1806.11191 - -2018 06 Modified GAN-CLS Generate the corresponding Image from Text Description using Modified GAN-CLS Algorithm https://arxiv.org/abs/1806.11302 - -2018 07 RaGAN The relativistic discriminator: a key element missing from standard GAN https://arxiv.org/abs/1807.00734 - -2018 07 Resembled GAN Resembled Generative Adversarial Networks: Two Domains with Similar Attributes https://arxiv.org/abs/1807.00947 - -2018 07 MIXGAN MIXGAN: Learning Concepts from Different Domains for Mixture Generation https://arxiv.org/abs/1807.01659 - -2018 07 FGGAN Adversarial Learning for Fine-grained Image Search https://arxiv.org/abs/1807.02247 - -2018 07 AMC-GAN Video Prediction with Appearance and Motion Conditions https://arxiv.org/abs/1807.02635 - -2018 07 PIONEER Pioneer Networks: Progressively Growing Generative Autoencoder https://arxiv.org/abs/1807.03026 - -2018 07 LBT Learning Implicit Generative Models by Teaching Explicit Ones https://arxiv.org/abs/1807.03870 - -2018 07 sAOG Deep Structured Generative Models https://arxiv.org/abs/1807.03877 - -2018 07 DE-GAN Generative Adversarial Networks with Decoder-Encoder Output Noise https://arxiv.org/abs/1807.03923 - -2018 07 Sem-GAN Sem-GAN: Semantically-Consistent Image-to-Image Translation https://arxiv.org/abs/1807.04409 - -2018 07 CE-GAN Deep Learning for Imbalance Data Classification using Class Expert Generative Adversarial Network https://arxiv.org/abs/1807.04585 - -2018 07 WGAN-L1 Subsampled Turbulence Removal Network https://arxiv.org/abs/1807.04418 - -2018 07 CT-GAN CT-GAN: Conditional Transformation Generative Adversarial Network for Image Attribute Modification https://arxiv.org/abs/1807.04812 - -2018 07 TequilaGAN TequilaGAN: How to easily identify GAN samples https://arxiv.org/abs/1807.04919 - -2018 07 GAP Generative Adversarial Privacy https://arxiv.org/abs/1807.05306 - -2018 07 IntroVAE IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis https://arxiv.org/abs/1807.06358 - -2018 07 GAIA Generative adversarial interpolative autoencoding: adversarial training on latent space interpolations encourage convex latent distributions https://arxiv.org/abs/1807.06650 - -2018 07 SGAN CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement https://arxiv.org/abs/1807.07144 - -2018 07 Editable GAN Editable Generative Adversarial Networks: Generating and Editing Faces Simultaneously https://arxiv.org/abs/1807.07700 - -2018 07 ciGAN Conditional Infilling GANs for Data Augmentation in Mammogram Classification https://arxiv.org/abs/1807.08093 - -2018 07 Lipizzaner Towards Distributed Coevolutionary GANs https://arxiv.org/abs/1807.08194 - -2018 07 SiGAN SiGAN: Siamese Generative Adversarial Network for Identity-Preserving Face Hallucination https://arxiv.org/abs/1807.08370 - -2018 07 ISGAN Invisible Steganography via Generative Adversarial Network https://arxiv.org/abs/1807.08571 - -2018 07 AlphaGAN AlphaGAN: Generative adversarial networks for natural image matting https://arxiv.org/abs/1807.10088 - -2018 07 Dropout-GAN Dropout-GAN: Learning from a Dynamic Ensemble of Discriminators https://arxiv.org/abs/1807.11346 - +Year Month Abbr. Title Arxiv Official_Code Watches Stars Forks +2017 11 3D-ED-GAN Shape Inpainting using 3D Generative Adversarial Network and Recurrent Convolutional Networks https://arxiv.org/abs/1711.06375 - +2016 10 3D-GAN Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling https://arxiv.org/abs/1610.07584 https://github.com/zck119/3dgan-release 44 433 122 +2017 7 3D-IWGAN Improved Adversarial Systems for 3D Object Generation and Reconstruction https://arxiv.org/abs/1707.09557 https://github.com/EdwardSmith1884/3D-IWGAN 7 69 22 +2018 4 3D-PhysNet 3D-PhysNet: Learning the Intuitive Physics of Non-Rigid Object Deformations https://arxiv.org/abs/1805.00328 - +2017 8 3D-RecGAN 3D Object Reconstruction from a Single Depth View with Adversarial Learning https://arxiv.org/abs/1708.07969 https://github.com/Yang7879/3D-RecGAN 8 61 27 +2017 8 ABC-GAN ABC-GAN: Adaptive Blur and Control for improved training stability of Generative Adversarial Networks https://drive.google.com/file/d/0B3wEP_lEl0laVTdGcHE2VnRiMlE/view https://github.com/IgorSusmelj/ABC-GAN 1 4 1 +2017 11 ABC-GAN GANs for LIFE: Generative Adversarial Networks for Likelihood Free Inference https://arxiv.org/abs/1711.11139 - +2016 10 AC-GAN Conditional Image Synthesis With Auxiliary Classifier GANs https://arxiv.org/abs/1610.09585 - +2017 2 acGAN Face Aging With Conditional Generative Adversarial Networks https://arxiv.org/abs/1702.01983 - +2017 12 ACGAN Coverless Information Hiding Based on Generative adversarial networks https://arxiv.org/abs/1712.06951 - +2017 11 ACtuAL ACtuAL: Actor-Critic Under Adversarial Learning https://arxiv.org/abs/1711.04755 - +2017 1 AdaGAN AdaGAN: Boosting Generative Models https://arxiv.org/abs/1701.02386v1 - +2018 6 Adaptive GAN Customizing an Adversarial Example Generator with Class-Conditional GANs https://arxiv.org/abs/1806.10496 - +2018 5 AdvEntuRe AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples https://arxiv.org/abs/1805.04680 - +2018 1 AdvGAN Generating adversarial examples with adversarial networks https://arxiv.org/abs/1801.02610 - +2017 7 AE-GAN AE-GAN: adversarial eliminating with GAN https://arxiv.org/abs/1707.05474 - +2017 3 AEGAN Learning Inverse Mapping by Autoencoder based Generative Adversarial Nets https://arxiv.org/abs/1703.10094 - +2018 4 AF-DCGAN AF-DCGAN: Amplitude Feature Deep Convolutional GAN for Fingerprint Construction in Indoor Localization System https://arxiv.org/abs/1804.05347 - +2016 10 AffGAN Amortised MAP Inference for Image Super-resolution https://arxiv.org/abs/1610.04490 - +2016 12 AL-CGAN Learning to Generate Images of Outdoor Scenes from Attributes and Semantic Layouts https://arxiv.org/abs/1612.00215 - +2016 6 ALI Adversarially Learned Inference https://arxiv.org/abs/1606.00704 https://github.com/IshmaelBelghazi/ALI 16 261 72 +2017 7 AlignGAN AlignGAN: Learning to Align Cross-Domain Images with Conditional Generative Adversarial Networks https://arxiv.org/abs/1707.01400 - +2018 7 AlphaGAN AlphaGAN: Generative adversarial networks for natural image matting https://arxiv.org/abs/1807.10088 - +2017 3 AM-GAN Activation Maximization Generative Adversarial Nets https://arxiv.org/abs/1703.02000 - +2018 2 AmbientGAN AmbientGAN: Generative models from lossy measurements https://openreview.net/forum?id=Hy7fDog0b https://github.com/AshishBora/ambient-gan 2 57 16 +2018 7 AMC-GAN Video Prediction with Appearance and Motion Conditions https://arxiv.org/abs/1807.02635 - +2017 3 AnoGAN Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery https://arxiv.org/abs/1703.05921v1 - +2018 6 APD Adversarial Distillation of Bayesian Neural Network Posteriors https://arxiv.org/abs/1806.10317 - +2017 7 APE-GAN APE-GAN: Adversarial Perturbation Elimination with GAN https://arxiv.org/abs/1707.05474 - +2017 6 ARAE Adversarially Regularized Autoencoders for Generating Discrete Structures https://arxiv.org/abs/1706.04223 https://github.com/jakezhaojb/ARAE 16 254 60 +2017 7 ARDA Adversarial Representation Learning for Domain Adaptation https://arxiv.org/abs/1707.01217 - +2017 9 ARIGAN ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network https://arxiv.org/abs/1709.00938 - +2017 2 ArtGAN ArtGAN: Artwork Synthesis with Conditional Categorial GANs https://arxiv.org/abs/1702.03410 - +2017 8 ASDL-GAN Automatic Steganographic Distortion Learning Using a Generative Adversarial Network https://ieeexplore.ieee.org/document/8017430/ - +2018 2 ATA-GAN Attention-Aware Generative Adversarial Networks (ATA-GANs) https://arxiv.org/abs/1802.09070 - +2018 3 Attention-GAN Attention-GAN for Object Transfiguration in Wild Images https://arxiv.org/abs/1803.06798 - +2017 11 AttGAN Arbitrary Facial Attribute Editing: Only Change What You Want https://arxiv.org/abs/1711.10678 https://github.com/LynnHo/AttGAN-Tensorflow 11 149 18 +2017 11 AttnGAN AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks https://arxiv.org/abs/1711.10485 https://github.com/taoxugit/AttnGAN 26 391 91 +2018 5 AVID AVID: Adversarial Visual Irregularity Detection https://arxiv.org/abs/1805.09521 - +2018 3 B-DCGAN B-DCGAN:Evaluation of Binarized DCGAN for FPGA https://arxiv.org/abs/1803.10930 - +2016 11 b-GAN Generative Adversarial Nets from a Density Ratio Estimation Perspective https://arxiv.org/abs/1610.02920 - +2018 3 BAGAN BAGAN: Data Augmentation with Balancing GAN https://arxiv.org/abs/1803.09655 - +2017 2 Bayesian GAN Deep and Hierarchical Implicit Models https://arxiv.org/abs/1702.08896 - +2017 5 Bayesian GAN Bayesian GAN https://arxiv.org/abs/1705.09558 https://github.com/andrewgordonwilson/bayesgan/ 54 924 143 +2017 6 BCGAN Bayesian Conditional Generative Adverserial Networks https://arxiv.org/abs/1706.05477 - +2017 11 BCGAN Bidirectional Conditional Generative Adversarial networks https://arxiv.org/abs/1711.07461 - +2018 4 BEAM Boltzmann Encoded Adversarial Machines https://arxiv.org/abs/1804.08682 - +2017 3 BEGAN BEGAN: Boundary Equilibrium Generative Adversarial Networks https://arxiv.org/abs/1703.10717 - +2017 8 BGAN Binary Generative Adversarial Networks for Image Retrieval https://arxiv.org/abs/1708.04150 https://github.com/htconquer/BGAN 5 16 15 +2017 11 BicycleGAN Toward Multimodal Image-to-Image Translation https://arxiv.org/abs/1711.11586 https://github.com/junyanz/BicycleGAN 30 678 111 +2016 5 BiGAN Adversarial Feature Learning https://arxiv.org/abs/1605.09782v7 - +2018 6 BinGAN BinGAN: Learning Compact Binary Descriptors with a Regularized GAN https://arxiv.org/abs/1806.06778 - +2018 5 BourGAN BourGAN: Generative Networks with Metric Embeddings https://arxiv.org/abs/1805.07674 - +2018 3 BranchGAN Branched Generative Adversarial Networks for Multi-Scale Image Manifold Learning https://arxiv.org/abs/1803.08467 - +2018 5 BRE Improving GAN Training via Binarized Representation Entropy (BRE) Regularization https://arxiv.org/abs/1805.03644 https://github.com/BorealisAI/bre-gan 3 7 2 +2017 2 BS-GAN Boundary-Seeking Generative Adversarial Networks https://arxiv.org/abs/1702.08431v1 - +2018 6 BWGAN Banach Wasserstein GAN https://arxiv.org/abs/1806.06621 - +2018 2 C-GAN Face Aging with Contextual Generative Adversarial Nets https://arxiv.org/abs/1802.00237 - +2016 11 C-RNN-GAN C-RNN-GAN: Continuous recurrent neural networks with adversarial training https://arxiv.org/abs/1611.09904 https://github.com/olofmogren/c-rnn-gan/ 11 170 63 +2017 12 CA-GAN Composition-aided Sketch-realistic Portrait Generation https://arxiv.org/abs/1712.00899 - +2017 5 CaloGAN CaloGAN: Simulating 3D High Energy Particle Showers in Multi-Layer Electromagnetic Calorimeters with Generative Adversarial Networks https://arxiv.org/abs/1705.02355 https://github.com/hep-lbdl/CaloGAN 9 63 26 +2017 6 CAN CAN: Creative Adversarial Networks, Generating Art by Learning About Styles and Deviating from Style Norms https://arxiv.org/abs/1706.07068 - +2018 6 CapsGAN CapsGAN: Using Dynamic Routing for Generative Adversarial Networks https://arxiv.org/abs/1806.03968 - +2018 2 CapsuleGAN CapsuleGAN: Generative Adversarial Capsule Network http://arxiv.org/abs/1802.06167 - +2015 11 CatGAN Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks https://arxiv.org/abs/1511.06390v2 - +2017 11 CatGAN CatGAN: Coupled Adversarial Transfer for Domain Generation https://arxiv.org/abs/1711.08904 - +2017 9 CausalGAN CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training https://arxiv.org/abs/1709.02023 - +2016 11 CC-GAN Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks https://arxiv.org/abs/1611.06430 https://github.com/edenton/cc-gan 5 16 2 +2018 5 cd-GAN Conditional Image-to-Image Translation https://arxiv.org/abs/1805.00251 - +2017 8 CDcGAN Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network https://arxiv.org/abs/1708.09105 - +2018 7 CE-GAN Deep Learning for Imbalance Data Classification using Class Expert Generative Adversarial Network https://arxiv.org/abs/1807.04585 - +2018 1 CFG-GAN Composite Functional Gradient Learning of Generative Adversarial Models https://arxiv.org/abs/1801.06309 - +2014 11 CGAN Conditional Generative Adversarial Nets https://arxiv.org/abs/1411.1784 - +2017 8 CGAN Controllable Generative Adversarial Network https://arxiv.org/abs/1708.00598 - +2017 6 Chekhov GAN An Online Learning Approach to Generative Adversarial Networks https://arxiv.org/abs/1706.03269 - +2018 7 ciGAN Conditional Infilling GANs for Data Augmentation in Mammogram Classification https://arxiv.org/abs/1807.08093 - +2018 1 CipherGAN Unsupervised Cipher Cracking Using Discrete GANs https://arxiv.org/abs/1801.04883 - +2017 10 CM-GAN CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning https://arxiv.org/abs/1710.05106 - +2017 11 CoAtt-GAN Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning https://arxiv.org/abs/1711.07613 - +2016 6 CoGAN Coupled Generative Adversarial Networks https://arxiv.org/abs/1606.07536v2 - +2017 12 ComboGAN ComboGAN: Unrestrained Scalability for Image Domain Translation https://arxiv.org/abs/1712.06909 https://github.com/AAnoosheh/ComboGAN 5 82 13 +2017 11 ConceptGAN Learning Compositional Visual Concepts with Mutual Consistency https://arxiv.org/abs/1711.06148 - +2017 5 Conditional cycleGAN Conditional CycleGAN for Attribute Guided Face Image Generation https://arxiv.org/abs/1705.09966 - +2017 8 constrast-GAN Generative Semantic Manipulation with Contrasting GAN https://arxiv.org/abs/1708.00315 - +2016 9 Context-RNN-GAN Contextual RNN-GANs for Abstract Reasoning Diagram Generation https://arxiv.org/abs/1609.09444 - +2018 4 CorrGAN Correlated discrete data generation using adversarial training https://arxiv.org/abs/1804.00925 - +2017 8 Coulomb GAN Coulomb GANs: Provably Optimal Nash Equilibria via Potential Fields https://arxiv.org/abs/1708.08819 - +2017 11 Cover-GAN Generative Steganography with Kerckhoffs' Principle based on Generative Adversarial Networks https://arxiv.org/abs/1711.04916 - +2018 5 cowboy Defending Against Adversarial Attacks by Leveraging an Entire GAN https://arxiv.org/abs/1805.10652 - +2018 6 CR-GAN CR-GAN: Learning Complete Representations for Multi-view Generation https://arxiv.org/abs/1806.11191 - +2017 5 Cramèr GAN The Cramer Distance as a Solution to Biased Wasserstein Gradients https://arxiv.org/abs/1705.10743 - +2018 1 Cross-GAN Crossing Generative Adversarial Networks for Cross-View Person Re-identification https://arxiv.org/abs/1801.01760 - +2017 6 crVAE-GAN Channel-Recurrent Variational Autoencoders https://arxiv.org/abs/1706.03729 - +2017 3 CS-GAN Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets https://arxiv.org/abs/1703.04887 - +2018 5 CSG Speech-Driven Expressive Talking Lips with Conditional Sequential Generative Adversarial Networks https://arxiv.org/abs/1806.00154 - 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+2017 12 ExGAN Eye In-Painting with Exemplar Generative Adversarial Networks https://arxiv.org/abs/1712.03999 - +2017 9 ExposureGAN Exposure: A White-Box Photo Post-Processing Framework https://arxiv.org/abs/1709.09602 https://github.com/yuanming-hu/exposure 12 193 42 +2017 9 ExprGAN ExprGAN: Facial Expression Editing with Controllable Expression Intensity https://arxiv.org/abs/1709.03842 - +2017 12 f-CLSWGAN Feature Generating Networks for Zero-Shot Learning https://arxiv.org/abs/1712.00981 - +2016 6 f-GAN f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization https://arxiv.org/abs/1606.00709 - +2018 5 FairGAN FairGAN: Fairness-aware Generative Adversarial Networks https://arxiv.org/abs/1805.11202 - +2018 5 Fairness GAN Fairness GAN https://arxiv.org/abs/1805.09910 - +2018 5 FakeGAN Detecting Deceptive Reviews using Generative Adversarial Networks https://arxiv.org/abs/1805.10364 - +2018 4 FBGAN Feedback GAN (FBGAN) for DNA: a Novel Feedback-Loop Architecture for Optimizing Protein Functions https://arxiv.org/abs/1804.01694 - 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+2017 3 MedGAN Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks https://arxiv.org/abs/1703.06490v1 - +2018 6 MedGAN MedGAN: Medical Image Translation using GANs https://arxiv.org/abs/1806.06397 - +2018 5 MEGAN MEGAN: Mixture of Experts of Generative Adversarial Networks for Multimodal Image Generation https://arxiv.org/abs/1805.02481 - +2018 4 MelanoGAN MelanoGANs: High Resolution Skin Lesion Synthesis with GANs https://arxiv.org/abs/1804.04338 - +2018 3 memoryGAN Memorization Precedes Generation: Learning Unsupervised GANs with Memory Networks https://arxiv.org/abs/1803.01500 - +2016 4 MGAN Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks https://arxiv.org/abs/1604.04382 https://github.com/chuanli11/MGANs 23 239 43 +2017 8 MGGAN Multi-Generator Generative Adversarial Nets https://arxiv.org/abs/1708.02556 - +2018 4 MGGAN MGGAN: Solving Mode Collapse using Manifold Guided Training https://arxiv.org/abs/1804.04391 - +2017 12 MIL-GAN Multimodal Storytelling via Generative Adversarial Imitation Learning https://arxiv.org/abs/1712.01455 - +2017 3 MIX+GAN Generalization and Equilibrium in Generative Adversarial Nets (GANs) https://arxiv.org/abs/1703.00573v3 - +2018 7 MIXGAN MIXGAN: Learning Concepts from Different Domains for Mixture Generation https://arxiv.org/abs/1807.01659 - +2017 11 MLGAN Metric Learning-based Generative Adversarial Network https://arxiv.org/abs/1711.02792 - +2018 6 MMC-GAN A Multimodal Classifier Generative Adversarial Network for Carry and Place Tasks from Ambiguous Language Instructions https://arxiv.org/abs/1806.03847 - +2017 5 MMD-GAN MMD GAN: Towards Deeper Understanding of Moment Matching Network https://arxiv.org/abs/1705.08584 https://github.com/dougalsutherland/opt-mmd 7 105 33 +2017 7 MMGAN MMGAN: Manifold Matching Generative Adversarial Network for Generating Images https://arxiv.org/abs/1707.08273 - +2017 7 MoCoGAN MoCoGAN: Decomposing Motion and Content for Video Generation https://arxiv.org/abs/1707.04993 https://github.com/sergeytulyakov/mocogan 15 173 44 +2018 6 Modified GAN-CLS Generate the corresponding Image from Text Description using Modified GAN-CLS Algorithm https://arxiv.org/abs/1806.11302 - +2018 4 ModularGAN Modular Generative Adversarial Networks https://arxiv.org/abs/1804.03343 - +2018 5 MolGAN MolGAN: An implicit generative model for small molecular graphs https://arxiv.org/abs/1805.11973 - +2016 12 MPM-GAN Message Passing Multi-Agent GANs https://arxiv.org/abs/1612.01294 - +2017 12 MS-GAN Temporal Coherency based Criteria for Predicting Video Frames using Deep Multi-stage Generative Adversarial Networks http://papers.nips.cc/paper/7014-temporal-coherency-based-criteria-for-predicting-video-frames-using-deep-multi-stage-generative-adversarial-networks - +2018 3 MTGAN MTGAN: Speaker Verification through Multitasking Triplet Generative Adversarial Networks https://arxiv.org/abs/1803.09059 - +2017 9 MuseGAN MuseGAN: Symbolic-domain Music Generation and Accompaniment with Multi-track Sequential Generative Adversarial Networks https://arxiv.org/abs/1709.06298 - +2016 11 MV-BiGAN Multi-view Generative Adversarial Networks https://arxiv.org/abs/1611.02019v1 - +2018 5 N2RPP N2RPP: An Adversarial Network to Rebuild Plantar Pressure for ACLD Patients https://arxiv.org/abs/1805.02825 - +2018 4 NAN Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing https://arxiv.org/abs/1804.03287 - +2018 3 NCE-GAN Dihedral angle prediction using generative adversarial networks https://arxiv.org/abs/1803.10996 - +2018 2 ND-GAN Novelty Detection with GAN https://arxiv.org/abs/1802.10560 - +2018 3 NetGAN NetGAN: Generating Graphs via Random Walks https://arxiv.org/abs/1803.00816 - +2018 3 OCAN One-Class Adversarial Nets for Fraud Detection https://arxiv.org/abs/1803.01798 - +2017 9 OptionGAN OptionGAN: Learning Joint Reward-Policy Options using Generative Adversarial Inverse Reinforcement Learning https://arxiv.org/abs/1709.06683 - +2017 5 ORGAN Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models https://arxiv.org/abs/1705.10843 - +2017 11 ORGAN 3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversary Network https://arxiv.org/abs/1711.06363 - +2018 3 OT-GAN Improving GANs Using Optimal Transport https://arxiv.org/abs/1803.05573 - +2017 12 PacGAN PacGAN: The power of two samples in generative adversarial networks https://arxiv.org/abs/1712.04086 - +2017 6 PAN Perceptual Adversarial Networks for Image-to-Image Transformation https://arxiv.org/abs/1706.09138 - +2017 9 PassGAN PassGAN: A Deep Learning Approach for Password Guessing https://arxiv.org/abs/1709.00440 - +2018 5 PD-WGAN Primal-Dual Wasserstein GAN https://arxiv.org/abs/1805.09575 - +2017 6 Perceptual GAN Perceptual Generative Adversarial Networks for Small Object Detection https://arxiv.org/abs/1706.05274 - +2017 8 PGAN Probabilistic Generative Adversarial Networks https://arxiv.org/abs/1708.01886 - +2018 2 PGD-GAN Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees https://arxiv.org/abs/1802.08406 - +2018 3 PGGAN Patch-Based Image Inpainting with Generative Adversarial Networks https://arxiv.org/abs/1803.07422 - +2018 7 PIONEER Pioneer Networks: Progressively Growing Generative Autoencoder https://arxiv.org/abs/1807.03026 - +2017 11 Pip-GAN Pipeline Generative Adversarial Networks for Facial Images Generation with Multiple Attributes https://arxiv.org/abs/1711.10742 - +2016 11 pix2pix Image-to-Image Translation with Conditional Adversarial Networks https://arxiv.org/abs/1611.07004 https://github.com/phillipi/pix2pix 246 5166 828 +2017 11 pix2pixHD High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs https://arxiv.org/abs/1711.11585 https://github.com/NVIDIA/pix2pixHD 113 2342 404 +2017 6 PixelGAN PixelGAN Autoencoders https://arxiv.org/abs/1706.00531 - +2018 4 PM-GAN PM-GANs: Discriminative Representation Learning for Action Recognition Using Partial-modalities https://arxiv.org/abs/1804.06248 - +2017 12 PN-GAN Pose-Normalized Image Generation for Person Re-identification https://arxiv.org/abs/1712.02225 - +2018 5 POGAN Perceptually Optimized Generative Adversarial Network for Single Image Dehazing https://arxiv.org/abs/1805.01084 - +2017 5 Pose-GAN The Pose Knows: Video Forecasting by Generating Pose Futures https://arxiv.org/abs/1705.00053 - +2018 6 PP-GAN Privacy-Protective-GAN for Face De-identification https://arxiv.org/abs/1806.08906 - +2017 12 PPAN Privacy-Preserving Adversarial Networks https://arxiv.org/abs/1712.07008 - +2016 12 PPGN Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space https://arxiv.org/abs/1612.00005 - +2016 12 PrGAN 3D Shape Induction from 2D Views of Multiple Objects https://arxiv.org/abs/1612.05872 - +2018 4 ProGanSR A Fully Progressive Approach to Single-Image Super-Resolution https://arxiv.org/abs/1804.02900 - +2017 10 Progressive GAN Progressive Growing of GANs for Improved Quality, Stability, and Variation https://arxiv.org/abs/1710.10196 https://github.com/tkarras/progressive_growing_of_gans 230 3094 506 +2018 4 PS-GAN Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond https://arxiv.org/abs/1804.02047 - +2017 5 PSGAN Learning Texture Manifolds with the Periodic Spatial GAN http://arxiv.org/abs/1705.06566 - +2018 5 PSGAN PSGAN: A Generative Adversarial Network for Remote Sensing Image Pan-Sharpening https://arxiv.org/abs/1805.03371 - +2017 10 PS²-GAN High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks https://arxiv.org/abs/1710.10182 - +2018 2 RadialGAN RadialGAN: Leveraging multiple datasets to improve target-specific predictive models using Generative Adversarial Networks http://arxiv.org/abs/1802.06403 - +2018 7 RaGAN The relativistic discriminator: a key element missing from standard GAN https://arxiv.org/abs/1807.00734 - +2017 12 RAN RAN4IQA: Restorative Adversarial Nets for No-Reference Image Quality Assessment https://arxiv.org/abs/1712.05444 +2017 5 RankGAN Adversarial Ranking for Language Generation https://arxiv.org/abs/1705.11001 - +2017 6 RCGAN Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs https://arxiv.org/abs/1706.02633 - +2018 4 ReConNN Reconstruction of Simulation-Based Physical Field with Limited Samples by Reconstruction Neural Network https://arxiv.org/abs/1805.00528 - +2017 9 RefineGAN Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks https://arxiv.org/abs/1709.00753 - +2018 5 ReGAN ReGAN: RE[LAX|BAR|INFORCE] based Sequence Generation using GANs https://arxiv.org/abs/1805.02788 https://github.com/TalkToTheGAN/REGAN 2 23 2 +2018 5 RegCGAN Unpaired Multi-Domain Image Generation via Regularized Conditional GANs https://arxiv.org/abs/1805.02456 - +2016 11 RenderGAN RenderGAN: Generating Realistic Labeled Data https://arxiv.org/abs/1611.01331 - +2018 7 Resembled GAN Resembled Generative Adversarial Networks: Two Domains with Similar Attributes https://arxiv.org/abs/1807.00947 - +2017 7 ResGAN Generative Adversarial Network based on Resnet for Conditional Image Restoration https://arxiv.org/abs/1707.04881 - +2017 6 RNN-WGAN Language Generation with Recurrent Generative Adversarial Networks without Pre-training https://arxiv.org/abs/1706.01399 https://github.com/amirbar/rnn.wgan 19 201 63 +2018 5 RoCGAN Robust Conditional Generative Adversarial Networks https://arxiv.org/abs/1805.08657 - +2017 5 RPGAN Stabilizing GAN Training with Multiple Random Projections https://arxiv.org/abs/1705.07831 https://github.com/ayanc/rpgan 2 15 4 +2017 3 RTT-GAN Recurrent Topic-Transition GAN for Visual Paragraph Generation https://arxiv.org/abs/1703.07022v2 - +2017 5 RWGAN Relaxed Wasserstein with Applications to GANs https://arxiv.org/abs/1705.07164 - +2016 11 SAD-GAN SAD-GAN: Synthetic Autonomous Driving using Generative Adversarial Networks https://arxiv.org/abs/1611.08788v1 - +2018 4 SAGA Generative Adversarial Learning for Spectrum Sensing https://arxiv.org/abs/1804.00709 - +2018 5 SAGAN Self-Attention Generative Adversarial Networks https://arxiv.org/abs/1805.08318 - +2017 1 SalGAN SalGAN: Visual Saliency Prediction with Generative Adversarial Networks https://arxiv.org/abs/1701.01081 https://github.com/imatge-upc/saliency-salgan-2017 15 176 80 +2018 7 sAOG Deep Structured Generative Models https://arxiv.org/abs/1807.03877 - +2018 2 SAR-GAN Generating High Quality Visible Images from SAR Images Using CNNs https://arxiv.org/abs/1802.10036 - +2017 5 SBADA-GAN From source to target and back: symmetric bi-directional adaptive GAN https://arxiv.org/abs/1705.08824 - +2018 2 SCH-GAN SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network https://arxiv.org/abs/1802.02488 - +2017 5 SD-GAN Semantically Decomposing the Latent Spaces of Generative Adversarial Networks https://arxiv.org/abs/1705.07904 - +2018 3 Sdf-GAN Sdf-GAN: Semi-supervised Depth Fusion with Multi-scale Adversarial Networks https://arxiv.org/abs/1803.06657 - +2017 3 SEGAN SEGAN: Speech Enhancement Generative Adversarial Network https://arxiv.org/abs/1703.09452v1 - +2017 3 SeGAN SeGAN: Segmenting and Generating the Invisible https://arxiv.org/abs/1703.10239 - +2017 6 SegAN SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation https://arxiv.org/abs/1706.01805 - +2018 7 Sem-GAN Sem-GAN: Semantically-Consistent Image-to-Image Translation https://arxiv.org/abs/1807.04409 - +2016 9 SeqGAN SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient https://arxiv.org/abs/1609.05473v5 https://github.com/LantaoYu/SeqGAN 71 1213 450 +2018 6 SeUDA Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation https://arxiv.org/abs/1806.00600 - +2018 1 SG-GAN Semantic-aware Grad-GAN for Virtual-to-Real Urban Scene Adaption https://arxiv.org/abs/1801.01726 https://github.com/Peilun-Li/SG-GAN 5 35 8 +2018 5 SG-GAN Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation https://arxiv.org/abs/1805.07509 - +2016 11 SGAN Texture Synthesis with Spatial Generative Adversarial Networks https://arxiv.org/abs/1611.08207 - +2016 12 SGAN Stacked Generative Adversarial Networks https://arxiv.org/abs/1612.04357v4 https://github.com/xunhuang1995/SGAN 8 200 49 +2017 3 SGAN Steganographic Generative Adversarial Networks https://arxiv.org/abs/1703.05502 - +2017 12 SGAN SGAN: An Alternative Training of Generative Adversarial Networks https://arxiv.org/abs/1712.02330 - +2018 7 SGAN CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement https://arxiv.org/abs/1807.07144 - +2018 4 sGAN Generative Adversarial Training for MRA Image Synthesis Using Multi-Contrast MRI https://arxiv.org/abs/1804.04366 - +2018 7 SiGAN SiGAN: Siamese Generative Adversarial Network for Identity-Preserving Face Hallucination https://arxiv.org/abs/1807.08370 - +2016 12 SimGAN Learning from Simulated and Unsupervised Images through Adversarial Training https://arxiv.org/abs/1612.07828 - +2017 7 SisGAN Semantic Image Synthesis via Adversarial Learning https://arxiv.org/abs/1707.06873 - +2018 4 Sketcher-Refiner GAN Learning Myelin Content in Multiple Sclerosis from Multimodal MRI through Adversarial Training https://arxiv.org/abs/1804.08039 - +2016 7 SketchGAN Adversarial Training For Sketch Retrieval https://arxiv.org/abs/1607.02748 - +2018 1 SketchyGAN SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis https://arxiv.org/abs/1801.02753 - +2017 4 SL-GAN Semi-Latent GAN: Learning to generate and modify facial images from attributes https://arxiv.org/abs/1704.02166 - +2018 6 SN-DCGAN Generative Adversarial Networks for Unsupervised Object Co-localization https://arxiv.org/abs/1806.00236 - +2017 8 SN-GAN Spectral Normalization for Generative Adversarial Networks https://drive.google.com/file/d/0B8HZ50DPgR3eSVV6YlF3XzQxSjQ/view https://github.com/pfnet-research/chainer-gan-lib 33 286 61 +2018 6 SN-PatchGAN Free-Form Image Inpainting with Gated Convolution https://arxiv.org/abs/1806.03589 - +2017 11 Sobolev GAN Sobolev GAN https://arxiv.org/abs/1711.04894 - +2018 3 Social GAN Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks https://arxiv.org/abs/1803.10892 - +2017 4 Softmax GAN Softmax GAN https://arxiv.org/abs/1704.06191 - +2018 6 SoPhie SoPhie: An Attentive GAN for Predicting Paths Compliant to Social and Physical Constraints https://arxiv.org/abs/1806.01482 - +2018 5 speech-driven animation GAN End-to-End Speech-Driven Facial Animation with Temporal GANs https://arxiv.org/abs/1805.09313 - +2018 3 Spike-GAN Synthesizing realistic neural population activity patterns using Generative Adversarial Networks https://arxiv.org/abs/1803.00338 - +2017 9 Splitting GAN Class-Splitting Generative Adversarial Networks https://arxiv.org/abs/1709.07359 - +2018 6 SR-CNN-VAE-GAN Semi-Recurrent CNN-based VAE-GAN for Sequential Data Generation https://arxiv.org/abs/1806.00509 https://github.com/makbari7/SR-CNN-VAE-GAN 1 6 3 +2016 9 SRGAN Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network https://arxiv.org/abs/1609.04802 - +2017 12 SRPGAN SRPGAN: Perceptual Generative Adversarial Network for Single Image Super Resolution https://arxiv.org/abs/1712.05927 - +2017 8 SS-GAN Semi-supervised Conditional GANs https://arxiv.org/abs/1708.05789 - +2017 7 ss-InfoGAN Guiding InfoGAN with Semi-Supervision https://arxiv.org/abs/1707.04487 - +2017 7 SSGAN SSGAN: Secure Steganography Based on Generative Adversarial Networks https://arxiv.org/abs/1707.01613 - +2016 11 SSL-GAN Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks https://arxiv.org/abs/1611.06430v1 - +2017 12 ST-CGAN Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal https://arxiv.org/abs/1712.02478 - +2017 2 ST-GAN Style Transfer Generative Adversarial Networks: Learning to Play Chess Differently https://arxiv.org/abs/1702.06762 - +2018 3 ST-GAN ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing https://arxiv.org/abs/1803.01837 - +2016 12 StackGAN StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks https://arxiv.org/abs/1612.03242v1 https://github.com/hanzhanggit/StackGAN 59 1181 291 +2018 2 StainGAN StainGAN: Stain Style Transfer for Digital Histological Images https://arxiv.org/abs/1804.01601 - +2017 11 StarGAN StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation https://arxiv.org/abs/1711.09020 https://github.com/yunjey/StarGAN 108 2967 461 +2018 6 StarGAN-VC StarGAN-VC: Non-parallel many-to-many voice conversion with star generative adversarial networks https://arxiv.org/abs/1806.02169 - +2017 7 SteinGAN Learning Deep Energy Models: Contrastive Divergence vs. Amortized MLE https://arxiv.org/abs/1707.00797 - +2017 12 Super-FAN Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs https://arxiv.org/abs/1712.02765 - +2017 10 SVSGAN SVSGAN: Singing Voice Separation via Generative Adversarial Network https://arxiv.org/abs/1710.11428 - +2018 2 SWGAN Solving Approximate Wasserstein GANs to Stationarity https://arxiv.org/abs/1802.08249 - +2018 4 SyncGAN SyncGAN: Synchronize the Latent Space of Cross-modal Generative Adversarial Networks https://arxiv.org/abs/1804.00410 - +2016 3 S^2GAN Generative Image Modeling using Style and Structure Adversarial Networks https://arxiv.org/abs/1603.05631v2 - +2018 6 table-GAN Data Synthesis based on Generative Adversarial Networks https://arxiv.org/abs/1806.03384 - +2017 3 TAC-GAN TAC-GAN - Text Conditioned Auxiliary Classifier Generative Adversarial Network https://arxiv.org/abs/1703.06412v2 https://github.com/dashayushman/TAC-GAN 3 36 14 +2017 4 TAN Outline Colorization through Tandem Adversarial Networks https://arxiv.org/abs/1704.08834 - +2018 6 tcGAN Cross-modal Hallucination for Few-shot Fine-grained Recognition https://arxiv.org/abs/1806.05147 - +2018 6 TD-GAN Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation https://arxiv.org/abs/1806.07201 - +2018 6 tempCycleGAN Improving Surgical Training Phantoms by Hyperrealism: Deep Unpaired Image-to-Image Translation from Real Surgeries https://arxiv.org/abs/1806.03627 - +2018 1 tempoGAN tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow https://arxiv.org/abs/1801.09710 - +2018 7 TequilaGAN TequilaGAN: How to easily identify GAN samples https://arxiv.org/abs/1807.04919 - +2018 3 Text2Shape Text2Shape: Generating Shapes from Natural Language by Learning Joint Embeddings https://arxiv.org/abs/1803.08495 - +2016 12 textGAN Generating Text via Adversarial Training https://zhegan27.github.io/Papers/textGAN_nips2016_workshop.pdf - +2017 6 TextureGAN TextureGAN: Controlling Deep Image Synthesis with Texture Patches https://arxiv.org/abs/1706.02823 - +2016 11 TGAN Temporal Generative Adversarial Nets https://arxiv.org/abs/1611.06624v1 - +2017 10 TGAN Tensorizing Generative Adversarial Nets https://arxiv.org/abs/1710.10772 - +2017 11 TGAN Tensor-Generative Adversarial Network with Two-dimensional Sparse Coding: Application to Real-time Indoor Localization https://arxiv.org/abs/1711.02666 - +2018 4 TGANs-C To Create What You Tell: Generating Videos from Captions https://arxiv.org/abs/1804.08264 - +2018 3 tiny-GAN Analysis of Nonautonomous Adversarial Systems https://arxiv.org/abs/1803.05045 - +2017 4 TP-GAN Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis https://arxiv.org/abs/1704.04086 - +2017 3 Triple-GAN Triple Generative Adversarial Nets https://arxiv.org/abs/1703.02291v2 - +2017 11 tripletGAN TripletGAN: Training Generative Model with Triplet Loss https://arxiv.org/abs/1711.05084 - +2017 12 TV-GAN TV-GAN: Generative Adversarial Network Based Thermal to Visible Face Recognition https://arxiv.org/abs/1712.02514 - +2017 12 UGACH Unsupervised Generative Adversarial Cross-modal Hashing https://arxiv.org/abs/1712.00358 - +2018 1 UGAN Enhancing Underwater Imagery using Generative Adversarial Networks https://arxiv.org/abs/1801.04011 - +2017 1 Unim2im Unsupervised Image-to-Image Translation with Generative Adversarial Networks https://arxiv.org/abs/1701.02676 http://github.com/zsdonghao/Unsup-Im2Im 7 48 12 +2017 3 UNIT Unsupervised Image-to-image Translation Networks https://arxiv.org/abs/1703.00848 https://github.com/mingyuliutw/UNIT 55 1060 196 +2016 11 Unrolled GAN Unrolled Generative Adversarial Networks https://arxiv.org/abs/1611.02163 https://github.com/poolio/unrolled_gan 14 234 41 +2018 4 UT-SCA-GAN Spatial Image Steganography Based on Generative Adversarial Network https://arxiv.org/abs/1804.07939 - +2017 12 UV-GAN UV-GAN: Adversarial Facial UV Map Completion for Pose-invariant Face Recognition https://arxiv.org/abs/1712.04695 - +2017 11 VA-GAN Visual Feature Attribution using Wasserstein GANs https://arxiv.org/abs/1711.08998 - +2018 6 VAC+GAN Versatile Auxiliary Classifier with Generative Adversarial Network (VAC+GAN), Multi Class Scenarios https://arxiv.org/abs/1806.07751 - +2015 12 VAE-GAN Autoencoding beyond pixels using a learned similarity metric https://arxiv.org/abs/1512.09300 - +2017 4 VariGAN Multi-View Image Generation from a Single-View https://arxiv.org/abs/1704.04886 - +2017 4 VAW-GAN Voice Conversion from Unaligned Corpora using Variational Autoencoding Wasserstein Generative Adversarial Networks https://arxiv.org/abs/1704.00849 - +2017 5 VEEGAN VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning https://arxiv.org/abs/1705.07761 https://github.com/akashgit/VEEGAN 2 11 6 +2016 9 VGAN Generating Videos with Scene Dynamics https://arxiv.org/abs/1609.02612 https://github.com/cvondrick/videogan 34 553 114 +2016 11 VGAN Generative Adversarial Networks as Variational Training of Energy Based Models https://arxiv.org/abs/1611.01799 https://github.com/Shuangfei/vgan 3 15 10 +2017 12 VGAN Text Generation Based on Generative Adversarial Nets with Latent Variable https://arxiv.org/abs/1712.00170 - +2017 1 ViGAN Image Generation and Editing with Variational Info Generative Adversarial Networks https://arxiv.org/abs/1701.04568v1 - +2017 8 VIGAN VIGAN: Missing View Imputation with Generative Adversarial Networks https://arxiv.org/abs/1708.06724 - +2018 2 VoiceGAN Voice Impersonation using Generative Adversarial Networks http://arxiv.org/abs/1802.06840 - +2018 3 VOS-GAN VOS-GAN: Adversarial Learning of Visual-Temporal Dynamics for Unsupervised Dense Prediction in Videos https://arxiv.org/abs/1803.09092 - +2017 7 VRAL Variance Regularizing Adversarial Learning https://arxiv.org/abs/1707.00309 - +2017 2 WaterGAN WaterGAN: Unsupervised Generative Network to Enable Real-time Color Correction of Monocular Underwater Images https://arxiv.org/abs/1702.07392v1 - +2018 2 WaveGAN Synthesizing Audio with Generative Adversarial Networks https://arxiv.org/abs/1802.04208 - +2017 12 weGAN Generative Adversarial Nets for Multiple Text Corpora https://arxiv.org/abs/1712.09127 - +2017 1 WGAN Wasserstein GAN https://arxiv.org/abs/1701.07875v2 https://github.com/martinarjovsky/WassersteinGAN 97 1918 464 +2018 5 WGAN-CLS Text to Image Synthesis Using Generative Adversarial Networks https://arxiv.org/abs/1805.00676 - +2017 4 WGAN-GP Improved Training of Wasserstein GANs https://arxiv.org/abs/1704.00028 https://github.com/igul222/improved_wgan_training 67 1258 406 +2018 7 WGAN-L1 Subsampled Turbulence Removal Network https://arxiv.org/abs/1807.04418 - +2017 5 WS-GAN Weakly Supervised Generative Adversarial Networks for 3D Reconstruction https://arxiv.org/abs/1705.10904 - +2017 11 XGAN XGAN: Unsupervised Image-to-Image Translation for many-to-many Mappings https://arxiv.org/abs/1711.05139 - +2017 11 ZipNet-GAN ZipNet-GAN: Inferring Fine-grained Mobile Traffic Patterns via a Generative Adversarial Neural Network https://arxiv.org/abs/1711.02413 - +2017 6 α-GAN Variational Approaches for Auto-Encoding Generative Adversarial Networks https://arxiv.org/abs/1706.04987 https://github.com/victor-shepardson/alpha-GAN 2 51 16 +2017 4 β-GAN Annealed Generative Adversarial Networks https://arxiv.org/abs/1705.07505 - +2017 9 Δ-GAN Triangle Generative Adversarial Networks https://arxiv.org/abs/1709.06548 - diff --git a/github_scraper.py b/github_scraper.py new file mode 100644 index 0000000..6847f44 --- /dev/null +++ b/github_scraper.py @@ -0,0 +1,6 @@ + + + +print(watch) +print(start) +print(fork) diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..8cf85d0 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,25 @@ +astroid==2.0.4 +beautifulsoup4==4.6.3 +bs4==0.0.1 +certifi==2018.8.24 +chardet==3.0.4 +cycler==0.10.0 +idna==2.7 +isort==4.3.4 +Jinja2==2.10 +kiwisolver==1.0.1 +lazy-object-proxy==1.3.1 +MarkupSafe==1.0 +matplotlib==2.2.3 +mccabe==0.6.1 +numpy==1.15.1 +Pillow==5.2.0 +pylint==2.1.1 +pyparsing==2.2.0 +python-dateutil==2.7.3 +pytz==2018.5 +requests==2.19.1 +six==1.11.0 +typed-ast==1.1.0 +urllib3==1.23 +wrapt==1.10.11 diff --git a/update.py b/update.py index 7814a64..cfcbfcd 100644 --- a/update.py +++ b/update.py @@ -5,11 +5,13 @@ import numpy as np import matplotlib.pyplot as plt +from bs4 import BeautifulSoup +import requests +import csv def load_data(): """ Load GANs data from the gans.csv file """ - import csv with open('gans.tsv') as fid: reader = csv.DictReader(fid, delimiter='\t') @@ -45,8 +47,32 @@ def update_figure(gans): plt.ylabel("Total number of papers") plt.savefig('cumulative_gans.jpg') +def update_github_stats(gans): + """ Update Github stats """ + num_rows = len(gans) + print('Fetching Github stats...') + for i, gan in enumerate(gans): + url = gan['Official_Code'] + if url != "-" and url != "": + print(str(i) + '/' + str(num_rows)) + result = requests.get(url) + c = result.text + soup = BeautifulSoup(c, "html.parser") + samples = soup.select("a.social-count") + gan['Watches'] = samples[0].get_text().strip().replace(",", "") + gan['Stars'] = samples[1].get_text().strip().replace(",", "") + gan['Forks'] = samples[2].get_text().strip().replace(",", "") + + print(str(i) + '/' + str(num_rows)) + print('Complete.') + + with open('gans.tsv', 'w') as outfile: + fp = csv.DictWriter(outfile, gans[0].keys(), delimiter='\t') + fp.writeheader() + fp.writerows(gans) if __name__ == '__main__': GANS = load_data() update_readme(GANS) update_figure(GANS) + update_github_stats(GANS)