GANsPaperCollection
Review or Survey
NIPS 2016 Tutorial Generative Adversarial Networks [paper]
Generative Adversarial Networks An Overview [paper]
2014
Generative Adversarial Nets [paper] [code]
Conditional Generative Adversarial Nets [paper]
2015
Deep Generative Image Models Using a Laplacian Pyramid of Adversarial Networks [paper]
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks [paper] [code]
Adversarial Autoencoders [paper]
Deep Multi-scale Video Prediction Beyond Mean Square Error [paper]
Autoencoding beyond Pixels Using a Learned Similarity Metric [paper]
A Note on the Evaluation of Generative Models [paper]
2016
(pix2pix) Image-to-image Translation with Conditional Adversarial Networks [paper] [Pytorch code] [Torch code] [TF code]
Semantic Segmentation Using Adversarial Networks [paper]
StackGAN Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks [paper] [code]
Photo-realistic Single Image Super-resolution Using a Generative Adversarial Network [paper] [tf+tl code] [Torch code] [Torch code]
Generating Images with Perceptual Similarity Metrics based on Deep Networks [paper]
Generating Images with Recurrent Adversarial Networks [paper]
Generative Visual Manipulation on the Natural Image Manifold [paper] [code] [project] [video]
Generative Adversarial Text to Image Synthesis [paper]
Learning What and Where to Draw [paper]
Adversarial Training for Sketch Retrieval [paper]
Generative Image Modeling using Style and Structure Adversarial Networks [paper]
Generative Adversarial Networks as Variational Training of Energy Based Models [paper]
Adversarial Training Methods for Semi-Supervised Text Classification [paper]
Learning from Simulated and Unsupervised Images through Adversarial Training [paper]
Synthesizing the preferred inputs for neurons in neural networks via deep generator networks [paper]
Adversarial Feature Learning [paper]
Semantic Image Inpainting with Perceptual and Contextual Losses [paper]
"Semantic Image Inpainting with Deep Generative Models" the same as the above but different title.
Context Encoders: Feature Learning by Inpainting [paper]
Semi-supervised Learning with Context-conditional Generative Adversarial Networks [paper]
Robust LSTM-autoencoders for Face De-occlusion in the Wild [paper]
C-RNN-GAN: Continuous Recurrent Neural Networks with Adversarial Training [paper]
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets [Paper]
Conditional Image Synthesis with Auxiliary Classifier GANs [paper]
Pixel-level Domain Transfer [paper]
Invertible Conditional GANs for Image Editing [paper]
Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space [Paper]
Unsupervised Learning for Physical Interaction through Video Prediction [paper]
Generating Videos with Scene Dynamics [paper]
Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks [paper] [code]
Medical Image Synthesis with Context-aware Generative Adversarial Networks [paper]
Learning Temporal Transformations from Time-lapse Videos [paper]
Improved Techniques for Training GANs NIPS 2016 [paper]
Mode Regularized Generative Adversarial Networks [paper]
Amortised MAP Inference for Image Super-resolution [paper]
Learning to Generate Images of Outdoor Scenes from Attributes and Semantic Layouts
Adversarially Learned Inference [paper] [code]
Adversarial Feature Learning [paper]
EnhanceNet Single Image Super-Resolution through Automated Texture Synthesis [paper]
One-to-Many Network for Visually Pleasing Compression Artifacts Reduction [paper]
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring [paper] [Torch code]
Unsupervised Pixel-Level Domain Adaptation with Generative Adversarial Networks [paper]
Least Squares Generative Adversarial Networks [paper] [code]
Inverting The Generator Of A Generative Adversarial Network [paper]
Stacked Generative Adversarial Networks [paper]
Unrolled Generative Adversarial Networks [paper]
Energy-based Generative Adversarial Network [paper]
Neural Photo Editing with Introspective Adversarial Networks [paper]
Ultra-Resolving Face Images by Discriminative Generative Networks [paper]
Generative Adversarial Nets from a Density Ratio Estimation Perspective [paper]
Adversarially Learned Inference [paper]
Generative Multi-Adversarial Networks [paper]
(DTN) Unsupervised Cross-Domain Image Generation ICLR 2017 [paper] [code]
2017
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks [paper]
AdaGAN: Boosting Generative Models [paper]
Unsupervised Image-to-image Translation with Generative Adversarial Networks [paper]
Adversarial Networks for the Detection of Aggressive Prostate Cancer [paper]
Generative Adversarial Residual Pairwise Networks for One Shot Learning [paper]
GP-GAN Towards Realistic High-resolution Image Blending [paper]
Image De-raining Using a Conditional Generative Adversarial Network [paper], [code]
Semi-latent GAN Learning to Generate and Modify Facial Images from Attributes [paper]
Loss-sensitive Generative Adversarial Networks on Lipschitz Densities [paper] [code]
On the Effect of Batch Normalization and Weight Normalization in Generative Adversarial Networks [paper]
Beyond Face Rotation Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis [paper]
Neural Face Editing with Intrinsic Image Disentangling [paper]
(DualGAN) DualGAN: Unsupervised Dual Learning for Image-to-Image Translation ICCV 2017 [paper] [code]
(CycleGAN) Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks ICCV 2017 [paper] [code]
Face Aging With Conditional Generative Adversarial Networks [paper]
Outline Colorization through Tandem Adversarial Networks [paper]
Real-Time Adaptive Image Compression [paper]
Improved Training of Wasserstein GANs NIPS 2017 [paper] [code]
The Cramer Distance as a Solution to Biased Wasserstein Gradients [paper] [code]
Video Imagination from a Single Image with Transformation Generation [paper]
Perceptual Generative Adversarial Networks for Small Object Detection [paper]
(TextureGAN) TextureGAN Controlling Deep Image Synthesis with Texture Patches CVPR 2018 [paper] [code]
Interactive 3D Modeling with a Generative Adversarial Network [paper]
Bayesian Conditional Generative Adverserial Networks [paper]
Auto-Encoder Guided GAN for Chinese Calligraphy Synthesis [paper]
Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks [paper] [Keras+TF code]
Perceptual Adversarial Networks for Image-to-Image Transformation [paper]
Adversarial Image Alignment and Interpolation [paper]
On Unifying Deep Generative Models [paper]
Generalization and Equilibrium in Generative Adversarial Nets (GANs) [paper]
SegAN Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation [paper]
Self Adversarial Training for Human Pose Estimation [paper]
Automatic Liver Segmentation Using an Adversarial Image-to-Image Network [paper]
AlignGAN Learning to Align Cross-Domain Images with Conditional Generative Adversarial Networks [paper]
High-Quality Face Image SR Using Conditional Generative Adversarial Networks [paper]
Freehand Ultrasound Image Simulation with Spatially-Conditioned Generative Adversarial Networks [paper]
Virtual PET Images from CT Data Using Deep Convolutional Networks Initial Results [paper]
Synthesis of Positron Emission Tomography (PET) Images via Multi-channel Generative Adversarial Networks (GANs) [paper]
Deep MR to CT Synthesis using Unpaired Data [paper]
Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss [paper]
Bayesian GAN [paper]
Stabilizing Training of Generative Adversarial Networks through Regularization [paper]
GANs for Biological Image Synthesis [paper]
Sharpness-aware Low dose CT denoising using conditional generative adversarial network [paper]
Adversarial Generation of Training Examples for Vehicle License Plate Recognition [paper]
Adversarial Training and Dilated Convolutions for Brain MRI Segmentation [paper]
Aesthetic-Driven Image Enhancement by Adversarial Learning [paper]
Adversarial Nets with Perceptual Losses for Text-to-image Synthesis [paper]
Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network [paper]
Adversarial PoseNet A Structure-aware Convolutional Network for Human Pose Estimation [paper]
Adversarial Networks for Spatial Context-Aware Spectral Image Reconstruction from RGB [paper]
ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network [paper]
Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks [paper]
Synthetic Medical Images from Dual Generative Adversarial Networks [paper]
Learning Loss for Knowledge Distillation with Conditional Adversarial Networks [papaer]
Conditional Generative Adversarial Networks for Speech Enhancement and Noise-Robust Speaker Verification [paper]
Towards Understanding Adversarial Learning for Joint Distribution Matching [paper]
Generative Semantic Manipulation with Contrasting GAN ECCV 2018 [paper]
Deep Generative Filter for Motion Deblurring [paper]
Improving Heterogeneous Face Recognition with Conditional Adversarial Networks [paper]
Exposure A White-Box Photo Post-Processing Framework [paper]
A Study of Cross-domain Generative Models applied to Cartoon Series [paper]
Fisher GAN [paper]
Neural Stain-Style Transfer Learning using GAN for Histopathological Images [paper]
Many Paths to Equilibrium GANs Do Not Need to Decrease aDivergence At Every Step [paper]
Progressive Growing of GANs for Improved Quality, Stability, and Variation [paper] [code]
Addressing Challenging Place Recognition Tasks using Generative Adversarial Networks [paper]
Generative Adversarial Network based on Resnet for Conditional Image Restoration [paper]
Face Transfer with Generative Adversarial Network [paper]
SEGAN Speech Enhancement Generative Adversarial Network [paper] [code]
BEGAN Boundary Equilibrium Generative Adversarial Networks [paper]
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation CVPR 2018 [paper] [Pytorch code]
(pix2pix-HD) High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs CVPR 2018 [paper] [code]
Precise Recovery of Latent Vectors from Generative Adversarial Networks [paper]
Towards Principled Methods for Training Generative Adversarial Networks [paper]
Wasserstein GAN [paper]
The Numerics of GANs [paper]
Hallucinating Very Low-Resolution Unaligned and Noisy Face Images by Transformative Discriminative Autoencoders [paper]
Deep Future Gaze Gaze Anticipation on Egocentric Videos Using Adversarial Networks [paper]
DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data [paper]
MARTA GANs Unsupervised Representation Learning for Remote Sensing Image Classification [paper]
Adversarial Variational Bayes Unifying Variational Autoencoders and Generative Adversarial Networks [paper]
Adversarial Stain Transfer for Histopathology Image Analysis [paper]
Geometrical Insights for Implicit Generative Modeling [paper]
"Leon Bottou"
Multi-Agent Diverse Generative Adversarial Networks [paper]
Learning Face Age Progression: A Pyramid Architecture of GANs [paper]
(BicycleGAN) Toward Multimodal Image-to-Image Translation NIPS 2017 [paper] [code]
(UNIT) Unsupervised Image-to-Image Translation Networks NIPS 2017 [paper] [code]
(DiscoGAN) Learning to Discover Cross-Domain Relations with Generative Adversarial Networks ICML 2017 [paper] [code]
(DistanceGAN) One-Sided Unsupervised Domain Mapping NISP 2017 [paper] [code]
(Triangle GAN) Triangle Generative Adversarial Networks NIPS 2017 [paper] [code]
AttGAN: Facial Attribute Editing by Only Changing What You Want 2017 [paper] [code]
2018
Coupled Generative Adversarial Stacked Auto-encoder: CoGASA [paper]
High-throughput, High-resolution Generated Adversarial Network Microscopy [paper]
Geometry Score A Method For Comparing Generative Adversarial Networks [paper] [code]
Mastering Sketching Adversarial Augmentation for Structured Prediction [paper]
"TOG"
3D Convolutional Encoder-Decoder Network for Low-Dose CT via Transfer Learning from a 2D Trained Network [paper]
Learning to Adapt Structured Output Space for Semantic Segmentation [paper]
A Study into the Similarity in Generator and Discriminator in GAN Architecture [paper]
An Introduction to Image Synthesis with Generative Adversarial Nets [paper]
"text2image, image2image"
Densely Connected Pyramid Dehazing Network [paper], [code]
3D Conditional Generative Adversarial Networks for High-quality PET Image Estimation at Low Dose [paper]
Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected Network [paper]
Spectral Normalization for Generative Adversarial Networks ICLR 2018 [paper] [code]
PairedCycleGAN: Asymmetric Style Transfer for Applying and Removing Makeup [paper]
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network CVPR 2018 [paper]
Improving Shape Deformation in Unsupervised Image-to-Image Translation ECCV 2018 [paper] [code]
To learn image super-resolution, use a GAN to learn how to do image degradation first ECCV 2018 [paper]
GANimation Anatomically-aware Facial Animation from a Single Image ECCV 2018 [paper] [code]
SwapNet Garment Transfer in Single View Images ECCV 2018 [paper]
Modular Generative Adversarial Networks ECCV 2018 [paper]
Image Generation from Sketch Constraint Using Contextual GAN ECCV 2018 [paper]
Smart, Sparse Contours to Represent and Edit Images CVPR 2018 [paper]
Image-to-image Translation for Cross-domain Disentanglement NIPS 2018 [paper]
(CartoonGAN) CartoonGAN: Generative Adversarial Networks for Photo Cartoonization CVPR 2018 [paper] [code]
(SCAN) Unsupervised Image-to-Image Translation with Stacked Cycle-Consistent Adversarial Networks ECCV 2018 [paper]
(InstaGAN) Instance-aware image-to-image translation 2018 [paper]
Geometry Guided Adversarial Facial Expression Synthesis ACM MM 2018 [paper]
DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks CVPR 2018 [paper]
Attention-GAN for Object Transfiguration in Wild Images 2018 [paper]
Unsupervised Attention-guided Image to Image Translation NIPS 2018 [paper] [code]
Show, Attend and Translate: Unsupervised Image Translation with Self-Regularization and Attention 2018 [paper]
Conditional CycleGAN for Attribute Guided Face Image Generation ECCV 2018 [paper]
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data ICML 2018 [paper] [code]
Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation ACM MM 2018 [paper] [code]
XGAN: Unsupervised Image-to-Image Translation for Many-to-Many Mappings ICML 2018 [paper]
ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes ECCV 2018 [paper] [code]
(MUNIT) Multimodal Unsupervised Image-to-Image Translation ECCV 2018 [paper] [code]
Conditional Image-to-Image Translation CVPR 2018 [paper]
Exemplar Guided Unsupervised Image-to-Image Translation with Semantic Consistency
Diverse Image-to-Image Translation via Disentangled Representations ECCV 2018 [paper] [code]
(BigGANs) Large Scale GAN Training for High Fidelity Natural Image Synthesis ICLR 2019 [paper]
2019
Self-Supervised Generative Adversarial Networks CVPR 2019 [paper]
”arXiv v2: Self-Supervised GANs via Auxiliary Rotation Loss“