Every week, new GAN papers are coming out and it's hard to keep track of them all, not to mention the incredibly creative ways in which researchers are naming these GANs! So, here's a list of what started as a fun activity compiling all named GANs!
You can also check out the same data in a tabular format with functionality to filter by year or do a quick search by title here.
Contributions are welcome. Add links through pull requests or create an issue to lemme know something I missed or to start a discussion.
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- 3D-ED-GAN - Shape Inpainting using 3D Generative Adversarial Network and Recurrent Convolutional Networks
- 3D-GAN - Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling (github)
- 3D-IWGAN - Improved Adversarial Systems for 3D Object Generation and Reconstruction (github)
- 3D-RecGAN - 3D Object Reconstruction from a Single Depth View with Adversarial Learning (github)
- ABC-GAN - ABC-GAN: Adaptive Blur and Control for improved training stability of Generative Adversarial Networks (github)
- ABC-GAN - GANs for LIFE: Generative Adversarial Networks for Likelihood Free Inference
- AC-GAN - Conditional Image Synthesis With Auxiliary Classifier GANs
- acGAN - Face Aging With Conditional Generative Adversarial Networks
- ACtuAL - ACtuAL: Actor-Critic Under Adversarial Learning
- AdaGAN - AdaGAN: Boosting Generative Models
- AE-GAN - AE-GAN: adversarial eliminating with GAN
- AEGAN - Learning Inverse Mapping by Autoencoder based Generative Adversarial Nets
- AffGAN - Amortised MAP Inference for Image Super-resolution
- AL-CGAN - Learning to Generate Images of Outdoor Scenes from Attributes and Semantic Layouts
- ALI - Adversarially Learned Inference
- AlignGAN - AlignGAN: Learning to Align Cross-Domain Images with Conditional Generative Adversarial Networks
- AM-GAN - Activation Maximization Generative Adversarial Nets
- AnoGAN - Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery
- ARAE - Adversarially Regularized Autoencoders for Generating Discrete Structures (github)
- ARDA - Adversarial Representation Learning for Domain Adaptation
- ARIGAN - ARIGAN: Synthetic Arabidopsis Plants using Generative Adversarial Network
- ArtGAN - ArtGAN: Artwork Synthesis with Conditional Categorial GANs
- AttGAN - Arbitrary Facial Attribute Editing: Only Change What You Want
- AttnGAN - AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks
- b-GAN - Generative Adversarial Nets from a Density Ratio Estimation Perspective
- Bayesian GAN - Deep and Hierarchical Implicit Models (github)
- Bayesian GAN - Bayesian GAN
- BCGAN - Bayesian Conditional Generative Adverserial Networks
- BCGAN - Bidirectional Conditional Generative Adversarial networks
- BEGAN - BEGAN: Boundary Equilibrium Generative Adversarial Networks
- BGAN - Binary Generative Adversarial Networks for Image Retrieval (github)
- BicycleGAN - Toward Multimodal Image-to-Image Translation (github)
- BiGAN - Adversarial Feature Learning
- BS-GAN - Boundary-Seeking Generative Adversarial Networks
- C-RNN-GAN - C-RNN-GAN: Continuous recurrent neural networks with adversarial training (github)
- CA-GAN - Composition-aided Sketch-realistic Portrait Generation
- CaloGAN - CaloGAN: Simulating 3D High Energy Particle Showers in Multi-Layer Electromagnetic Calorimeters with Generative Adversarial Networks (github)
- CAN - CAN: Creative Adversarial Networks, Generating Art by Learning About Styles and Deviating from Style Norms
- CatGAN - Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks
- CatGAN - CatGAN: Coupled Adversarial Transfer for Domain Generation
- CausalGAN - CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training
- CC-GAN - Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks (github)
- CDcGAN - Simultaneously Color-Depth Super-Resolution with Conditional Generative Adversarial Network
- CGAN - Conditional Generative Adversarial Nets
- CGAN - Controllable Generative Adversarial Network
- Chekhov GAN - An Online Learning Approach to Generative Adversarial Networks
- CM-GAN - CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning
- CoAtt-GAN - Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning
- CoGAN - Coupled Generative Adversarial Networks
- ConceptGAN - Learning Compositional Visual Concepts with Mutual Consistency
- Conditional cycleGAN - Conditional CycleGAN for Attribute Guided Face Image Generation
- constrast-GAN - Generative Semantic Manipulation with Contrasting GAN
- Context-RNN-GAN - Contextual RNN-GANs for Abstract Reasoning Diagram Generation
- Coulomb GAN - Coulomb GANs: Provably Optimal Nash Equilibria via Potential Fields
- Cover-GAN - Generative Steganography with Kerckhoffs' Principle based on Generative Adversarial Networks
- Cramèr GAN - The Cramer Distance as a Solution to Biased Wasserstein Gradients
- crVAE-GAN - Channel-Recurrent Variational Autoencoders
- CS-GAN - Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets
- CVAE-GAN - CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training
- CycleGAN - Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (github)
- D2GAN - Dual Discriminator Generative Adversarial Nets
- DAGAN - Data Augmentation Generative Adversarial Networks
- DAN - Distributional Adversarial Networks
- DCGAN - Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks (github)
- DeblurGAN - DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks (github)
- DeliGAN - DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data (github)
- DF-GAN - Learning Disentangling and Fusing Networks for Face Completion Under Structured Occlusions
- DiscoGAN - Learning to Discover Cross-Domain Relations with Generative Adversarial Networks
- DistanceGAN - One-Sided Unsupervised Domain Mapping
- DM-GAN - Dual Motion GAN for Future-Flow Embedded Video Prediction
- DNA-GAN - DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images
- DR-GAN - Representation Learning by Rotating Your Faces
- DRAGAN - How to Train Your DRAGAN (github)
- DRPAN - Discriminative Region Proposal Adversarial Networks for High-Quality Image-to-Image Translation
- DSP-GAN - Depth Structure Preserving Scene Image Generation
- DTN - Unsupervised Cross-Domain Image Generation
- DualGAN - DualGAN: Unsupervised Dual Learning for Image-to-Image Translation
- Dualing GAN - Dualing GANs
- Dynamics Transfer GAN - Dynamics Transfer GAN: Generating Video by Transferring Arbitrary Temporal Dynamics from a Source Video to a Single Target Image
- EBGAN - Energy-based Generative Adversarial Network
- ED//GAN - Stabilizing Training of Generative Adversarial Networks through Regularization
- EGAN - Enhanced Experience Replay Generation for Efficient Reinforcement Learning
- EnergyWGAN - Energy-relaxed Wassertein GANs (EnergyWGAN): Towards More Stable and High Resolution Image Generation
- ExGAN - Eye In-Painting with Exemplar Generative Adversarial Networks
- ExprGAN - ExprGAN: Facial Expression Editing with Controllable Expression Intensity
- f-CLSWGAN - Feature Generating Networks for Zero-Shot Learning
- f-GAN - f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization
- FF-GAN - Towards Large-Pose Face Frontalization in the Wild
- FIGAN - Frame Interpolation with Multi-Scale Deep Loss Functions and Generative Adversarial Networks
- Fila-GAN - Synthesizing Filamentary Structured Images with GANs
- Fisher GAN - Fisher GAN
- Flow-GAN - Flow-GAN: Bridging implicit and prescribed learning in generative models
- FSEGAN - Exploring Speech Enhancement with Generative Adversarial Networks for Robust Speech Recognition
- FTGAN - Hierarchical Video Generation from Orthogonal Information: Optical Flow and Texture
- FusionGAN - Learning to Fuse Music Genres with Generative Adversarial Dual Learning
- G2-GAN - Geometry Guided Adversarial Facial Expression Synthesis
- GAGAN - GAGAN: Geometry-Aware Generative Adverserial Networks
- GAMN - Generative Adversarial Mapping Networks
- GAN - Generative Adversarial Networks (github)
- GAN-ATV - A Novel Approach to Artistic Textual Visualization via GAN
- GAN-CLS - Generative Adversarial Text to Image Synthesis (github)
- GAN-RS - Towards Qualitative Advancement of Underwater Machine Vision with Generative Adversarial Networks
- GAN-sep - GANs for Biological Image Synthesis (github)
- GAN-VFS - Generative Adversarial Network-based Synthesis of Visible Faces from Polarimetric Thermal Faces
- GANCS - Deep Generative Adversarial Networks for Compressed Sensing Automates MRI
- GANDI - Guiding the search in continuous state-action spaces by learning an action sampling distribution from off-target samples
- GANG - GANGs: Generative Adversarial Network Games
- GANosaic - GANosaic: Mosaic Creation with Generative Texture Manifolds
- GAP - Context-Aware Generative Adversarial Privacy
- GAWWN - Learning What and Where to Draw (github)
- GeneGAN - GeneGAN: Learning Object Transfiguration and Attribute Subspace from Unpaired Data (github)
- Geometric GAN - Geometric GAN
- GMAN - Generative Multi-Adversarial Networks
- GMM-GAN - Towards Understanding the Dynamics of Generative Adversarial Networks
- GoGAN - Gang of GANs: Generative Adversarial Networks with Maximum Margin Ranking
- GP-GAN - GP-GAN: Towards Realistic High-Resolution Image Blending (github)
- GP-GAN - GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks
- GPU - A generative adversarial framework for positive-unlabeled classification
- GRAN - Generating images with recurrent adversarial networks (github)
- HAN - Chinese Typeface Transformation with Hierarchical Adversarial Network
- HP-GAN - HP-GAN: Probabilistic 3D human motion prediction via GAN
- HR-DCGAN - High-Resolution Deep Convolutional Generative Adversarial Networks
- IAN - Neural Photo Editing with Introspective Adversarial Networks (github)
- IcGAN - Invertible Conditional GANs for image editing (github)
- ID-CGAN - Image De-raining Using a Conditional Generative Adversarial Network
- IdCycleGAN - Face Translation between Images and Videos using Identity-aware CycleGAN
- IFcVAEGAN - Conditional Autoencoders with Adversarial Information Factorization
- iGAN - Generative Visual Manipulation on the Natural Image Manifold (github)
- Improved GAN - Improved Techniques for Training GANs (github)
- In2I - In2I : Unsupervised Multi-Image-to-Image Translation Using Generative Adversarial Networks
- InfoGAN - InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets (github)
- IRGAN - IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval models
- Iterative-GAN - Two Birds with One Stone: Iteratively Learn Facial Attributes with GANs (github)
- IVE-GAN - IVE-GAN: Invariant Encoding Generative Adversarial Networks
- iVGAN - Towards an Understanding of Our World by GANing Videos in the Wild (github)
- IWGAN - On Unifying Deep Generative Models
- KBGAN - KBGAN: Adversarial Learning for Knowledge Graph Embeddings
- KGAN - KGAN: How to Break The Minimax Game in GAN
- l-GAN - Representation Learning and Adversarial Generation of 3D Point Clouds
- LAGAN - Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis
- LAPGAN - Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks (github)
- LD-GAN - Linear Discriminant Generative Adversarial Networks
- LDAN - Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Face Images
- LeakGAN - Long Text Generation via Adversarial Training with Leaked Information
- LeGAN - Likelihood Estimation for Generative Adversarial Networks
- LGAN - Global versus Localized Generative Adversarial Nets
- LR-GAN - LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation
- LS-GAN - Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities
- LSGAN - Least Squares Generative Adversarial Networks
- MAD-GAN - Multi-Agent Diverse Generative Adversarial Networks
- MAGAN - MAGAN: Margin Adaptation for Generative Adversarial Networks
- MalGAN - Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN
- MaliGAN - Maximum-Likelihood Augmented Discrete Generative Adversarial Networks
- manifold-WGAN - Manifold-valued Image Generation with Wasserstein Adversarial Networks
- MARTA-GAN - Deep Unsupervised Representation Learning for Remote Sensing Images
- MC-GAN - Multi-Content GAN for Few-Shot Font Style Transfer (github)
- McGAN - McGan: Mean and Covariance Feature Matching GAN
- MD-GAN - Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks
- MDGAN - Mode Regularized Generative Adversarial Networks
- MedGAN - Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks
- MGAN - Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks (github)
- MGGAN - Multi-Generator Generative Adversarial Nets
- MIL-GAN - Multimodal Storytelling via Generative Adversarial Imitation Learning
- MIX+GAN - Generalization and Equilibrium in Generative Adversarial Nets (GANs)
- MLGAN - Metric Learning-based Generative Adversarial Network
- MMD-GAN - MMD GAN: Towards Deeper Understanding of Moment Matching Network (github)
- MMGAN - MMGAN: Manifold Matching Generative Adversarial Network for Generating Images
- MoCoGAN - MoCoGAN: Decomposing Motion and Content for Video Generation (github)
- MPM-GAN - Message Passing Multi-Agent GANs
- MuseGAN - MuseGAN: Symbolic-domain Music Generation and Accompaniment with Multi-track Sequential Generative Adversarial Networks
- MV-BiGAN - Multi-view Generative Adversarial Networks
- OptionGAN - OptionGAN: Learning Joint Reward-Policy Options using Generative Adversarial Inverse Reinforcement Learning
- ORGAN - Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models
- ORGAN - 3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversary Network
- PacGAN - PacGAN: The power of two samples in generative adversarial networks
- PAN - Perceptual Adversarial Networks for Image-to-Image Transformation
- PassGAN - PassGAN: A Deep Learning Approach for Password Guessing
- Perceptual GAN - Perceptual Generative Adversarial Networks for Small Object Detection
- PGAN - Probabilistic Generative Adversarial Networks
- Pip-GAN - Pipeline Generative Adversarial Networks for Facial Images Generation with Multiple Attributes
- pix2pix - Image-to-Image Translation with Conditional Adversarial Networks (github)
- PixelGAN - PixelGAN Autoencoders
- PN-GAN - Pose-Normalized Image Generation for Person Re-identification
- Pose-GAN - The Pose Knows: Video Forecasting by Generating Pose Futures
- PPGN - Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space
- PrGAN - 3D Shape Induction from 2D Views of Multiple Objects
- PSGAN - Learning Texture Manifolds with the Periodic Spatial GAN
- PS²-GAN - High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks
- RankGAN - Adversarial Ranking for Language Generation
- RCGAN - Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs
- RefineGAN - Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks
- RenderGAN - RenderGAN: Generating Realistic Labeled Data
- ResGAN - Generative Adversarial Network based on Resnet for Conditional Image Restoration
- RNN-WGAN - Language Generation with Recurrent Generative Adversarial Networks without Pre-training (github)
- RPGAN - Stabilizing GAN Training with Multiple Random Projections (github)
- RTT-GAN - Recurrent Topic-Transition GAN for Visual Paragraph Generation
- RWGAN - Relaxed Wasserstein with Applications to GANs
- SAD-GAN - SAD-GAN: Synthetic Autonomous Driving using Generative Adversarial Networks
- SalGAN - SalGAN: Visual Saliency Prediction with Generative Adversarial Networks (github)
- SBADA-GAN - From source to target and back: symmetric bi-directional adaptive GAN
- SD-GAN - Semantically Decomposing the Latent Spaces of Generative Adversarial Networks
- SEGAN - SEGAN: Speech Enhancement Generative Adversarial Network
- SeGAN - SeGAN: Segmenting and Generating the Invisible
- SegAN - SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation
- SeqGAN - SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient (github)
- SGAN - Texture Synthesis with Spatial Generative Adversarial Networks
- SGAN - Stacked Generative Adversarial Networks (github)
- SGAN - Steganographic Generative Adversarial Networks
- SGAN - SGAN: An Alternative Training of Generative Adversarial Networks
- SimGAN - Learning from Simulated and Unsupervised Images through Adversarial Training
- SketchGAN - Adversarial Training For Sketch Retrieval
- SL-GAN - Semi-Latent GAN: Learning to generate and modify facial images from attributes
- SN-GAN - Spectral Normalization for Generative Adversarial Networks (github)
- Sobolev GAN - Sobolev GAN
- Softmax-GAN - Softmax GAN
- Splitting GAN - Class-Splitting Generative Adversarial Networks
- SRGAN - Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
- SS-GAN - Semi-supervised Conditional GANs
- ss-InfoGAN - Guiding InfoGAN with Semi-Supervision
- SSGAN - SSGAN: Secure Steganography Based on Generative Adversarial Networks
- SSL-GAN - Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks
- ST-CGAN - Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal
- ST-GAN - Style Transfer Generative Adversarial Networks: Learning to Play Chess Differently
- StackGAN - StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks
- StarGAN - StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation (github)
- SteinGAN - Learning Deep Energy Models: Contrastive Divergence vs. Amortized MLE
- SVSGAN - SVSGAN: Singing Voice Separation via Generative Adversarial Network
- S^2GAN - Generative Image Modeling using Style and Structure Adversarial Networks
- TAC-GAN - TAC-GAN - Text Conditioned Auxiliary Classifier Generative Adversarial Network (github)
- TAN - Outline Colorization through Tandem Adversarial Networks
- TextureGAN - TextureGAN: Controlling Deep Image Synthesis with Texture Patches
- TGAN - Temporal Generative Adversarial Nets
- TGAN - Tensorizing Generative Adversarial Nets
- TGAN - Tensor-Generative Adversarial Network with Two-dimensional Sparse Coding: Application to Real-time Indoor Localization
- TP-GAN - Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis
- Triple-GAN - Triple Generative Adversarial Nets
- tripletGAN - TripletGAN: Training Generative Model with Triplet Loss
- TV-GAN - TV-GAN: Generative Adversarial Network Based Thermal to Visible Face Recognition
- UGACH - Unsupervised Generative Adversarial Cross-modal Hashing
- Unrolled GAN - Unrolled Generative Adversarial Networks (github)
- VAE-GAN - Autoencoding beyond pixels using a learned similarity metric
- VariGAN - Multi-View Image Generation from a Single-View
- VAW-GAN - Voice Conversion from Unaligned Corpora using Variational Autoencoding Wasserstein Generative Adversarial Networks
- VEEGAN - VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning (github)
- VGAN - Generating Videos with Scene Dynamics (github)
- VGAN - Generative Adversarial Networks as Variational Training of Energy Based Models (github)
- VGAN - Text Generation Based on Generative Adversarial Nets with Latent Variable
- ViGAN - Image Generation and Editing with Variational Info Generative Adversarial Networks
- VIGAN - VIGAN: Missing View Imputation with Generative Adversarial Networks
- VRAL - Variance Regularizing Adversarial Learning
- WaterGAN - WaterGAN: Unsupervised Generative Network to Enable Real-time Color Correction of Monocular Underwater Images
- WGAN - Wasserstein GAN (github)
- WGAN-GP - Improved Training of Wasserstein GANs (github)
- WS-GAN - Weakly Supervised Generative Adversarial Networks for 3D Reconstruction
- XGAN - XGAN: Unsupervised Image-to-Image Translation for many-to-many Mappings
- ZipNet-GAN - ZipNet-GAN: Inferring Fine-grained Mobile Traffic Patterns via a Generative Adversarial Neural Network
- α-GAN - Variational Approaches for Auto-Encoding Generative Adversarial Networks (github)
- Δ-GAN - Triangle Generative Adversarial Networks