The GAN Zoo (最新GAN 相關paper收集）

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.

Check out Deep Hunt - my weekly AI newsletter for this repo as blogpost and follow me on Twitter. 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 ABC-GAN - ABC-GAN: Adaptive Blur and Control for improved training stability of Generative Adversarial Networks (github) AC-GAN - Conditional Image Synthesis With Auxiliary Classifier GANs acGAN - Face Aging With Conditional Generative Adversarial Networks 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 ArtGAN - ArtGAN: Artwork Synthesis with Conditional Categorial GANs b-GAN - Generative Adversarial Nets from a Density Ratio Estimation Perspective Bayesian GAN - Deep and Hierarchical Implicit Models Bayesian GAN - Bayesian GAN BCGAN - Bayesian Conditional Generative Adverserial Networks BEGAN - BEGAN: Boundary Equilibrium Generative Adversarial Networks BGAN - Binary Generative Adversarial Networks for Image Retrieval (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) 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 CC-GAN - Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks (github) CGAN - Conditional Generative Adversarial Nets CGAN - Controllable Generative Adversarial Network Chekhov GAN - An Online Learning Approach to Generative Adversarial Networks CoGAN - Coupled Generative Adversarial Networks 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 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) DAN - Distributional Adversarial Networks DCGAN - Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks (github) DeliGAN - DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data (github) 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 DR-GAN - Representation Learning by Rotating Your Faces DRAGAN - How to Train Your DRAGAN (github) 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 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 f-GAN - f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization FF-GAN - Towards Large-Pose Face Frontalization in the Wild Fila-GAN - Synthesizing Filamentary Structured Images with GANs Fisher GAN - Fisher GAN Flow-GAN - Flow-GAN: Bridging implicit and prescribed learning in generative models GAN - Generative Adversarial Networks (github) 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 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) GRAN - Generating images with recurrent adversarial networks (github) 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 iGAN - Generative Visual Manipulation on the Natural Image Manifold (github) Improved GAN - Improved Techniques for Training GANs (github) 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 IWGAN - On Unifying Deep Generative Models 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 LeGAN - Likelihood Estimation for Generative Adversarial Networks 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 MARTA-GAN - Deep Unsupervised Representation Learning for Remote Sensing Images McGAN - McGan: Mean and Covariance Feature Matching GAN 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 MIX+GAN - Generalization and Equilibrium in Generative Adversarial Nets (GANs) 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 MV-BiGAN - Multi-view Generative Adversarial Networks ORGAN - Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models PAN - Perceptual Adversarial Networks for Image-to-Image Transformation Perceptual GAN - Perceptual Generative Adversarial Networks for Small Object Detection