gans-awesome-applications

GAN applications

A curated collection of applications and examples demonstrating the use of Generative Adversarial Networks (GANs) in creative fields such as art, animation, and image processing.

Curated list of awesome GAN applications and demo

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gans-awesome-applications / The landmark papers that I respect.
[paper] Generative Adversarial Networks, ,
[paper] Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks, ,
[paper] Improved Techniques for Training GANs, ,
[paper] BEGAN: Boundary Equilibrium Generative Adversarial Networks, ,

gans-awesome-applications / Applications using GANs / Font generation
[blog] Learning Chinese Character style with conditional GAN, ,
[paper] Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning, ,
[paper] Attribute2Font: Creating Fonts You Want From Attributes, ,

gans-awesome-applications / Applications using GANs / Anime character generation
[paper] Towards the Automatic Anime Characters Creation with Generative Adversarial Networks,
[github] 1,280 about 2 years ago [Project] A simple PyTorch Implementation of Generative Adversarial Networks, focusing on anime face drawing,
[github] 269 about 8 years ago [Project] A simple, clean TensorFlow implementation of Generative Adversarial Networks with a focus on modeling illustrations,
[github] 161 over 6 years ago [Project] Keras-GAN-Animeface-Character,
[github] 198 over 7 years ago [Project] A DCGAN to generate anime faces using custom mined dataset,

gans-awesome-applications / Applications using GANs / Interactive Image generation
[paper] Generative Visual Manipulation on the Natural Image Manifold, ,
[paper] Neural Photo Editing with Introspective Adversarial Networks, ,

gans-awesome-applications / Applications using GANs / Text2Image (text to image)
[paper] TAC-GAN – Text Conditioned Auxiliary Classifier Generative Adversarial Network, ,
[paper] StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks, ,
[paper] Generative Adversarial Text to Image Synthesis, , ,
[paper] Learning What and Where to Draw, ,

gans-awesome-applications / Applications using GANs / 3D Object generation
[github] 243 over 6 years ago Parametric 3D Exploration with Stacked Adversarial Networks, ,
[paper] Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling, , ,
[paper] 3D Shape Induction from 2D Views of Multiple Objects,
[github] 103 almost 6 years ago Fully Convolutional Refined Auto-Encoding Generative Adversarial Networks for 3D Multi Object Scenes, ,

gans-awesome-applications / Applications using GANs / Image Editing
[paper] Invertible Conditional GANs for image editing, ,
[paper] Image De-raining Using a Conditional Generative Adversarial Network, ,

gans-awesome-applications / Applications using GANs / Face Aging
[paper] Age Progression/Regression by Conditional Adversarial Autoencoder, ,
[paper] CAN: Creative Adversarial Networks Generating “Art” by Learning About Styles and Deviating from Style Norms,
[paper] FACE AGING WITH CONDITIONAL GENERATIVE ADVERSARIAL NETWORKS,

gans-awesome-applications / Applications using GANs / Human Pose Estimation
[paper] Joint Discriminative and Generative Learning for Person Re-identification, , ,
[paper] Pose Guided Person Image Generation,

gans-awesome-applications / Applications using GANs / Domain-transfer (e.g. style-transfer, pix2pix, sketch2image)
[paper] Image-to-Image Translation with Conditional Adversarial Networks, , ,
[paper] Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks, , ,
[paper] Learning to Discover Cross-Domain Relations with Generative Adversarial Networks, ,
[paper] Unsupervised Creation of Parameterized Avatars,
[paper] UNSUPERVISED CROSS-DOMAIN IMAGE GENERATION,
[paper] Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks, ,
[paper] Pixel-Level Domain Transfer ,
[paper] TextureGAN: Controlling Deep Image Synthesis with Texture Patches, ,
blog Vincent AI Sketch Demo Draws In Throngs at GTC Europe, [ ],
[paper] Deep Photo Style Transfer, ,

gans-awesome-applications / Applications using GANs / Image Inpainting (hole filling)
[paper] Context Encoders: Feature Learning by Inpainting, ,
[paper] Semantic Image Inpainting with Perceptual and Contextual Losses, ,
[paper] SEMI-SUPERVISED LEARNING WITH CONTEXT-CONDITIONAL GENERATIVE ADVERSARIAL NETWORKS,
[paper] Generative Face Completion, ,

gans-awesome-applications / Applications using GANs / Super-resolution
[github] 5,297 over 7 years ago Image super-resolution through deep learning,
[paper] Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network, ,
[paper] High-Quality Face Image Super-Resolution Using Conditional Generative Adversarial Networks,
[paper] Analyzing Perception-Distortion Tradeoff using Enhanced Perceptual Super-resolution Network, ,

gans-awesome-applications / Applications using GANs / Image Blending
[paper] GP-GAN: Towards Realistic High-Resolution Image Blending, ,

gans-awesome-applications / Applications using GANs / High-resolution image generation (large-scale image)
[blog] Generating Large Images from Latent Vectors, ,
[paper] PROGRESSIVE GROWING OF GANS FOR IMPROVED QUALITY, STABILITY, AND VARIATION, ,

gans-awesome-applications / Applications using GANs / Adversarial Examples (Defense vs Attack)
[paper] SafetyNet: Detecting and Rejecting Adversarial Examples Robustly,
[paper] ADVERSARIAL EXAMPLES FOR GENERATIVE MODELS,
[paper] Adversarial Examples Generation and Defense Based on Generative Adversarial Network,

gans-awesome-applications / Applications using GANs / Visual Saliency Prediction (attention prediction)
[paper] SalGAN: Visual Saliency Prediction with Generative Adversarial Networks, ,

gans-awesome-applications / Applications using GANs / Object Detection/Recognition
[paper] Perceptual Generative Adversarial Networks for Small Object Detection,
[paper] Adversarial Generation of Training Examples for Vehicle License Plate Recognition,

gans-awesome-applications / Applications using GANs / Robotics
[paper] Unsupervised Pixel–Level Domain Adaptation with Generative Adversarial Networks, ,

gans-awesome-applications / Applications using GANs / Video (generation/prediction)
[paper] DEEP MULTI-SCALE VIDEO PREDICTION BEYOND MEAN SQUARE ERROR, ,

gans-awesome-applications / Applications using GANs / Synthetic Data Generation
[paper] Learning from Simulated and Unsupervised Images through Adversarial Training, ,

gans-awesome-applications / Applications using GANs / Others
[paper] (Physics) Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis, ,
[paper] (Games) STYLE TRANSFER GENERATIVE ADVERSARIAL NETWORKS: LEARNING TO PLAY CHESS DIFFERENTLY, ,
[paper] (General) Spectral Normalization for Generative Adversarial Networks, ,

gans-awesome-applications / Did not use GAN, but still interesting applications. / Real-time face reconstruction
[paper] Model-based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction, , ,

gans-awesome-applications / Did not use GAN, but still interesting applications. / Super-resolution
[paper] Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup, , ,

gans-awesome-applications / Did not use GAN, but still interesting applications. / Photorealistic Image generation (e.g. pix2pix, sketch2image)
[paper] The Sketchy Database: Learning to Retrieve Badly Drawn Bunnies, ,
[paper] PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing, , ,

gans-awesome-applications / Did not use GAN, but still interesting applications. / Human Pose Estimation
[paper] Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation, ,

gans-awesome-applications / Did not use GAN, but still interesting applications. / 3D Object generation
[paper] 3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction, ,

gans-awesome-applications / GAN tutorials with easy and simple example code for starters
1D Generative Adversarial Network Demo
starter from "How to Train a GAN?" at NIPS2016 11,458 almost 3 years ago
NIPS 2016 Tutorial: Generative Adversarial Networks
OpenAI - Generative Models
[paper] , ,

gans-awesome-applications / Implementations of various types of GANs collection
nashory/gans-collections.torch 55 about 7 years ago , torch7
hwalsuklee/tensorflow-generative-model-collections 3,911 over 2 years ago , pytorch
wiseodd/generative-models 7,335 8 months ago , both pytorch and tensorflow
aboev/arae-tf 20 almost 7 years ago , tensorflow

gans-awesome-applications / Trendy AI-application Articles
Artificial intelligence can say yes to the dress

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