gans-awesome-applications
by nashory
Curated list of awesome GAN applications and demo
AI summary
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.
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78 links in 29 sections, with live GitHub stats.activeno commit in 2y
The landmark papers that I respect.
Applications using GANs / Font generation
Applications using GANs / Anime character generation
- [paper]
Towards the Automatic Anime Characters Creation with Generative Adversarial Networks,
[github]
[Project] A simple PyTorch Implementation of Generative Adversarial Networks, focusing on anime face drawing,
[github]
[Project] A simple, clean TensorFlow implementation of Generative Adversarial Networks with a focus on modeling illustrations,
[github]
[Project] Keras-GAN-Animeface-Character,
[github]
[Project] A DCGAN to generate anime faces using custom mined dataset,
Applications using GANs / Interactive Image generation
Applications using GANs / Text2Image (text to image)
Applications using GANs / 3D Object generation
[github]
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]
Fully Convolutional Refined Auto-Encoding Generative Adversarial Networks for 3D Multi Object Scenes, ,
Applications using GANs / Image Editing
Applications using GANs / Face Aging
Applications using GANs / Human Pose Estimation
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, ,
Applications using GANs / Image Inpainting (hole filling)
Applications using GANs / Super-resolution
[github]
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, ,
Applications using GANs / Image Blending
- [paper]
GP-GAN: Towards Realistic High-Resolution Image Blending, ,
Applications using GANs / High-resolution image generation (large-scale image)
Applications using GANs / Adversarial Examples (Defense vs Attack)
Applications using GANs / Visual Saliency Prediction (attention prediction)
- [paper]
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks, ,
Applications using GANs / Object Detection/Recognition
Applications using GANs / Robotics
- [paper]
Unsupervised Pixel–Level Domain Adaptation with Generative Adversarial Networks, ,
Applications using GANs / Video (generation/prediction)
- [paper]
DEEP MULTI-SCALE VIDEO PREDICTION BEYOND MEAN SQUARE ERROR, ,
Applications using GANs / Synthetic Data Generation
- [paper]
Learning from Simulated and Unsupervised Images through Adversarial Training, ,
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, ,
Did not use GAN, but still interesting applications. / Real-time face reconstruction
- [paper]
Model-based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction, , ,
Did not use GAN, but still interesting applications. / Super-resolution
- [paper]
Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup, , ,
Did not use GAN, but still interesting applications. / Photorealistic Image generation (e.g. pix2pix, sketch2image)
Did not use GAN, but still interesting applications. / Human Pose Estimation
- [paper]
Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation, ,
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, ,
GAN tutorials with easy and simple example code for starters
- [paper]
, ,
Implementations of various types of GANs collection
nashory/gans-collections.torch
, torch7
wiseodd/generative-models
, both pytorch and tensorflow
aboev/arae-tf
, tensorflow
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