gans-awesome-applications
github.com/nashory/gans-awesome-applications ↗Curated list of awesome GAN applications and demo
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🏛 The landmark papers that I respectApplications using GANsDid not use GAN, but still interesting applications.📚 GAN tutorials with easy and simple example code for starters🛠 Awesome GAN GitHub Projects and Tools🧰 Implementations of various types of GANs collection📰 Trendy AI-application Articles
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"Show me 🧊 3d object generation resources from gans-awesome-applications"
Installation instructions →What's inside
📚 GAN tutorials with easy and simple example code for starters
Did not use GAN, but still interesting applications.
- 3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction🧊 3D Object generation
ECCV
- Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation🕺 Human Pose Estimation
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- Learning to Simplify: Fully Convolutional Networks for Rough Sketch Cleanup🔍 Super-resolution
SIGGRAPH
- Model-based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction (MoFA)🧑 Real-time face reconstruction
ICCV
- PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing🖼 Photorealistic Image generation (e.g. pix2pix, sketch2image)
SIGGRAPH
- The Sketchy Database: Learning to Retrieve Badly Drawn Bunnies🖼 Photorealistic Image generation (e.g. pix2pix, sketch2image)
SIGGRAPH
Applications using GANs
- 3D Shape Induction from 2D Views of Multiple Objects🧊 3D Object generation
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- Adversarial Audio Synthesis (WaveGAN)🔊 Audio and Speech Synthesis
ICLR
- Adversarial Examples for Generative Models🛡 Adversarial Examples (Defense vs Attack)
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- Adversarial Generation of Training Examples for Vehicle License Plate Recognition🎯 Object Detection/Recognition
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- Age Progression/Regression by Conditional Adversarial Autoencoder (CAAE)👴 Face Aging
CVPR
- Alias-Free Generative Adversarial Networks (StyleGAN3)🖼 High-resolution image generation (large-scale image)
NeurIPS
🧰 Implementations of various types of GANs collection
🛠 Awesome GAN GitHub Projects and Tools
- ajbrock/BigGAN-PyTorchFoundational model code (official / canonical)
- jantic/DeOldifyReal-world applications and tools
- junyanz/pytorch-CycleGAN-and-pix2pixFoundational model code (official / canonical)
- NVIDIA/pix2pixHDFoundational model code (official / canonical)
- NVlabs/SPADEFoundational model code (official / canonical)
- NVlabs/styleganFoundational model code (official / canonical)
📰 Trendy AI-application Articles
🏛 The landmark papers that I respect
- BEGAN: Boundary Equilibrium Generative Adversarial Networks
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- Generative Adversarial Networks
NeurIPS
- Improved Techniques for Training GANs
NeurIPS
- The GAN is dead; long live the GAN! A Modern GAN Baseline (R3GAN)
NeurIPS
- Training Generative Adversarial Networks with Limited Data (StyleGAN2-ADA)
NeurIPS
- Unsupervised Representation Learning with Deep Convolutional GANs (DCGAN)
ICLR
Showing a sample of 118 resources. View the full list on GitHub →