gans-awesome-applications
Curated list of awesome GAN applications and demo
https://github.com/nashory/gans-awesome-applications
Last synced: 25 days ago
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Applications using GANs
🌐 3D-aware Image Synthesis
🧊 3D Object generation
⚡ Adversarial Diffusion Distillation (GAN-hybrid)
🛡 Adversarial Examples (Defense vs Attack)
🎴 Anime character generation
🚨 Anomaly Detection
🔊 Audio and Speech Synthesis
🔄 Domain-transfer (e.g. style-transfer, pix2pix, sketch2image)
👴 Face Aging
🎭 Face Stylization
🔤 Font generation
🔧 GAN Inversion and Latent Space Editing
🖼 High-resolution image generation (large-scale image)
🕺 Human Pose Estimation
🪄 Image Blending
- 📄 - GAN) |
✏ Image Editing
🩹 Image Inpainting (hole filling)
🎮 Interactive Image generation
🎯 Object Detection/Recognition
🧩 Others
🔍 Super-resolution
🧪 Synthetic Data Generation
- 📄 - unsupervised-tensorflow) |
🗣 Talking Head and Face Reenactment
✍ Text2Image (text to image)
🔡 Text and Sequence Generation
🎬 Video (generation/prediction)
👗 Virtual Try-On
- 📄 - HD) |
👁 Visual Saliency Prediction (attention prediction)
- 📄 - upc/saliency-salgan-2017) |
Author
Foundational model code (official / canonical)
🛠 Awesome GAN GitHub Projects and Tools
Foundational model code (official / canonical)
- junyanz/pytorch-CycleGAN-and-pix2pix - CycleGAN-and-pix2pix?style=flat&label=%E2%AD%90&color=gold) | Official CycleGAN + pix2pix in PyTorch |
- NVlabs/stylegan
- NVlabs/SPADE
- NVIDIA/pix2pixHD - resolution image synthesis and manipulation |
- ajbrock/BigGAN-PyTorch - PyTorch?style=flat&label=%E2%AD%90&color=gold) | The author's PyTorch BigGAN |
Real-world applications and tools
- TencentARC/GFPGAN - world face restoration |
- jantic/DeOldify
Did not use GAN, but still interesting applications.
🧊 3D Object generation
- 📄 - R2N2) |
🕺 Human Pose Estimation
- 📄 - pose) |
🖼 Photorealistic Image generation (e.g. pix2pix, sketch2image)
🧑 Real-time face reconstruction
🔍 Super-resolution
📚 GAN tutorials with easy and simple example code for starters
🧊 3D Object generation
🧰 Implementations of various types of GANs collection
Foundational model code (official / canonical)
- nashory/gans-collection.torch - collection.torch?style=flat&label=%E2%AD%90&color=gold) | Torch7 |
- hwalsuklee/tensorflow-generative-model-collections - generative-model-collections?style=flat&label=%E2%AD%90&color=gold) | TensorFlow |
- wiseodd/generative-models - models?style=flat&label=%E2%AD%90&color=gold) | PyTorch & TensorFlow |
- aboev/arae-tf - tf?style=flat&label=%E2%AD%90&color=gold) | TensorFlow |
- eriklindernoren/PyTorch-GAN - GAN?style=flat&label=%E2%AD%90&color=gold) | PyTorch — dozens of GANs |
- eriklindernoren/Keras-GAN - GAN?style=flat&label=%E2%AD%90&color=gold) | Keras — many GANs |
- NVlabs/imaginaire