gans-awesome-applications
Curated list of awesome GAN applications and demo
https://github.com/nashory/gans-awesome-applications
Last synced: 5 days ago
JSON representation
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Applications using GANs
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๐ 3D-aware Image Synthesis
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๐ง 3D Object generation
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โก Adversarial Diffusion Distillation (GAN-hybrid)
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๐ก Adversarial Examples (Defense vs Attack)
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๐ด Anime character generation
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๐จ Anomaly Detection
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๐ Audio and Speech Synthesis
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๐ Domain-transfer (e.g. style-transfer, pix2pix, sketch2image)
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๐ด Face Aging
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๐ญ Face Stylization
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๐ค Font generation
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๐ง GAN Inversion and Latent Space Editing
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๐ผ High-resolution image generation (large-scale image)
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๐บ Human Pose Estimation
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๐ช Image Blending
- ๐ - GAN) |
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โ Image Editing
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๐ฉน Image Inpainting (hole filling)
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๐ฎ Interactive Image generation
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๐ฏ Object Detection/Recognition
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๐งฉ Others
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๐ Super-resolution
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๐งช Synthetic Data Generation
- ๐ - unsupervised-tensorflow) |
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๐ฃ Talking Head and Face Reenactment
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โ Text2Image (text to image)
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๐ก Text and Sequence Generation
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๐ฌ Video (generation/prediction)
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๐ Virtual Try-On
- ๐ - HD) |
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๐ Visual Saliency Prediction (attention prediction)
- ๐ - upc/saliency-salgan-2017) |
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Author
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Foundational model code (official / canonical)
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๐ Awesome GAN GitHub Projects and Tools
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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 |
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Real-world applications and tools
- TencentARC/GFPGAN - world face restoration |
- jantic/DeOldify
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Did not use GAN, but still interesting applications.
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๐ GAN tutorials with easy and simple example code for starters
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๐งฐ Implementations of various types of GANs collection
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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 โ dozens of GANs |
- eriklindernoren/Keras-GAN - GAN?style=flat&label=%E2%AD%90&color=gold) | Keras โ many GANs |
- NVlabs/imaginaire
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๐ The landmark papers that I respect
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๐ฐ Trendy AI-application Articles
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Foundational model code (official / canonical)
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Categories
Applications using GANs
86
๐งฐ Implementations of various types of GANs collection
7
๐ Awesome GAN GitHub Projects and Tools
7
๐ The landmark papers that I respect
6
Did not use GAN, but still interesting applications.
6
๐ GAN tutorials with easy and simple example code for starters
4
๐ฐ Trendy AI-application Articles
1
Author
1
Sub Categories
Foundational model code (official / canonical)
14
๐ Domain-transfer (e.g. style-transfer, pix2pix, sketch2image)
13
๐ง 3D Object generation
9
โ Text2Image (text to image)
7
๐ Super-resolution
7
๐ฉน Image Inpainting (hole filling)
5
๐ผ High-resolution image generation (large-scale image)
5
โก Adversarial Diffusion Distillation (GAN-hybrid)
5
๐ Audio and Speech Synthesis
5
๐ค Font generation
3
๐บ Human Pose Estimation
3
๐ด Face Aging
3
โ Image Editing
3
๐ฎ Interactive Image generation
3
๐ด Anime character generation
2
Real-world applications and tools
2
๐ฃ Talking Head and Face Reenactment
2
๐งฉ Others
2
๐ง GAN Inversion and Latent Space Editing
2
๐ฌ Video (generation/prediction)
2
๐ฏ Object Detection/Recognition
2
๐ผ Photorealistic Image generation (e.g. pix2pix, sketch2image)
2
๐ก Adversarial Examples (Defense vs Attack)
2
๐งช Synthetic Data Generation
1
๐ก Text and Sequence Generation
1
๐ 3D-aware Image Synthesis
1
๐จ Anomaly Detection
1
๐ง Real-time face reconstruction
1
๐ Virtual Try-On
1
๐ญ Face Stylization
1
๐ Visual Saliency Prediction (attention prediction)
1
๐ช Image Blending
1
Keywords
deep-learning
7
gan
7
pytorch
5
pix2pix
3
generative-adversarial-networks
3
tensorflow
3
generative-adversarial-network
3
gans
3
neural-networks
2
computer-graphics
2
computer-vision
2
vae
2
machine-learning
2
generative-model
2
deep-neural-networks
2
cyclegan
1
image-generation
1
image-manipulation
1
acgan
1
keras
1
tensorflow-gpu
1
animeganv2
1
animegan
1
restricted-boltzmann-machine
1
rbm
1
super-resolution
1
image-restoration
1
gfpgan
1
face-restoration
1
dogball
1
biggan
1
style-transfer
1
deeplearning
1
chinese-characters
1
image-to-image-translation
1
voxel
1
sketch
1
pix2vox
1
torch
1
dcgan
1
context-encoder
1
ali
1
adversarial
1
wgan-gp
1
wgan
1
variational-autoencoder
1
mnist
1
lsgan
1
infogan
1
improved-wgan
1