Generative Adversarial Network

Star

Generative adversarial networks (GAN) are a class of generative machine learning frameworks. A GAN consists of two competing neural networks, often termed the Discriminator network and the Generator network. GANs have been shown to be powerful generative models and are able to successfully generate new data given a large enough training dataset.

Here are 3,256 public repositories matching this topic...

Language:All

Filter by language

All3,256 Python1,706 Jupyter Notebook1,229 HTML61 JavaScript17 TeX15 Lua14 C++9 C#7 MATLAB6 CSS5

Sort:Most stars

Sort options

Most stars Fewest stars Most forks Fewest forks Recently updated Least recently updated

XingangPan /DragGAN

Star36k

Official Code for DragGAN (SIGGRAPH 2023)

artificial-intelligence generative-adversarial-network image-manipulation generative-models

UpdatedMay 18, 2024
Python

svc-develop-team /so-vits-svc

Star27.9k

SoftVC VITS Singing Voice Conversion

flow ai deep-learning voice speech pytorch audio-analysis generative-adversarial-network variational-inference voice-conversion vc voice-changer vits singing-voice-conversion voiceconversion sovits so-vits-svc

UpdatedNov 11, 2023
Python

junyanz /pytorch-CycleGAN-and-pix2pix

Star24.8k

Image-to-Image Translation in PyTorch

computer-vision deep-learning computer-graphics pytorch generative-adversarial-network gan image-manipulation image-generation gans pix2pix cyclegan

UpdatedAug 6, 2025
Python

microsoft /Bringing-Old-Photos-Back-to-Life

Star15.7k

Bringing Old Photo Back to Life (CVPR 2020 oral)

photos pytorch generative-adversarial-network image-manipulation gans image-restoration old-photo-restoration photo-restoration

UpdatedOct 26, 2023
Python

hindupuravinash /the-gan-zoo

Star14.7k

A list of all named GANs!

machine-learning generative-adversarial-network gan

UpdatedOct 6, 2023
Python

junyanz /CycleGAN

Star12.8k

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

computer-vision deep-learning computer-graphics torch generative-adversarial-network gan image-manipulation image-generation gans pix2pix cyclegan

UpdatedSep 12, 2023
Lua

phillipi /pix2pix

Star10.6k

Image-to-image translation with conditional adversarial nets

computer-vision deep-learning computer-graphics generative-adversarial-network gan dcgan image-manipulation image-generation pix2pix image-to-image-translation

UpdatedJun 6, 2021
Lua

advimman /lama

Star9.5k

🦙 LaMa Image Inpainting, Resolution-robust Large Mask Inpainting with Fourier Convolutions, WACV 2022

deep-neural-networks computer-vision deep-learning cnn pytorch generative-adversarial-network gan colab fourier high-resolution generative-adversarial-networks image-inpainting inpainting fourier-transform inpainting-methods colab-notebook inpainting-algorithm fourier-convolutions

UpdatedFeb 5, 2025
Jupyter Notebook

MorvanZhou /PyTorch-Tutorial

Star8.4k

Build your neural network easy and fast, 莫烦Python中文教学

python machine-learning tutorial reinforcement-learning neural-network regression cnn pytorch batch dropout generative-adversarial-network gan batch-normalization dqn classification rnn autoencoder pytorch-tutorial pytorch-tutorials

UpdatedMar 23, 2023
Jupyter Notebook

open-mmlab /mmagic

Star7.3k

OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.

computer-vision deep-learning image-processing pytorch image-editing generative-adversarial-network image-generation super-resolution diffusion inpainting matting image-synthesis text2image video-super-resolution video-interpolation video-frame-interpolation diffusion-models aigc generative-ai

UpdatedAug 6, 2024
Jupyter Notebook

NVIDIA /pix2pixHD

Star6.9k

Synthesizing and manipulating 2048x1024 images with conditional GANs

deep-neural-networks computer-vision deep-learning computer-graphics pytorch generative-adversarial-network gan pix2pix image-to-image-translation

UpdatedNov 4, 2024
Python

nashory /gans-awesome-applications

Star5.1k

Curated list of awesome GAN applications and demo

github applications generative-adversarial-network papers curated-list demonstration

UpdatedAug 24, 2023

MorvanZhou /Tensorflow-Tutorial

Star4.4k

Tensorflow tutorial from basic to hard, 莫烦Python 中文AI教学

machine-learning tutorial neural-network tensorflow regression cnn dropout generative-adversarial-network gan dqn classification rnn autoencoder tensorflow-tutorials deep-q-network

UpdatedOct 31, 2020
Python

junyanz /iGAN

Star4k

Interactive Image Generation via Generative Adversarial Networks

computer-vision deep-learning computer-graphics generative-adversarial-network gan dcgan image-manipulation pix2pix

UpdatedAug 5, 2020
Python

mseitzer /pytorch-fid

Star3.8k

Compute FID scores with PyTorch.

deep-learning pytorch generative-adversarial-network gan frechet-distance fid inception-score fid-score

UpdatedJul 3, 2024
Python

lucidrains /stylegan2-pytorch

Star3.8k

Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement

machine-learning pytorch artificial-intelligence generative-adversarial-network generative-model

UpdatedJan 12, 2025
Python

podgorskiy /ALAE

Star3.5k

[CVPR2020] Adversarial Latent Autoencoders

python machine-learning computer-vision deep-learning neural-network paper pytorch generative-adversarial-network gan generative-model autoencoder celeba paper-implementations face-generation pytorch-implementation celeba-hq stylegan ffhq cvpr2020 alae

UpdatedJan 23, 2021
Python

POSTECH-CVLab /PyTorch-StudioGAN

Star3.5k

StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.

machine-learning deep-learning pytorch generative-adversarial-network biggan stylegan2 stylegan2-ada data-efficient-gan-training stylegan3 clean-fid