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Generative Adversarial Network

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 2,585 public repositories matching this topic...

junyanz / pytorch-CycleGAN-and-pix2pix

Image-to-Image Translation in PyTorch

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

Updated Jun 3, 2023
Python

hindupuravinash / the-gan-zoo

A list of all named GANs!

machine-learning generative-adversarial-network gan

Updated Dec 8, 2022
Python

Bringing-Old-Photos-Back-to-Life

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

Bringing Old Photo Back to Life (CVPR 2020 oral)

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

Updated Mar 30, 2023
Python

junyanz / CycleGAN

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

Updated Aug 3, 2020
Lua

phillipi / pix2pix

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

Updated Jun 6, 2021
Lua

MorvanZhou / PyTorch-Tutorial

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

Updated Mar 23, 2023
Jupyter Notebook

NVIDIA / pix2pixHD

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

Updated May 25, 2023
Python

lama

advimman / lama

🦙 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

Updated May 5, 2023
Jupyter Notebook

open-mmlab / mmagic

OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, 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

Updated Jun 2, 2023
Python

nashory / gans-awesome-applications

Curated list of awesome GAN applications and demo

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

Updated Oct 2, 2022

MorvanZhou / Tensorflow-Tutorial

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

Updated Oct 31, 2020
Python

junyanz / iGAN

Interactive Image Generation via Generative Adversarial Networks

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

Updated Aug 5, 2020
Python

lucidrains / stylegan2-pytorch

Sponsor

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

Updated Aug 5, 2022
Python

podgorskiy / ALAE

[CVPR2020] Adversarial Latent Autoencoders

Updated Jan 23, 2021
Python

makegirlsmoe / makegirlsmoe_web

Create Anime Characters with MakeGirlsMoe

react deep-learning anime reactjs generative-adversarial-network gan

Updated Dec 8, 2022
JavaScript

shaoanlu / faceswap-GAN

A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.

generative-adversarial-network gan image-manipulation face-swap gans

Updated Apr 17, 2022
Jupyter Notebook

PyTorch-StudioGAN

POSTECH-CVLab / PyTorch-StudioGAN

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

Updated Mar 3, 2023
Python

JiahuiYu / generative_inpainting

DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral

deep-neural-networks tensorflow generative-adversarial-network image-inpainting attention-model deepfill

Updated Jan 7, 2022
Python

eladrich / pixel2style2pixel

Official Implementation for "Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation" (CVPR 2021) presenting the pixel2style2pixel (pSp) framework

generative-adversarial-network image-translation stylegan stylegan-encoder cvpr2021 pixel2style2pixel psp-model psp-framework

Updated Oct 1, 2022
Jupyter Notebook

znxlwm / pytorch-generative-model-collections

Collection of generative models in Pytorch version.

package collection pytorch generative-adversarial-network gan mnist infogan ebgan wgan lsgan began cgan wgan-gp dragan conditional-gan acgan fashion-mnist

Updated Apr 12, 2020
Python

Released June 10, 2014

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