generative-adversarial-networks

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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.

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eriklindernoren /Keras-GAN

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Keras implementations of Generative Adversarial Networks.

deep-learning keras gan neural-networks generative-adversarial-networks

UpdatedDec 12, 2022
Python

advimman /lama

Star9k

🦙 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

hwalsuklee /tensorflow-generative-model-collections

Star3.9k

Collection of generative models in Tensorflow

tensorflow gan mnist infogan generative-model vae ebgan generative-adversarial-networks wgan cvae lsgan variational-autoencoder began cgan wgan-gp generative-models dragan acgan fashion-mnist improved-wgan

UpdatedAug 8, 2022
Python

kaonashi-tyc /zi2zi

Star2.6k

Learning Chinese Character style with conditional GAN

machine-learning deep-neural-networks deep-learning tensorflow style-transfer deeplearning chinese-characters pix2pix generative-adversarial-networks

UpdatedAug 9, 2019
Python

lucidrains /big-sleep

Star2.6k

A simple command line tool for text to image generation, using OpenAI's CLIP and a BigGAN. Technique was originally created byhttps://twitter.com/advadnoun

deep-learning artificial-intelligence multimodality generative-adversarial-networks text-to-image

UpdatedFeb 6, 2022
Python

aiff22 /DPED

Star1.7k

Software and pre-trained models for automatic photo quality enhancement using Deep Convolutional Networks

computer-vision deep-learning image-processing gan convolutional-neural-networks generative-adversarial-networks image-enhancement dped

UpdatedDec 17, 2021
Python

HuwCampbell /grenade

Star1.4k

Deep Learning in Haskell

machine-learning haskell deep-neural-networks deep-learning convolutional-neural-networks generative-adversarial-networks

UpdatedDec 8, 2023
Haskell

torchgan /torchgan

Star1.4k

Research Framework for easy and efficient training of GANs based on Pytorch

python machine-learning computer-vision deep-learning python3 pytorch generative-model neural-networks gans generative-adversarial-networks

UpdatedOct 23, 2022
Python

dorarad /gansformer

Star1.3k

Generative Adversarial Transformers

transformers attention image-generation gans generative-adversarial-networks compositionality scene-generation

UpdatedJun 14, 2022
Python

yuval-alaluf /restyle-encoder

Star1k

Official Implementation for "ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement" (ICCV 2021)https://arxiv.org/abs/2104.02699

generative-adversarial-networks stylegan stylegan-encoder iterative-refinement iccv2021

UpdatedOct 1, 2022
Python

VITA-Group /EnlightenGAN

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[IEEE TIP] "EnlightenGAN: Deep Light Enhancement without Paired Supervision" by Yifan Jiang, Xinyu Gong, Ding Liu, Yu Cheng, Chen Fang, Xiaohui Shen, Jianchao Yang, Pan Zhou, Zhangyang Wang

pytorch gan unsupervised-learning generative-adversarial-networks low-light low-light-enhance

UpdatedApr 25, 2024
Python

GKalliatakis /Delving-deep-into-GANs

Star853

Generative Adversarial Networks (GANs) resources sorted by citations

generative-model gans adversarial-networks generative-adversarial-networks research-paper frameworks

UpdatedMay 11, 2019

santi-pdp /segan

Star843

Speech Enhancement Generative Adversarial Network in TensorFlow

deep-neural-networks deep-learning tensorflow speech gan generative-model generative-adversarial-networks

UpdatedMar 24, 2023
Python

yuval-alaluf /SAM

Star705

Official Implementation for "Only a Matter of Style: Age Transformation Using a Style-Based Regression Model" (SIGGRAPH 2021)https://arxiv.org/abs/2102.02754

aging generative-adversarial-networks stylegan age-transformation