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XPixelGroup /BasicSR

Star7.4k

Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.

pytorch super-resolution srgan restoration edsr srresnet rcan esrgan edvr basicsr stylegan2 dfdnet basicvsr swinir ecbsr

UpdatedJul 21, 2024
Python

tensorlayer /SRGAN

Star3.4k

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

tensorflow cnn gan vgg vgg16 super-resolution tensorlayer vgg19 srgan

UpdatedFeb 22, 2024
Python

LoSealL /VideoSuperResolution

Star1.7k

A collection of state-of-the-art video or single-image super-resolution architectures, reimplemented in tensorflow.

tensorflow pytorch super-resolution rdn srgan vdsr srcnn dncnn edsr dbpn srmd frvsr carn rcan vespcn vsr ntire2019

UpdatedSep 11, 2020
Python

krasserm /super-resolution

Star1.5k

Tensorflow 2.x based implementation of EDSR, WDSR and SRGAN for single image super-resolution

tensorflow keras super-resolution srgan edsr single-image-super-resolution wdsr tensorflow2

UpdatedMay 13, 2022
Python

leftthomas /SRGAN

Star1.2k

A PyTorch implementation of SRGAN based on CVPR 2017 paper "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network"

pytorch super-resolution srgan

UpdatedJul 21, 2024
Python

brade31919 /SRGAN-tensorflow

Star856

Tensorflow implementation of the SRGAN algorithm for single image super-resolution

deep-learning tensorflow cnn generative-adversarial-network pretrained-models super-resolution vgg19 srgan tf-slim

UpdatedMay 12, 2023
Python

kozistr /Awesome-GANs

Star762

Awesome Generative Adversarial Networks with tensorflow

machine-learning tensorflow generative-adversarial-network gan dcgan ebgan arxiv wgan srgan lsgan began cgan wgan-gp dragan acgan sagan stargan lapgan cogan f-gan

UpdatedJun 25, 2022
Python

soapisnotfat /super-resolution

Star746

collection of super-resolution models & algorithms

pytorch srgan srcnn fsrcnn resolution-models sup-pixel-cnn

UpdatedDec 20, 2018
Python

HasnainRaz /Fast-SRGAN

Star684

A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps

neural-network tensorflow cnn tf2 artificial-intelligence generative-adversarial-network tensorboard gans super-resolution srgan sisr upsample residual-blocks single-image-super-resolution tf-keras resolution-image fastsrgan realtime-super-resolution

UpdatedMar 6, 2025
Python

sgrvinod /a-PyTorch-Tutorial-to-Super-Resolution

Star668

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network | a PyTorch Tutorial to Super-Resolution

pytorch generative-adversarial-network gan gans super-resolution srgan pytorch-tutorial

UpdatedJul 18, 2024
Python

amanchadha /iSeeBetter

Star367

cnn pytorch recurrent-neural-networks video-processing generative-adversarial-network gan rnn resnet convolutional-neural-networks gans unsupervised-learning ssim convolutional-neural-network super-resolution residual-networks psnr srgan video-super-resolution resnets self-supervised-learning

UpdatedApr 18, 2025
C++

aitorzip /PyTorch-SRGAN

Star364

A modern PyTorch implementation of SRGAN

computer-vision deep-learning cnn pytorch generative-adversarial-network gan convolutional-neural-networks super-resolution srgan pytorch-gan

UpdatedNov 9, 2017
Python

deepak112 /Keras-SRGAN

Star278

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network implemented in Keras

keras generative-adversarial-networks keras-tensorflow srgan photo-realistic-super-resolution image-super-resolution single-image-super-resolution vgg-loss

UpdatedApr 19, 2019
Python

alohaleonardo /Super_Resolution_with_CNNs_and_GANs

Star277

Image Super-Resolution Using SRCNN, DRRN, SRGAN, CGAN in Pytorch

python computer-vision pytorch super-resolution srgan srcnn cgan superresolution srresnet drrn

UpdatedJul 23, 2018
Jupyter Notebook

ravisvi /super-resolution-videos

Star110

Applying SRGAN technique implemented inhttps://github.com/zsdonghao/SRGAN on videos to super resolve them.

computer-vision super-resolution tensorlayer srgan

UpdatedJun 5, 2020
Python

braindotai /Real-Time-Super-Resolution

Star98

🔥 Real-time Super Resolution enhancement (4x) with content loss and relativistic adversarial optimization 🔥

generator tensorflow discriminator vggnet super-resolution srgan image-enhancement relativistic-discriminator ragan relativistic-gan esrgan content-loss efficientnet div2k style-loss perceptual-loss

UpdatedJul 27, 2021
Jupyter Notebook

soochan-lee /MR-GAN

Star93

Official PyTorch implementation of Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation (ICLR 2019)

pytorch gan pix2pix srgan conditional-gan iclr2019 glcic mr-gan

UpdatedJul 25, 2024
Python

goldhuang /SRGAN-PyTorch

Star88

A PyTorch implementation of SRGAN specific for Anime Super Resolution based on "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network". And another PyTorch WGAN-gp implementation of SRGAN referring to "Improved Training of Wasserstein GANs".

anime pytorch srgan wgan-gp