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The Top 501 Super Resolution Open Source Projects on Github

Categories > Machine Learning > Super Resolution
Waifu2x ⭐ 22,249
Image Super-Resolution for Anime-Style Art
Gfpgan ⭐ 16,863
GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
Anime4k ⭐ 13,910
A High-Quality Real Time Upscaler for Anime Video
Real Esrgan ⭐ 9,081
Real-ESRGAN aims at developing Practical Algorithms for General Image Restoration.
Waifu2x Extension Gui ⭐ 5,678
Video, Image and GIF upscale/enlarge(Super-Resolution) and Video frame interpolation. Achieved with Waifu2x, Real-ESRGAN, SRMD, RealSR, Anime4K, RIFE, CAIN, DAIN, and ACNet.
Paddlegan ⭐ 5,324
PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, Wav2Lip, picture repair, image editing, photo2cartoon, image style transfer, GPEN, and so on.
Video2x ⭐ 3,869
A lossless video/GIF/image upscaler achieved with waifu2x, Anime4K, SRMD and RealSR. Started in Hack the Valley 2, 2018.
Image Super Resolution ⭐ 3,376
🔎 Super-scale your images and run experiments with Residual Dense and Adversarial Networks.
Singan ⭐ 2,896
Official pytorch implementation of the paper: "SinGAN: Learning a Generative Model from a Single Natural Image"
Mmediting ⭐ 2,699
OpenMMLab Image and Video Editing Toolbox
Basicsr ⭐ 2,682
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.
Srgan ⭐ 2,635
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
Awesome Gan For Medical Imaging ⭐ 1,687
Awesome GAN for Medical Imaging
Image Super Resolution Via Iterative Refinement ⭐ 1,623
Unoffical implementation about Image Super-Resolution via Iterative Refinement by Pytorch
Kair ⭐ 1,322
Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR
Super Resolution ⭐ 1,058
Tensorflow 2.x based implementation of EDSR, WDSR and SRGAN for single image super-resolution
Dncnn ⭐ 978
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)
Training_extensions ⭐ 967
Trainable models and NN optimization tools
Videosuperresolution ⭐ 916
A collection of state-of-the-art video or single-image super-resolution architectures, reimplemented in tensorflow.
Srgan ⭐ 744
A PyTorch implementation of SRGAN based on CVPR 2017 paper "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network"
Super Resolution.benckmark ⭐ 735
Benchmark and resources for single super-resolution algorithms
Liif ⭐ 712
Learning Continuous Image Representation with Local Implicit Image Function, in CVPR 2021 (Oral)
Srgan Tensorflow ⭐ 694
Tensorflow implementation of the SRGAN algorithm for single image super-resolution
Zooming Slow Mo Cvpr 2020 ⭐ 687
Fast and Accurate One-Stage Space-Time Video Super-Resolution (accepted in CVPR 2020)
Dpsr ⭐ 677
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019) (PyTorch)
Srflow ⭐ 649
Official SRFlow training code: Super-Resolution using Normalizing Flow in PyTorch
Usrnet ⭐ 626
Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)
Dcscn Super Resolution ⭐ 586
A tensorflow implementation of "Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network", a deep learning based Single-Image Super-Resolution (SISR) model.
Ntire2017 ⭐ 567
Torch implementation of "Enhanced Deep Residual Networks for Single Image Super-Resolution"
Wdsr_ntire2018 ⭐ 520
Code of our winning entry to NTIRE super-resolution challenge, CVPR 2018
Fast Srgan ⭐ 472
A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps
Srcnn Tensorflow ⭐ 435
Image Super-Resolution Using Deep Convolutional Networks in Tensorflow https://arxiv.org/abs/1501.00092v3
Raisr ⭐ 435
A Python implementation of RAISR
Bsrgan ⭐ 422
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution (ICCV, 2021) (PyTorch) - We released the training code!
Dbpn Pytorch ⭐ 388
The project is an official implement of our CVPR2018 paper "Deep Back-Projection Networks for Super-Resolution" (Winner of NTIRE2018 and PIRM2018)
Rdn ⭐ 377
Torch code for our CVPR 2018 paper "Residual Dense Network for Image Super-Resolution" (Spotlight)
Pixel Recursive Super Resolution ⭐ 357
Tensorflow implementation of pixel-recursive-super-resolution(Google Brain paper: https://arxiv.org/abs/1702.00783)
Sewar ⭐ 351
All image quality metrics you need in one package.
Mirnet ⭐ 349
Official repository for "Learning Enriched Features for Real Image Restoration and Enhancement" (ECCV 2020). SOTA results for image denoising, super-resolution, and image enhancement.
Srmd ⭐ 345
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)
Awesome Cvpr2021 Cvpr2020 Low Level Vision ⭐ 338
A Collection of Papers and Codes for CVPR2021/CVPR2020 Low Level Vision
Spsr ⭐ 336
Pytorch implementation of Structure-Preserving Super Resolution with Gradient Guidance (CVPR 2020 & TPAMI 2021)
Drn ⭐ 324
Closed-loop Matters: Dual Regression Networks for Single Image Super-Resolution
Tdan Vsr Cvpr 2020 ⭐ 322
TDAN: Temporally-Deformable Alignment Network for Video Super-Resolution, CVPR 2020
Pytorch Srgan ⭐ 307
A modern PyTorch implementation of SRGAN
Edsr Tensorflow ⭐ 298
Tensorflow implementation of Enhanced Deep Residual Networks for Single Image Super-Resolution
Waifu2x Mac ⭐ 298
Waifu2x-ios port to macOS, still in Core ML and Metal
Upscalerjs ⭐ 296
Image Upscaling in Javascript. Increase image resolution up to 4x using Tensorflow.js.
Psfrgan ⭐ 282
PyTorch codes for "Progressive Semantic-Aware Style Transformation for Blind Face Restoration", CVPR2021
Dpir ⭐ 275
Plug-and-Play Image Restoration with Deep Denoiser Prior (IEEE TPAMI 2021) (PyTorch)
Caffe Vdsr ⭐ 264
A Caffe-based implementation of very deep convolution network for image super-resolution
Pytorch Vdsr ⭐ 261
VDSR (CVPR2016) pytorch implementation
Espcn ⭐ 260
A PyTorch implementation of ESPCN based on CVPR 2016 paper "Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network"
Realsr ⭐ 246
Real-World Super-Resolution via Kernel Estimation and Noise Injection
Toflow ⭐ 245
TOFlow: Video Enhancement with Task-Oriented Flow
Deep Iterative Collaboration ⭐ 230
Pytorch implementation of Deep Face Super-Resolution with Iterative Collaboration between Attentive Recovery and Landmark Estimation (CVPR 2020)
Pan ⭐ 227
(ECCV2020 Workshops) Efficient Image Super-Resolution Using Pixel Attention.
Iseebetter ⭐ 223
iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks | Python3 | PyTorch | GANs | CNNs | ResNets | RNNs | Published in Springer Journal of Computational Visual Media, September 2020, Tsinghua University Press
Ranksrgan ⭐ 218
ICCV 2019 (oral) RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution. PyTorch implementation
Ignn ⭐ 201
Code repo for "Cross-Scale Internal Graph Neural Network for Image Super-Resolution" (NeurIPS'20)
Gpufit ⭐ 197
GPU-accelerated Levenberg-Marquardt curve fitting in CUDA
Master Thesis Bayesiancnn ⭐ 197
Master Thesis on Bayesian Convolutional Neural Network using Variational Inference
Super_resolution_with_cnns_and_gans ⭐ 194
Image Super-Resolution Using SRCNN, DRRN, SRGAN, CGAN in Pytorch
Msrn Pytorch ⭐ 188
This repository is a PyTorch version of the paper "Multi-scale Residual Network for Image Super-Resolution" (ECCV 2018).
Zoom Learn Zoom ⭐ 183
computational zoom from raw sensor data
Pytorch Lapsrn ⭐ 178
Pytorch implementation for LapSRN (CVPR2017)
Face And Image Super Resolution ⭐ 174
Keras Image Super Resolution ⭐ 174
EDSR, RCAN, SRGAN, SRFEAT, ESRGAN
Moephoto ⭐ 171
MoePhoto Image Toolbox萌图工具箱
Tenet ⭐ 166
Official Pytorch Implementation for Rethinking the Pipeline of Demosaicing, Denoising and Super-Resolution
Pytorch Zssr ⭐ 165
PyTorch implementation of 1712.06087 "Zero-Shot" Super-Resolution using Deep Internal Learning
Highres Net ⭐ 159
Pytorch implementation of HighRes-net, a neural network for multi-frame super-resolution, trained and tested on the European Space Agency’s Kelvin competition.
Waveletsrnet ⭐ 156
A pytorch implementation of Paper "Wavelet-srnet: A wavelet-based cnn for multi-scale face super resolution"
Arbsr ⭐ 152
[ICCV 2021] Learning A Single Network for Scale-Arbitrary Super-Resolution
Nuwave ⭐ 151
NU-Wave: A Diffusion Probabilistic Model for Neural Audio Upsampling @ INTERSPEECH 2021
Awesome Iccv2021 Low Level Vision ⭐ 145
A Collection of Papers and Codes for ICCV2021 Low Level Vision and Image Generation
Frvsr ⭐ 141
Frame-Recurrent Video Super-Resolution (official repository)
Video Super Resolution ⭐ 138
Video super resolution implemented in Pytorch
A Pytorch Tutorial To Super Resolution ⭐ 136
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network | a PyTorch Tutorial to Super-Resolution
Waifu2x Extension ⭐ 135
Image, GIF and Video enlarger/upscaler achieved with waifu2x and Anime4K. [NO LONGER UPDATED]
Awesome Eccv2020 Low Level Vision ⭐ 134
A Collection of Papers and Codes for ECCV2020 Low Level Vision or Image Reconstruction
Voicefixer ⭐ 131
General Speech Restoration
Mzsr ⭐ 130
Meta-Transfer Learning for Zero-Shot Super-Resolution (CVPR, 2020)
Adafm ⭐ 130
CVPR2019 (oral) Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers (AdaFM). PyTorch implementation
Ecbsr ⭐ 128
Edge-oriented Convolution Block for Real-time Super Resolution on Mobile Devices, ACM Multimedia 2021
3pu ⭐ 127
Patch-base progressive 3D Point Set Upsampling
Tecogan Pytorch ⭐ 126
A PyTorch Reimplementation of TecoGAN: Temporally Coherent GAN for Video Super-Resolution
Rdn Tensorflow ⭐ 123
A TensorFlow implementation of CVPR 2018 paper "Residual Dense Network for Image Super-Resolution".
Enhancenet Code ⭐ 123
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis (official repository)
Eesrgan ⭐ 121
Small-Object Detection in Remote Sensing (satellite) Images with End-to-End Edge-Enhanced GAN and Object Detector Network
Awesome Computer Vision ⭐ 115
Awesome Resources for Advanced Computer Vision Topics
Deeply Recursive Cnn Tf ⭐ 114
Test implementation of Deeply-Recursive Convolutional Network for Image Super-Resolution
Trainner ⭐ 114
traiNNer: Deep learning framework for image and video super-resolution, restoration and image-to-image translation, for training and testing.
Egvsr ⭐ 113
Efficient & Generic Video Super-Resolution
Dan ⭐ 113
This is an official implementation of Unfolding the Alternating Optimization for Blind Super Resolution
Edafa ⭐ 111
Test Time Augmentation (TTA) wrapper for computer vision tasks: segmentation, classification, super-resolution, ... etc.
Srdensenet Pytorch ⭐ 109
SRDenseNet-pytorch（ICCV_2017）
Waifu2x ⭐ 106
PyTorch on Super Resolution
Supper Resolution ⭐ 101
Super-resolution (SR) is a method of creating images with higher resolution from a set of low resolution images.
Idn Caffe ⭐ 101
Caffe implementation of "Fast and Accurate Single Image Super-Resolution via Information Distillation Network" (CVPR 2018)
1-100 of 501 projects

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