The Top 104 Super Resolution Open Source Projects

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Software Architecture 📦 72

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Software Quality 📦 133

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The Top 104 Super Resolution Open Source Projects

Categories > Machine Learning > Super Resolution

Waifu2x ⭐ 20,576

Image Super-Resolution for Anime-Style Art

Anime4k ⭐ 12,783

A High-Quality Real Time Upscaler for Anime Video

Waifu2x Extension Gui ⭐ 3,550

Image, GIF and Video enlarger(Super Resolution) and Video frame interpolation. Achieved with Waifu2x, SRMD, RealSR, Anime4K, RIFE, CAIN and ACNet.

Singan ⭐ 2,731

Official pytorch implementation of the paper: "SinGAN: Learning a Generative Model from a Single Natural Image"

Video2x ⭐ 2,636

A lossless video/GIF/image upscaler achieved with waifu2x, Anime4K, SRMD and RealSR. Started in Hack the Valley 2, 2018.

Image Super Resolution ⭐ 2,558

🔎 Super-scale your images and run experiments with Residual Dense and Adversarial Networks.

Srgan ⭐ 2,461

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

Mmediting ⭐ 1,838

OpenMMLab Image and Video Editing Toolbox

Basicsr ⭐ 1,705

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

Awesome Gan For Medical Imaging ⭐ 1,579

Awesome GAN for Medical Imaging

Videosuperresolution ⭐ 1,104

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

Super Resolution ⭐ 927

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

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)

Training_extensions ⭐ 844

Trainable models and NN optimization tools

Srgan Tensorflow ⭐ 747

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

Super Resolution.benckmark ⭐ 745

Benchmark and resources for single super-resolution algorithms

Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019) (PyTorch)

Image Restoration Toolbox (PyTorch). Training and testing codes for USRNet, DnCNN, FFDNet, SRMD, DPSR, ESRGAN

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

Dcscn Super Resolution ⭐ 608

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.

Wdsr_ntire2018 ⭐ 565

Code of our winning entry to NTIRE super-resolution challenge, CVPR 2018

Ntire2017 ⭐ 550

Torch implementation of "Enhanced Deep Residual Networks for Single Image Super-Resolution"

Paddlegan ⭐ 534

PaddlePaddle GAN library and applications.

Zooming Slow Mo Cvpr 2020 ⭐ 532

Fast and Accurate One-Stage Space-Time Video Super-Resolution (accepted in CVPR 2020)

Official SRFlow training code: Super-Resolution using Normalizing Flow in PyTorch

Srcnn Tensorflow ⭐ 484

Image Super-Resolution Using Deep Convolutional Networks in Tensorflow https://arxiv.org/abs/1501.00092v3

A Python implementation of RAISR

Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)

Dbpn Pytorch ⭐ 451

The project is an official implement of our CVPR2018 paper "Deep Back-Projection Networks for Super-Resolution" (Winner of NTIRE2018 and PIRM2018)

Torch code for our CVPR 2018 paper "Residual Dense Network for Image Super-Resolution" (Spotlight)

Fast Srgan ⭐ 403

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

Learning Continuous Image Representation with Local Implicit Image Function

Pixel Recursive Super Resolution ⭐ 374

Tensorflow implementation of pixel-recursive-super-resolution(Google Brain paper: https://arxiv.org/abs/1702.00783)

Real-World Super-Resolution via Kernel Estimation and Noise Injection

Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)

Closed-loop Matters: Dual Regression Networks for Single Image Super-Resolution

Edsr Tensorflow ⭐ 313

Tensorflow implementation of Enhanced Deep Residual Networks for Single Image Super-Resolution

Pytorch Vdsr ⭐ 311

VDSR (CVPR2016) pytorch implementation

TOFlow: Video Enhancement with Task-Oriented Flow

All image quality metrics you need in one package.

Pytorch Srgan ⭐ 288

A modern PyTorch implementation of SRGAN

Pytorch implementation of Structure-Preserving Super Resolution with Gradient Guidance (CVPR 2020)

Caffe Vdsr ⭐ 270

A Caffe-based implementation of very deep convolution network for image super-resolution

Tdan Vsr Cvpr 2020 ⭐ 268

TDAN: Temporally-Deformable Alignment Network for Video Super-Resolution, CVPR 2020

Official repository for "Learning Enriched Features for Real Image Restoration and Enhancement" (ECCV 2020). SOTA results for image denoising, super-resolution, and image enhancement.

Master Thesis Bayesiancnn ⭐ 222

Master Thesis on Bayesian Convolutional Neural Network using Variational Inference

Zoom Learn Zoom ⭐ 220

computational zoom from raw sensor data

Msrn Pytorch ⭐ 217

This repository is a PyTorch version of the paper "Multi-scale Residual Network for Image Super-Resolution" (ECCV 2018).

Pytorch Lapsrn ⭐ 212

Pytorch implementation for LapSRN (CVPR2017)

Ranksrgan ⭐ 210

ICCV 2019 (oral) RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution. PyTorch implementation

Highres Net ⭐ 207

Pytorch implementation of HighRes-net, a neural network for multi-frame super-resolution, trained and tested on the European Space Agency’s Kelvin competition.

Code repo for "Cross-Scale Internal Graph Neural Network for Image Super-Resolution" (NeurIPS'20)

Deep Iterative Collaboration ⭐ 198

Pytorch implementation of Deep Face Super-Resolution with Iterative Collaboration between Attentive Recovery and Landmark Estimation (CVPR 2020)

Iseebetter ⭐ 188

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

Waveletsrnet ⭐ 185

A pytorch implementation of Paper "Wavelet-srnet: A wavelet-based cnn for multi-scale face super resolution"

Pytorch Zssr ⭐ 178

PyTorch implementation of 1712.06087 "Zero-Shot" Super-Resolution using Deep Internal Learning

Meta-Transfer Learning for Zero-Shot Super-Resolution (CVPR, 2020)

Super_resolution_with_cnns_and_gans ⭐ 174

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

GPU-accelerated Levenberg-Marquardt curve fitting in CUDA

Face And Image Super Resolution ⭐ 172

Video Super Resolution ⭐ 168

Video super resolution implemented in Pytorch

Psfrgan ⭐ 165

PyTorch codes for "Progressive Semantic-Aware Style Transformation for Blind Face Restoration"

Official Pytorch Implementation for Trinity of Pixel Enhancement: a Joint Solution for Demosaicing, Denoising and Super-Resolution

Frame-Recurrent Video Super-Resolution (official repository)

Waifu2x ⭐ 152

PyTorch on Super Resolution

CVPR2019 (oral) Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers (AdaFM). PyTorch implementation

Waifu2x Extension ⭐ 149

Image, GIF and Video enlarger/upscaler achieved with waifu2x and Anime4K. [NO LONGER UPDATED]

A Pytorch Tutorial To Super Resolution ⭐ 145

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

[Params: Only 272K!!!] Efficient Image Super-Resolution Using Pixel Attention, in ECCV Workshop, 2020.

Plug-and-Play Image Restoration with Deep Denoiser Prior (PyTorch)

Enhancenet Code ⭐ 140

EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis (official repository)

Rdn Tensorflow ⭐ 135

A TensorFlow implementation of CVPR 2018 paper "Residual Dense Network for Image Super-Resolution".

Keras Image Super Resolution ⭐ 135

EDSR, RCAN, SRGAN, SRFEAT, ESRGAN

Patch-base progressive 3D Point Set Upsampling

Upscalerjs ⭐ 118

Image Upscaling in Javascript. Increase image resolution up to 4x using Tensorflow.js.

Deeply Recursive Cnn Tf ⭐ 116

Test implementation of Deeply-Recursive Convolutional Network for Image Super-Resolution

Densely Residual Laplacian Super-resolution, IEEE Pattern Analysis and Machine Intelligence (TPAMI), 2020

Test Time Augmentation (TTA) wrapper for computer vision tasks: segmentation, classification, super-resolution, ... etc.

Supper Resolution ⭐ 105

Super-resolution (SR) is a method of creating images with higher resolution from a set of low resolution images.

Idn Caffe ⭐ 104

Caffe implementation of "Fast and Accurate Single Image Super-Resolution via Information Distillation Network" (CVPR 2018)

Natural and Realistic Single Image Super-Resolution with Explicit Natural Manifold Discrimination (CVPR, 2019)

Vsr Duf Reimplement ⭐ 101

It is a re-implementation of paper named "Deep Video Super-Resolution Network Using Dynamic Upsampling Filters Without Explicit Motion Compensation" called VSR-DUF model. There are both training codes and test codes about VSR-DUF based tensorflow.

3d Gan Superresolution ⭐ 97

3D super-resolution using Generative Adversarial Networks

Awesome Computer Vision ⭐ 93

Awesome Resources for Advanced Computer Vision Topics

Latest Development Of Isr Vsr ⭐ 92

Latest development of ISR/VSR. Papers and related resources, mainly state-of-the-art and novel works in ICCV, ECCV and CVPR about image super-resolution and video super-resolution.

Awesome Cvpr2020 Low Level Vision ⭐ 92

A Collection of Papers and Codes for CVPR2020 Image Reconstruction

Super Resolution Videos ⭐ 90

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

Coarse-to-Fine CNN for Image Super-Resolution (IEEE Transactions on Multimedia,2020)

Pytoflow ⭐ 82

The py version of toflow → https://github.com/anchen1011/toflow

Super Resolution of picture images using deep learning

Torch Srgan ⭐ 76

torch implementation of srgan

Scn_matlab ⭐ 70

Matlab reimplementation of SCNSR

Esrgan Tf2 ⭐ 56

ESRGAN (Enhanced Super-Resolution Generative Adversarial Networks, published in ECCV 2018) implemented in Tensorflow 2.0+. This is an unofficial implementation. With Colab.

Official implementation: Intermediate Layer Optimization for Inverse Problems using Deep Generative Models

Tensorflow Espcn ⭐ 48

TensorFlow implementation of the Efficient Sub-Pixel Convolutional Neural Network

Rcan Tensorflow ⭐ 42

Image Super-Resolution Using Very Deep Residual Channel Attention Networks Implementation in Tensorflow

Official repository of JSI-GAN (Accepted at AAAI 2020).

Hyperspectral Image Spatial Super Resolution Via 3d Full Convolutional Neural Network ⭐ 41

Hyperspectral Image Spatial Super-Resolution via 3D-Full-Convolutional-Neural-Network

Srrescgan ⭐ 37

Code repo for "Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-Resolution" (CVPRW NTIRE2020).

Tensorflow Srgan ⭐ 31

Tensorflow implementation of "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network" (Ledig et al. 2017)

1-100 of 104 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210