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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
Dncnn
⭐
904
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
Dpsr
⭐
733
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019) (PyTorch)
Kair
⭐
653
Image Restoration Toolbox (PyTorch). Training and testing codes for USRNet, DnCNN, FFDNet, SRMD, DPSR, ESRGAN
Srgan
⭐
634
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)
Srflow
⭐
512
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
Raisr
⭐
474
A Python implementation of RAISR
Usrnet
⭐
474
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)
Rdn
⭐
405
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
Liif
⭐
402
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)
Realsr
⭐
353
Real-World Super-Resolution via Kernel Estimation and Noise Injection
Srmd
⭐
333
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)
Drn
⭐
321
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
⭐
310
TOFlow: Video Enhancement with Task-Oriented Flow
Sewar
⭐
295
All image quality metrics you need in one package.
Pytorch Srgan
⭐
288
A modern PyTorch implementation of SRGAN
Spsr
⭐
277
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
Mirnet
⭐
227
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.
Ignn
⭐
205
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
Mzsr
⭐
175
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
Gpufit
⭐
173
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"
Tenet
⭐
156
Official Pytorch Implementation for Trinity of Pixel Enhancement: a Joint Solution for Demosaicing, Denoising and Super-Resolution
Frvsr
⭐
155
Frame-Recurrent Video Super-Resolution (official repository)
Waifu2x
⭐
152
PyTorch on Super Resolution
Adafm
⭐
151
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
Pan
⭐
145
[Params: Only 272K!!!] Efficient Image Super-Resolution Using Pixel Attention, in ECCV Workshop, 2020.
Dpir
⭐
144
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
3pu
⭐
132
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
Drln
⭐
115
Densely Residual Laplacian Super-resolution, IEEE Pattern Analysis and Machine Intelligence (TPAMI), 2020
Edafa
⭐
107
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)
Natsr
⭐
102
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.
Cfsrcnn
⭐
84
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
Seranet
⭐
79
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.
Ilo
⭐
54
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
Jsi Gan
⭐
42
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
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📦 32
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📦 49
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📦 83
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📦 60
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📦 63
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📦 80
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📦 42
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📦 175
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📦 213
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📦 78
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📦 276
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📦 135
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📦 64
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📦 215
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📦 129
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📦 110
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📦 152
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📦 49
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📦 166
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📦 29
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📦 129
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📦 22
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📦 64
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📦 15
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📦 55
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📦 239
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📦 98
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📦 315
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📦 89
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📦 121
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📦 55
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📦 245
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📦 100
Science
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Security
📦 396
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📦 133
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📦 136
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📦 330
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