GitHub：超分辨率最全资料集锦

古城微笑少年丶 2022-11-19 04:15 202阅读 0赞

前言

本文将分享的内容是：超分辨率（Super Resolution，SR）最全资料合集，涵盖了SISR、VSR等。

在这里插入图片描述

一张图看懂超分辨率SR作用

注：文末附超分辨率SR微信交流群，欢迎加入学习  
Awesome-Super-Resolution

项目作者：ChaofWang Star  
数量：636 Commit  
数量：120

https://github.com/ChaofWang/Awesome-Super-Resolution

该项目主要包含以下内容：

最佳论文库/项目列表  
数据集  
论文：非深度学习方法、深度学习方法（2014-2020）  
workshop论文  
综述

其中每个部分介绍的都非常详细，比如一个论文，会相应介绍其论文链接和相应的开源代码。  
最佳论文库

这里算是致敬！github上其实有很多不错的超分辨率SR合集项目，比如：

Single-Image-Super-Resolution

Super-Resolution.Benckmark

Video-Super-Resolution

VideoSuperResolution

Awesome Super-Resolution

Awesome-LF-Image-SR

Awesome-Stereo-Image-SR

AI-video-enhance  
最佳项目库

不少顶会上的SR论文都是基于下面的优秀开源项目所开发的，  
repo Framework  
EDSR-PyTorch PyTorch  
Image-Super-Resolution Keras  
image-super-resolution Keras  
Super-Resolution-Zoo MxNet  
super-resolution Keras  
neural-enhance Theano  
srez Tensorflow  
waifu2x Torch  
BasicSR PyTorch  
super-resolution PyTorch  
VideoSuperResolution Tensorflow  
video-super-resolution Pytorch  
MMSR PyTorch  
数据集

系统性整理了非常多的数据集，并都提供了下载链接，整理的很用心。比如Set14、BSD100和Urban100等。  
Name Usage Link Comments  
Set5 Test download jbhuang0604  
SET14 Test download jbhuang0604  
BSD100 Test download jbhuang0604  
Urban100 Test download jbhuang0604  
Manga109 Test website  
SunHay80 Test download jbhuang0604  
BSD300 Train/Val download  
BSD500 Train/Val download  
91-Image Train download Yang  
DIV2K2017 Train/Val website NTIRE2017  
Flickr2K Train download  
Real SR Train/Val website NTIRE2019  
Waterloo Train website  
VID4 Test download 4 videos  
MCL-V Train website 12 videos  
GOPRO Train/Val website 33 videos, deblur  
CelebA Train website Human faces  
Sintel Train/Val website Optical flow  
FlyingChairs Train website Optical flow  
Vimeo-90k Train/Test website 90k HQ videos  
SR-RAW Train/Test website raw sensor image dataset  
W2S Train/Test arxiv A Joint Denoising and Super-Resolution Dataset  
PIPAL Test ECCV 2020 Perceptual Image Quality Assessment dataset  
论文：深度学习方法（2014-2020）  
2014-2016  
Model Published Code Keywords  
SRCNN ECCV14 Keras Kaiming  
RAISR arXiv - Google, Pixel 3  
ESPCN CVPR16 Keras Real time/SISR/VideoSR  
VDSR CVPR16 Matlab Deep, Residual  
DRCN CVPR16 Matlab Recurrent  
2017  
Model Published Code Keywords  
DRRN CVPR17 Caffe, PyTorch Recurrent  
LapSRN CVPR17 Matlab Huber loss  
IRCNN CVPR17 Matlab  
EDSR CVPR17 PyTorch NTIRE17 Champion  
BTSRN CVPR17 - NTIRE17  
SelNet CVPR17 - NTIRE17  
TLSR CVPR17 - NTIRE17  
SRGAN CVPR17 Tensorflow 1st proposed GAN  
VESPCN CVPR17 - VideoSR  
MemNet ICCV17 Caffe  
SRDenseNet ICCV17 -, PyTorch Dense  
SPMC ICCV17 Tensorflow VideoSR  
EnhanceNet ICCV17 TensorFlow Perceptual Loss  
PRSR ICCV17 TensorFlow an extension of PixelCNN  
AffGAN ICLR17 -  
2018  
Model Published Code Keywords  
MS-LapSRN TPAMI18 Matlab Fast LapSRN  
DCSCN arXiv Tensorflow  
IDN CVPR18 Caffe Fast  
DSRN CVPR18 TensorFlow Dual state，Recurrent  
RDN CVPR18 Torch Deep, BI-BD-DN  
SRMD CVPR18 Matlab Denoise/Deblur/SR  
xUnit CVPR18 PyTorch Spatial Activation Function  
DBPN CVPR18 PyTorch NTIRE18 Champion  
WDSR CVPR18 PyTorch，TensorFlow NTIRE18 Champion  
ProSRN CVPR18 PyTorch NTIRE18  
ZSSR CVPR18 Tensorflow Zero-shot  
FRVSR CVPR18 PDF VideoSR  
DUF CVPR18 Tensorflow VideoSR  
TDAN arXiv - VideoSR，Deformable Align  
SFTGAN CVPR18 PyTorch  
CARN ECCV18 PyTorch Lightweight  
RCAN ECCV18 PyTorch Deep, BI-BD-DN  
MSRN ECCV18 PyTorch  
SRFeat ECCV18 Tensorflow GAN  
TSRN ECCV18 Pytorch  
ESRGAN ECCV18 PyTorch PRIM18 region 3 Champion  
EPSR ECCV18 PyTorch PRIM18 region 1 Champion  
PESR ECCV18 PyTorch ECCV18 workshop  
FEQE ECCV18 Tensorflow Fast  
NLRN NIPS18 Tensorflow Non-local, Recurrent  
SRCliqueNet NIPS18 - Wavelet  
CBDNet arXiv Matlab Blind-denoise  
TecoGAN arXiv Tensorflow VideoSR GAN  
2019  
Model Published Code Keywords  
RBPN CVPR19 PyTorch VideoSR  
SRFBN CVPR19 PyTorch Feedback  
AdaFM CVPR19 PyTorch Adaptive Feature Modification Layers  
MoreMNAS arXiv - Lightweight，NAS  
FALSR arXiv TensorFlow Lightweight，NAS  
Meta-SR CVPR19 PyTorch Arbitrary Magnification  
AWSRN arXiv PyTorch Lightweight  
OISR CVPR19 PyTorch ODE-inspired Network  
DPSR CVPR19 PyTorch  
DNI CVPR19 PyTorch  
MAANet arXiv Multi-view Aware Attention  
RNAN ICLR19 PyTorch Residual Non-local Attention  
FSTRN CVPR19 - VideoSR, fast spatio-temporal residual block  
MsDNN arXiv TensorFlow NTIRE19 real SR 21th place  
SAN CVPR19 Pytorch Second-order Attention,cvpr19 oral  
EDVR CVPRW19 Pytorch Video, NTIRE19 video restoration and enhancement champions  
Ensemble for VSR CVPRW19 - VideoSR, NTIRE19 video SR 2nd place  
TENet arXiv Pytorch a Joint Solution for Demosaicking, Denoising and Super-Resolution  
MCAN arXiv Pytorch Matrix-in-matrix CAN, Lightweight  
IKC&SFTMD CVPR19 - Blind Super-Resolution  
SRNTT CVPR19 TensorFlow Neural Texture Transfer  
RawSR CVPR19 TensorFlow Real Scene Super-Resolution, Raw Images  
resLF CVPR19 Light field  
CameraSR CVPR19 realistic image SR  
ORDSR TIP model DCT domain SR  
U-Net CVPRW19 NTIRE19 real SR 2nd place, U-Net,MixUp,Synthesis  
DRLN arxiv Densely Residual Laplacian Super-Resolution  
EDRN CVPRW19 Pytorch NTIRE19 real SR 9th places  
FC2N arXiv Fully Channel-Concatenated  
GMFN BMVC2019 Pytorch Gated Multiple Feedback  
CNN&TV-TV Minimization BMVC2019 TV-TV Minimization  
HRAN arXiv Hybrid Residual Attention Network  
PPON arXiv code Progressive Perception-Oriented Network  
SROBB ICCV19 Targeted Perceptual Loss  
RankSRGAN ICCV19 PyTorch oral, rank-content loss  
edge-informed ICCVW19 PyTorch Edge-Informed Single Image Super-Resolution  
s-LWSR arxiv Lightweight  
DNLN arxiv Video SR Deformable Non-local Network  
MGAN arxiv Multi-grained Attention Networks  
IMDN ACM MM 2019 PyTorch AIM19 Champion  
ESRN arxiv NAS  
PFNL ICCV19 Tensorflow VideoSR oral,Non-Local Spatio-Temporal Correlations  
EBRN ICCV19 Tensorflow Embedded Block Residual Network  
Deep SR-ITM ICCV19 matlab SDR to HDR, 4K SR  
feature SR ICCV19 Super-Resolution for Small Object Detection  
STFAN ICCV19 PyTorch Video Deblurring  
KMSR ICCV19 PyTorch GAN for blur-kernel estimation  
CFSNet ICCV19 PyTorch Controllable Feature  
FSRnet ICCV19 Multi-bin Trainable Linear Units  
SAM+VAM ICCVW19  
SinGAN ICCV19 PyTorch bestpaper, train from single image  
2020  
Model Published Code Keywords  
FISR AAAI 2020 TensorFlow Video joint VFI-SR method,Multi-scale Temporal Loss  
ADCSR arxiv  
SCN AAAI 2020 Scale-wise Convolution  
LSRGAN arxiv Latent Space Regularization for srgan  
Zooming Slow-Mo CVPR 2020 PyTorch joint VFI and SR，one-stage， deformable ConvLSTM  
MZSR CVPR 2020 Meta-Transfer Learning, Zero-Shot  
VESR-Net arxiv Youku Video Enhancement and Super-Resolution Challenge Champion  
blindvsr arxiv PyTorch Motion blur estimation  
HNAS-SR arxiv PyTorch Hierarchical Neural Architecture Search, Lightweight  
DRN CVPR 2020 PyTorch Dual Regression, SISR STOA  
SFM arxiv PyTorch Stochastic Frequency Masking, Improve method  
EventSR CVPR 2020 split three phases  
USRNet CVPR 2020 PyTorch  
PULSE CVPR 2020 Self-Supervised  
SPSR CVPR 2020 Code Gradient Guidance, GAN  
DASR arxiv Code Real-World Image Super-Resolution, Unsupervised SuperResolution, Domain Adaptation.  
STVUN arxiv PyTorch Video Super-Resolution, Video Frame Interpolation, Joint space-time upsampling  
AdaDSR arxiv PyTorch Adaptive Inference  
Scale-Arbitrary SR arxiv Code Scale-Arbitrary Super-Resolution, Knowledge Transfer  
DeepSEE arxiv Code Extreme super-resolution,32× magnification  
CutBlur CVPR 2020 PyTorch SR Data Augmentation  
UDVD CVPR 2020 Unified Dynamic Convolutional，SISR and denoise  
DIN IJCAI-PRICAI 2020 SISR，asymmetric co-attention  
PANet arxiv PyTorch Pyramid Attention  
SRResCGAN arxiv PyTorch  
ISRN arxiv iterative optimization, feature normalization.  
RFB-ESRGAN CVPR 2020 NTIRE 2020 Perceptual Extreme Super-Resolution Challenge winner  
PHYSICS\_SR AAAI 2020 PyTorch  
CSNLN CVPR 2020 PyTorch Cross-Scale Non-Local Attention,Exhaustive Self-Exemplars Mining, Similar to PANet  
TTSR CVPR 2020 PyTorch Texture Transformer  
NSR arxiv PyTorch Neural Sparse Representation  
RFANet CVPR 2020 state-of-the-art SISR  
Correction filter CVPR 2020 Enhance SISR model generalization  
Unpaired SR CVPR 2020 Unpaired Image Super-Resolution  
STARnet CVPR 2020 Space-Time-Aware multi-Resolution  
SSSR CVPR 2020 code SISR for Semantic Segmentation and Human pose estimation  
VSR\_TGA CVPR 2020 code Temporal Group Attention, Fast Spatial Alignment  
SSEN CVPR 2020 Similarity-Aware Deformable Convolution

\[1\] Wenming Yang, Xuechen Zhang, Yapeng Tian, Wei Wang, Jing-Hao Xue. Deep Learning for Single Image Super-Resolution: A Brief Review. arxiv, 2018. paper

\[2\]Saeed Anwar, Salman Khan, Nick Barnes. A Deep Journey into Super-resolution: A survey. arxiv, 2019.paper

\[3\]Wang, Z., Chen, J., & Hoi, S. C. (2019). Deep learning for image super-resolution: A survey. arXiv preprint arXiv:1902.06068.paper

\[4\]Hongying Liu and Zhubo Ruan and Peng Zhao and Fanhua Shang and Linlin Yang and Yuanyuan Liu. Video Super Resolution Based on Deep Learning: A comprehensive survey. arXiv preprint arXiv:2007.12928.\[paper\](  
侃侃

本项目包含的超分辨率SR论文、开源项目相当多，十分推荐学习！

https://github.com/ChaofWang/Awesome-Super-Resolution  
资料下载

在CVer公众号后台回复：超分辨率，即可下载访问最全的超分辨率SR论文、开源项目等资料。  
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版权声明：本文为CSDN博主「Amusi（CVer）」的原创文章，遵循CC 4.0 BY-SA版权协议，转载请附上原文出处链接及本声明。  
原文链接：https://blog.csdn.net/amusi1994/article/details/109240491