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Title: GitHub - cszn/USRNet: Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)

Open Graph Title: GitHub - cszn/USRNet: Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)

X Title: GitHub - cszn/USRNet: Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)

Description: Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch) - cszn/USRNet

Open Graph Description: Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch) - cszn/USRNet

X Description: Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch) - cszn/USRNet

Opengraph URL: https://github.com/cszn/USRNet

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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LICENSEhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/README.md
main_download_pretrained_models.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_download_pretrained_models.py
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main_test_bicubic.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_bicubic.py
main_test_bicubic.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_bicubic.py
main_test_realapplication.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_realapplication.py
main_test_realapplication.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_realapplication.py
main_test_table1.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_table1.py
main_test_table1.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_table1.py
READMEhttps://patch-diff.githubusercontent.com/cszn/USRNet
MIT licensehttps://patch-diff.githubusercontent.com/cszn/USRNet
Deep unfolding network for image super-resolutionhttps://arxiv.org/pdf/2003.10428.pdf
https://patch-diff.githubusercontent.com/cszn/USRNet#deep-unfolding-network-for-image-super-resolution
https://camo.githubusercontent.com/9ddb29220eb1b1bacf59d30fe89e7f93a7affdb60f981266f0ab4a442c01fc5f/68747470733a2f2f76697369746f722d62616467652e676c697463682e6d652f62616467653f706167655f69643d63737a6e2f5553524e6574
Kai Zhanghttps://cszn.github.io/
Luc Van Goolhttps://vision.ee.ethz.ch/people-details.OTAyMzM=.TGlzdC8zMjQ4LC0xOTcxNDY1MTc4.html
Radu Timoftehttp://people.ee.ethz.ch/~timofter/
Computer Vision Labhttps://vision.ee.ethz.ch/the-institute.html
Paperhttp://openaccess.thecvf.com/content_CVPR_2020/papers/Zhang_Deep_Unfolding_Network_for_Image_Super-Resolution_CVPR_2020_paper.pdf
Codehttps://github.com/cszn/USRNet/blob/9d1cb1c3244b40828c9058b594ed03d43e306bc3/models/network_usrnet.py#L309
Training code --> KAIRhttps://github.com/cszn/KAIR
Classical SISR degradation modelhttps://patch-diff.githubusercontent.com/cszn/USRNet#classical-sisr-degradation-model
Motivationhttps://patch-diff.githubusercontent.com/cszn/USRNet#motivation
Unfolding algorithmhttps://patch-diff.githubusercontent.com/cszn/USRNet#unfolding-algorithm
Deep unfolding SR networkhttps://patch-diff.githubusercontent.com/cszn/USRNet#deep-unfolding-sr-network
Modelshttps://patch-diff.githubusercontent.com/cszn/USRNet#models
Codeshttps://patch-diff.githubusercontent.com/cszn/USRNet#codes
Blur kernelshttps://patch-diff.githubusercontent.com/cszn/USRNet#blur-kernels
Approximated bicubic kernel under classical SR degradation model assumptionhttps://patch-diff.githubusercontent.com/cszn/USRNet#approximated-bicubic-kernel-under-classical-sr-degradation-model-assumption
PSNR resultshttps://patch-diff.githubusercontent.com/cszn/USRNet#psnr-results
Visual results of USRNethttps://patch-diff.githubusercontent.com/cszn/USRNet#visual-results-of-usrnet
Visual results of USRGANhttps://patch-diff.githubusercontent.com/cszn/USRNet#visual-results-of-usrgan
Results for bicubic degradationhttps://patch-diff.githubusercontent.com/cszn/USRNet#results-for-bicubic-degradation
Results for deblurringhttps://patch-diff.githubusercontent.com/cszn/USRNet#results-for-deblurring
Generalizabilityhttps://patch-diff.githubusercontent.com/cszn/USRNet#generalizability
Real image SRhttps://patch-diff.githubusercontent.com/cszn/USRNet#real-image-sr
Citationhttps://patch-diff.githubusercontent.com/cszn/USRNet#citation
https://patch-diff.githubusercontent.com/cszn/USRNet#classical-sisr-degradation-model
https://patch-diff.githubusercontent.com/cszn/USRNet#motivation
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/category.png
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/fig1.png
https://patch-diff.githubusercontent.com/cszn/USRNet#unfolding-algorithm
https://patch-diff.githubusercontent.com/cszn/USRNet#deep-unfolding-sr-network
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/architecture.png
https://patch-diff.githubusercontent.com/cszn/USRNet#models
USRNethttps://drive.google.com/file/d/1qz8aaYOAMhoKn07VppFjRsDflYpxeVmz/view?usp=sharing
USRGANhttps://drive.google.com/file/d/1R5HKJzHJmou-3iUYd4cNLSyMeWXSOmD4/view?usp=sharing
USRNet-tinyhttps://drive.google.com/file/d/1xPN26OW5YBN9-5QfK2BGnaovSutH7fLX/view?usp=sharing
USRGAN-tinyhttps://drive.google.com/file/d/1U4BV42Qf0dtBOVbhUNRay6di3j_ioZVM/view?usp=sharing
https://patch-diff.githubusercontent.com/cszn/USRNet#codes
main_test_table1.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_table1.py
main_test_bicubic.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_bicubic.py
main_test_realapplication.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_realapplication.py
https://patch-diff.githubusercontent.com/cszn/USRNet#blur-kernels
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/isotropic_gaussian.gif
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/anisotropic_gaussian.gif
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/motion.gif
https://patch-diff.githubusercontent.com/cszn/USRNet#approximated-bicubic-kernel-under-classical-sr-degradation-model-assumption
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/bicubic_kernelx2.png
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/bicubic_kernelx3.png
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/bicubic_kernelx4.png
Bicubic kernelhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/kernels/kernels_bicubicx234.mat
Bicubic kernelhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/kernels/kernels_bicubicx234.mat
Bicubic kernelhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/kernels/kernels_bicubicx234.mat
https://patch-diff.githubusercontent.com/cszn/USRNet#psnr-results
main_test_table1.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_table1.py
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/psnr.png
https://patch-diff.githubusercontent.com/cszn/USRNet#visual-results-of-usrnet
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/butterfly_x2_k10_LR.png
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/butterfly_x3_k2_LR.png
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https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/butterfly_x2_k10_usrnet.png
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https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/butterfly_x4_k7_usrnet.png
https://patch-diff.githubusercontent.com/cszn/USRNet#visual-results-of-usrgan
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https://patch-diff.githubusercontent.com/cszn/USRNet#results-for-bicubic-degradation
main_test_bicubic.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_bicubic.py
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/test_19_LR_x4.png
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https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/test_42_x4.png
https://patch-diff.githubusercontent.com/cszn/USRNet#results-for-deblurring
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/test_09_x1_k12_LR.png
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/test_09_x1_k12_usrnet.png
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/test_16_x1_k12_LR.png
https://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/figs/test_16_x1_k12_usrnet.png
https://patch-diff.githubusercontent.com/cszn/USRNet#generalizability
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https://patch-diff.githubusercontent.com/cszn/USRNet#real-image-sr
main_test_realapplication.pyhttps://patch-diff.githubusercontent.com/cszn/USRNet/blob/master/main_test_realapplication.py
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