This document contains a compressed sensing image reconstruction based on rank minimization and its code implementation. This method uses the non-local similarity of the image itself to construct a low rank matrix model to achieve image reconstruction.

Filename	Size	Update
NLR_CS\Compressive Sensing via Nonlocal Low-Rank Regularization.pdf	6094757	2018-11-08
NLR_CS\Data\CS_test_images\barbara.tif	66386	2009-03-16
NLR_CS\Data\CS_test_images\boats.tif	66282	2009-02-26
NLR_CS\Data\CS_test_images\cameraman.tif	65722	2009-02-05
NLR_CS\Data\CS_test_images\foreman.tif	67368	2009-03-04
NLR_CS\Data\CS_test_images\house.tif	65722	2009-01-19
NLR_CS\Data\CS_test_images\lena256.tif	76892	2007-11-17
NLR_CS\Data\CS_test_images\Monarch.tif	66196	2009-01-19
NLR_CS\Data\CS_test_images\Parrots.tif	67368	2010-02-08
NLR_CS\Main_NLR_CS.m	2113	2014-06-24
NLR_CS\Results\Rec_Barbara.tif	65728	2014-05-08
NLR_CS\Utilities\Block_matching.m	1479	2011-11-28
NLR_CS\Utilities\cal_ssim.m	6372	2010-04-15
NLR_CS\Utilities\csnr.m	501	2010-04-14
NLR_CS\Utilities\DCT_thresholding.m	1094	2011-09-12
NLR_CS\Utilities\Im2Patch.m	325	2011-10-18
NLR_CS\Utilities\Image_CS.m	2287	2014-05-08
NLR_CS\Utilities\Measurements\At_f.m	1068	2014-04-27
NLR_CS\Utilities\Measurements\At_fhp.asv	715	2012-06-04
NLR_CS\Utilities\Measurements\At_fhp.m	851	2013-08-28
NLR_CS\Utilities\Measurements\A_f.m	740	2014-04-27
NLR_CS\Utilities\Measurements\A_fhp.m	762	2013-08-28
NLR_CS\Utilities\Measurements\LineMask.m	832	2005-11-10
NLR_CS\Utilities\Measurements\LineMaskLimitedAngle.m	1217	2011-03-01
NLR_CS\Utilities\NLR_CS_Reconstruction.m	6676	2014-06-24
NLR_CS\Utilities\RandMask_rect.m	670	2010-04-12
NLR_CS\Utilities\Random_Sensing.m	353	2011-03-22
NLR_CS\Utilities\selectPF.m	493	2012-06-04
NLR_CS\Utilities\Set_parameters.m	3185	2014-05-10
NLR_CS\Utilities\soft.m	121	2010-10-27
NLR_CS\Data\CS_test_images	0	2018-11-10
NLR_CS\Utilities\Measurements	0	2018-11-10
NLR_CS\Data	0	2018-11-10
NLR_CS\Results	0	2018-11-10
NLR_CS\Utilities	0	2018-11-10
NLR_CS	0	2018-11-10

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