该文件包含一篇基于秩极小化的压缩感知图像重建及其代码实现，该方法利用图像自身非局部相似性，构建低秩矩阵模型，实现图像重建。
资源文件列表
NLR_CS/Compressive Sensing via Nonlocal Low-Rank Regularization.pdf , 6094757
NLR_CS/Data/CS_test_images/barbara.tif , 66386
NLR_CS/Data/CS_test_images/boats.tif , 66282
NLR_CS/Data/CS_test_images/cameraman.tif , 65722
NLR_CS/Data/CS_test_images/foreman.tif , 67368
NLR_CS/Data/CS_test_images/house.tif , 65722
NLR_CS/Data/CS_test_images/lena256.tif , 76892
NLR_CS/Data/CS_test_images/Monarch.tif , 66196
NLR_CS/Data/CS_test_images/Parrots.tif , 67368
NLR_CS/Main_NLR_CS.m , 2113
NLR_CS/Results/Rec_Barbara.tif , 65728
NLR_CS/Utilities/Block_matching.m , 1479
NLR_CS/Utilities/cal_ssim.m , 6372
NLR_CS/Utilities/csnr.m , 501
NLR_CS/Utilities/DCT_thresholding.m , 1094
NLR_CS/Utilities/Im2Patch.m , 325
NLR_CS/Utilities/Image_CS.m , 2287
NLR_CS/Utilities/Measurements/At_f.m , 1068
NLR_CS/Utilities/Measurements/At_fhp.asv , 715
NLR_CS/Utilities/Measurements/At_fhp.m , 851
NLR_CS/Utilities/Measurements/A_f.m , 740
NLR_CS/Utilities/Measurements/A_fhp.m , 762
NLR_CS/Utilities/Measurements/LineMask.m , 832
NLR_CS/Utilities/Measurements/LineMaskLimitedAngle.m , 1217
NLR_CS/Utilities/NLR_CS_Reconstruction.m , 6676
NLR_CS/Utilities/RandMask_rect.m , 670
NLR_CS/Utilities/Random_Sensing.m , 353
NLR_CS/Utilities/selectPF.m , 493
NLR_CS/Utilities/Set_parameters.m , 3185
NLR_CS/Utilities/soft.m , 121