资源简介

低秩的求解 denoise an image by sparsely representing each block with the already overcomplete trained Dictionary, and averaging the represented parts. Detailed description can be found in "Image Denoising Via Sparse and Redundant representations over Learned Dictionaries

资源截图

代码片段和文件信息

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Copyright form Xidian University
% All rights reserved.
% This work should only be used for nonprofit purposes.
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
clc;
clear;
addpath(‘Utilities‘);
Original_image_dir    =    ‘Data\images‘;


Output_dir     =    ‘Results\Denoising_results\nsig_20‘;
nSig           =    30;         % The standard variance of the additive Gaussian noise;

Image_Denoising(nSig Output_dir Original_image_dir);



 属性            大小     日期    时间   名称
----------- ---------  ---------- -----  ----
     目录           0  2011-09-20 23:04  low rank ksvd\
     目录           0  2011-09-20 23:04  low rank ksvd\Data\
     目录           0  2011-09-20 23:33  low rank ksvd\Data\images\
     文件      264168  2010-10-18 17:55  low rank ksvd\Data\images\barbara.tif
     目录           0  2011-09-20 23:33  low rank ksvd\Data\images\textures\
     文件      264168  2010-10-18 17:56  low rank ksvd\Data\images\textures\boat.tif
     文件       65722  2009-02-05 16:53  low rank ksvd\Data\images\textures\cameraman.tif
     文件      264168  2010-10-30 00:10  low rank ksvd\Data\images\textures\couple.tif
     文件      264168  2010-10-30 00:13  low rank ksvd\Data\images\textures\fingerprint.tif
     文件       58224  2010-10-28 21:50  low rank ksvd\Data\images\textures\hex.tif
     文件      264168  2010-10-31 00:23  low rank ksvd\Data\images\textures\hill.tif
     文件       67368  2010-10-30 00:08  low rank ksvd\Data\images\textures\house.tif
     文件      264168  2010-10-31 00:23  low rank ksvd\Data\images\textures\Lena512.tif
     文件      264168  2010-10-30 00:10  low rank ksvd\Data\images\textures\man.tif
     文件       66196  2008-11-04 16:06  low rank ksvd\Data\images\textures\Monarch_full.tif
     文件       67368  2010-10-30 00:09  low rank ksvd\Data\images\textures\peppers256.tif
     文件       67368  2010-07-22 15:27  low rank ksvd\Data\images\textures\straw.tif
     文件         563  2011-09-20 21:25  low rank ksvd\Denoising_Main.m
     目录           0  2011-09-20 23:04  low rank ksvd\Results\
     目录           0  2011-09-20 23:04  low rank ksvd\Results\Denoising_results\
     目录           0  2011-09-20 23:42  low rank ksvd\Results\Denoising_results\nsig_20\
     文件        4358  2011-09-20 23:51  low rank ksvd\Results\Denoising_results\nsig_20\CSR_de_barbara.tif
     文件        4358  2011-09-20 23:32  low rank ksvd\Results\Denoising_results\nsig_20\CSR_de_Lena512.tif
     文件           0  2011-09-20 23:54  low rank ksvd\Results\Denoising_results\nsig_20\CSR_de_PSNR_SSIM.txt
     文件           0  2011-03-22 22:09  low rank ksvd\Results\Denoising_results\nsig_20\PCA_CSR_PSNR_SSIM.txt
     文件        4358  2011-09-20 23:51  low rank ksvd\Results\tmp.tif
     目录           0  2011-10-16 05:37  low rank ksvd\Utilities\
     文件         191  2009-10-26 23:56  low rank ksvd\Utilities\Add_noise.m
     文件        6372  2010-04-15 00:30  low rank ksvd\Utilities\cal_ssim.m
     文件      231141  2011-09-16 10:37  low rank ksvd\Utilities\castle.png
     文件        3921  2011-09-20 21:34  low rank ksvd\Utilities\Clustering_New.m
............此处省略26个文件信息

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