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資源簡介

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

資源截圖

代碼片段和文件信息 

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%?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）;



?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2011-09-20?23:04??low?rank?ksvd\
?????目錄???????????0??2011-09-20?23:04??low?rank?ksvd\Data\
?????目錄???????????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
?????目錄???????????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
?????目錄???????????0??2011-09-20?23:04??low?rank?ksvd\Results\
?????目錄???????????0??2011-09-20?23:04??low?rank?ksvd\Results\Denoising_results\
?????目錄???????????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
?????目錄???????????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
............此處省略26個文件信息

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