%?Please?cite?the?following?paper?if?you?use?this?code:
%?
%?T.?Huang?W.?Dong?X.?Xie?G.?Shi?X.?Bai?“Mixed?Noise?Removal?via
%?Laplacian?Scale?Mixture?Modeling?and?Nonlocal?Low-rank?Approximation“
%?IEEE?Transcations?on?Image?Processing?in?press?2017.
%?For?more?information?please?contact?httz1001@163.com
%?wsdong@mail.xidian.edu.cn
%--------------------------------------------------------------------------

clear?all;?close?all;?
addpath（‘Data‘‘Utilities‘）;

IN_level???=??[1020304050]/100;
sigma??????=??[10203050];
IN_idx?????=??3;
sigma_idx??=??2;
par.INlevel=??IN_level（IN_idx）;
par.nsig???=??sigma（sigma_idx）;

par.I??????=??double（imread（‘Lena512.tif‘））;
par.y??????=??par.I?+?sigma（sigma_idx）*randn（size（par.I））;
par.y??????=??impulsenoise（par.ypar.INlevel0）;
par.im_ini?=??adpmedft（par.y19）;

[im_re?PSNR?FSIM]??????=???LSM_NLR_Denoising（par）;?

disp（?sprintf（‘The?denoised?result?is:?PSNR?=?%3.2f??FSIM?=?%3.4f\n‘??PSNR?FSIM）?）;?
imwrite（im_re/255?‘Results\Lena512_LSM_NLR.tif‘）;
figureimshow（[par.y?im_re]/255）

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件?????262290??2014-11-03?15:04??LSM-NLR_Codes\Data\airplane512.tif

?????文件?????264168??2010-10-18?17:56??LSM-NLR_Codes\Data\boat512.tif

?????文件?????264168??2010-10-30?00:10??LSM-NLR_Codes\Data\couple512.tif

?????文件?????264168??2010-10-30?00:13??LSM-NLR_Codes\Data\fingerprint.tif

?????文件?????264168??2010-10-31?00:23??LSM-NLR_Codes\Data\hill512.tif

?????文件?????264168??2014-01-18?17:22??LSM-NLR_Codes\Data\Lena512.tif

?????文件?????264168??2010-10-30?00:10??LSM-NLR_Codes\Data\man512.tif

?????文件?????264714??2014-02-19?08:23??LSM-NLR_Codes\Data\peppers512.tif

?????文件???????1079??2017-04-17?14:41??LSM-NLR_Codes\LSM_NLR_demo.m

?????文件????????604??2017-04-17?14:46??LSM-NLR_Codes\Readme.txt

?????文件???????1664??2017-03-18?21:30??LSM-NLR_Codes\Utilities\adpmedft.m

?????文件???????1307??2017-03-18?16:00??LSM-NLR_Codes\Utilities\Block_matching.m

?????文件????????513??2015-12-12?19:29??LSM-NLR_Codes\Utilities\csnr.m

?????文件???????4308??2017-03-18?21:44??LSM-NLR_Codes\Utilities\Denoising.m

?????文件??????18821??2014-01-18?17:22??LSM-NLR_Codes\Utilities\FeatureSIM.m

?????文件????????349??2017-03-13?11:31??LSM-NLR_Codes\Utilities\Im2Patch.m

?????文件???????1942??2014-01-18?17:22??LSM-NLR_Codes\Utilities\impulsenoise.m

?????文件????????461??2017-03-18?21:37??LSM-NLR_Codes\Utilities\LSM_NLR_Denoising.m

?????文件????????883??2017-03-18?21:39??LSM-NLR_Codes\Utilities\parasetting.m

?????文件????????119??2017-03-18?21:28??LSM-NLR_Codes\Utilities\soft.m

?????目錄??????????0??2017-03-18?21:21??LSM-NLR_Codes\Data

?????目錄??????????0??2017-04-17?14:46??LSM-NLR_Codes\Results

?????目錄??????????0??2017-03-18?21:44??LSM-NLR_Codes\Utilities

?????目錄??????????0??2017-04-17?14:42??LSM-NLR_Codes

-----------?---------??----------?-----??----

??????????????2144062????????????????????24