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代碼片段和文件信息
function?[PSNR?y_est]?=?BM3D(y?z?sigma?profile?print_to_screen)
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%
%??BM3D?is?an?algorithm?for?attenuation?of?additive?white?Gaussian?noise?from?
%??grayscale?images.?This?algorithm?reproduces?the?results?from?the?article:
%
%??[1]?K.?Dabov?A.?Foi?V.?Katkovnik?and?K.?Egiazarian?“Image?Denoising?
%??????by?Sparse?3D?Transform-Domain?Collaborative?Filtering“?
%??????IEEE?Transactions?on?Image?Processing?vol.?16?no.?8?August?2007.
%??????preprint?at?http://www.cs.tut.fi/~foi/GCF-BM3D.
%
%
%??FUNCTION?INTERFACE:
%
%??[PSNR?y_est]?=?BM3D(y?z?sigma?profile?print_to_screen)
%
%??!?The?function?can?work?without?any?of?the?input?arguments?
%???in?which?case?the?internal?default?ones?are?used?!
%?
%??BASIC?USAGE?EXAMPLES:
%
%?????Case?1)?Using?the?default?parameters?(i.e.?image?name?sigma?etc.)
%?
%??????[PSNR?y_est]?=?BM3D;
%?
%?????Case?2)?Using?an?external?noisy?image:
%
%??????%?Read?a?grayscale?image?and?scale?its?intensities?in?range?[01]
%??????y?=?im2double(imread(‘Cameraman256.png‘));?
%??????%?Generate?the?same?seed?used?in?the?experimental?results?of?[1]
%??????randn(‘seed‘?0);
%??????%?Standard?deviation?of?the?noise?---?corresponding?to?intensity?
%??????%??range?[0255]?despite?that?the?input?was?scaled?in?[01]
%??????sigma?=?25;
%??????%?Add?the?AWGN?with?zero?mean?and?standard?deviation?‘sigma‘
%??????z?=?y?+?(sigma/255)*randn(size(y));
%??????%?Denoise?‘z‘.?The?denoised?image?is?‘y_est‘?and?‘NA?=?1‘?because?
%??????%??the?true?image?was?not?provided
%??????[NA?y_est]?=?BM3D(1?z?sigma);?
%??????%?Compute?the?putput?PSNR
%??????PSNR?=?10*log10(1/mean((y(:)-y_est(:)).^2))
%??????%?show?the?noisy?image?‘z‘?and?the?denoised?‘y_est‘
%??????figure;?imshow(z);???
%??????figure;?imshow(y_est);
%?
%?????Case?3)?If?the?original?image?y?is?provided?as?the?first?input?
%??????argument?then?some?additional?information?is?printed?(PSNRs?
%??????figures?etc.).?That?is?“[NA?y_est]?=?BM3D(1?z?sigma);“?in?the
%??????above?code?should?be?replaced?with:
%?
%??????[PSNR?y_est]?=?BM3D(y?z?sigma);
%?
%?
%??INPUT?ARGUMENTS?(OPTIONAL):
%
%?????1)?y?(matrix?M?x?N):?Noise-free?image?(needed?for?computing?PSNR)
%???????????????????????????replace?with?the?scalar?1?if?not?available.
%?????2)?z?(matrix?M?x?N):?Noisy?image?(intensities?in?range?[01]?or?[0255])
%?????3)?sigma?(double)??:?Std.?dev.?of?the?noise?(corresponding?to?intensities
%??????????????????????????in?range?[0255]?even?if?the?range?of?z?is?[01])
%?????4)?profile?(char)??:?‘np‘?-->?Normal?Profile?
%??????????????????????????‘lc‘?-->?Fast?Profile
%?????5)?print_to_screen?:?0?-->?do?not?print?output?information?(and?do?
%????????????????????????????????not?plot?figures)
%??????????????????????????1?-->?print?information?and?plot?figures
%
%??OUTPUTS:
%?????1)?PSNR?(double)??????????:?Output?PSNR?(dB)?only?if?the?original?
%?????????????????????????????????image?is?available?otherwis
?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件???????9669??2011-08-26?04:12??程序\BM3D-SAPCA\BM3DSAPCA2009.p
?????文件???????1592??2011-08-26?04:33??程序\BM3D-SAPCA\demo_BM3DSAPCA.m
?????文件???????1699??2008-03-25?23:22??程序\BM3D-SAPCA\function_AnisLPAICI8.p
?????文件???????5192??2008-03-25?23:22??程序\BM3D-SAPCA\function_CreateLPAKernels.m
?????文件???????6420??2008-03-25?23:22??程序\BM3D-SAPCA\function_LPAKernelMatrixTheta.m
?????文件???????2356??2008-03-25?23:22??程序\BM3D-SAPCA\function_Window2D.m
?????文件???????2860??2008-03-25?23:22??程序\BM3D-SAPCA\function_WOSFilters.p
?????文件???????1825??2011-08-26?17:21??程序\BM3D-SAPCA\README-BM3D-SAPCA.txt
?????文件??????22796??2016-04-26?22:32??程序\BM3D.m
?????文件????3357190??2016-04-15?19:37??程序\BM3D.zip
?????文件??????17170??2014-01-30?18:47??程序\BM3DDEB.m
?????文件??????17668??2009-06-17?14:58??程序\BM3DSHARP.m
?????文件??????17778??2014-01-31?03:47??程序\BM3D_CFA.m
?????文件??????73125??2014-01-30?19:26??程序\bm3d_CFA_thr.mexa64
?????文件??????48288??2014-01-31?03:33??程序\bm3d_CFA_thr.mexglx
?????文件??????58644??2013-12-02?11:38??程序\bm3d_CFA_thr.mexmaci64
?????文件??????73728??2013-11-28?02:15??程序\bm3d_CFA_thr.mexw32
?????文件??????90624??2013-11-27?19:43??程序\bm3d_CFA_thr.mexw64
?????文件??????43392??2014-01-30?19:29??程序\bm3d_CFA_wiener.mexa64
?????文件??????31763??2014-01-31?03:33??程序\bm3d_CFA_wiener.mexglx
?????文件??????38052??2013-12-02?11:38??程序\bm3d_CFA_wiener.mexmaci64
?????文件??????56832??2013-11-28?02:26??程序\bm3d_CFA_wiener.mexw32
?????文件??????67584??2013-11-27?19:46??程序\bm3d_CFA_wiener.mexw64
?????文件??????55065??2011-06-01?18:48??程序\bm3d_thr.mexa64
?????文件??????41369??2011-06-01?18:41??程序\bm3d_thr.mexglx
?????文件??????58764??2011-06-03?17:25??程序\bm3d_thr.mexmaci
?????文件??????54552??2011-06-03?17:24??程序\bm3d_thr.mexmaci64
?????文件??????72704??2011-06-01?17:04??程序\bm3d_thr.mexw32
?????文件??????90624??2011-06-01?12:31??程序\bm3d_thr.mexw64
?????文件??????39669??2011-06-01?18:48??程序\bm3d_thr_color.mexa64
............此處省略72個文件信息
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