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???????22746??2011-02-04?16:33??BM3D.m
?????文件???????17170??2014-01-30?18:47??BM3DDEB.m
?????文件???????17668??2009-06-17?14:58??BM3DSHARP.m
?????文件???????17778??2014-01-31?03:47??BM3D_CFA.m
?????文件???????73125??2014-01-30?19:26??bm3d_CFA_thr.mexa64
?????文件???????48288??2014-01-31?03:33??bm3d_CFA_thr.mexglx
?????文件???????58644??2013-12-02?11:38??bm3d_CFA_thr.mexmaci64
?????文件???????73728??2013-11-28?02:15??bm3d_CFA_thr.mexw32
?????文件???????90624??2013-11-27?19:43??bm3d_CFA_thr.mexw64
?????文件???????43392??2014-01-30?19:29??bm3d_CFA_wiener.mexa64
?????文件???????31763??2014-01-31?03:33??bm3d_CFA_wiener.mexglx
?????文件???????38052??2013-12-02?11:38??bm3d_CFA_wiener.mexmaci64
?????文件???????56832??2013-11-28?02:26??bm3d_CFA_wiener.mexw32
?????文件???????67584??2013-11-27?19:46??bm3d_CFA_wiener.mexw64
?????文件???????55065??2011-06-01?18:48??bm3d_thr.mexa64
?????文件???????41369??2011-06-01?18:41??bm3d_thr.mexglx
?????文件???????58764??2011-06-03?17:25??bm3d_thr.mexmaci
?????文件???????54552??2011-06-03?17:24??bm3d_thr.mexmaci64
?????文件???????72704??2011-06-01?17:04??bm3d_thr.mexw32
?????文件???????90624??2011-06-01?12:31??bm3d_thr.mexw64
?????文件???????39669??2011-06-01?18:48??bm3d_thr_color.mexa64
?????文件???????31237??2011-06-01?18:41??bm3d_thr_color.mexglx
?????文件???????42368??2011-06-03?17:25??bm3d_thr_color.mexmaci
?????文件???????42240??2011-06-03?17:24??bm3d_thr_color.mexmaci64
?????文件???????56320??2011-06-01?17:02??bm3d_thr_color.mexw32
?????文件???????68096??2011-06-01?12:30??bm3d_thr_color.mexw64
?????文件??????147948??2011-06-01?18:48??bm3d_thr_colored_noise.mexa64
?????文件??????120800??2011-06-01?18:42??bm3d_thr_colored_noise.mexglx
?????文件??????148920??2011-06-03?17:28??bm3d_thr_colored_noise.mexmaci
?????文件??????136600??2011-06-03?17:27??bm3d_thr_colored_noise.mexmaci64
?????文件??????217088??2008-11-18?19:14??bm3d_thr_colored_noise.mexw32
............此處省略62個文件信息