source: trunk/src/series/sub_background.m @ 910

Last change on this file since 910 was 908, checked in by g7moreau, 9 years ago
  • Update Copyright to 2015
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[457]1%'sub_background': substract a sliding background to an image series
[169]2%------------------------------------------------------------------------
[24]3% Method:
4    %calculate the background image by sorting the luminosity of each point
5    % over a sliding sub-sequence of 'nbaver_ima' images.
6    % The luminosity value of rank 'rank' is selected as the
7    % 'background'. rank=nbimages/2 gives the median value.  Smaller values are appropriate
8    % for a dense set of particles. The extrem value rank=1 gives the true minimum
9    % luminosity, but it can be polluted by noise.
10% Organization of image indices:
[454]11    % The program is working on a series of images,
12    % In the mode 'volume', nbfield2=1 (1 image at each level)and NbSlice (=nbfield_j)
13    % Else nbfield2=nbfield_j =nbre of images in a burst (j index)
[451]14   
[457]15% function GUI_config=sub_background(Param)
[169]16%
[451]17%%%%%%%%%%% GENERAL TO ALL SERIES ACTION FCTS %%%%%%%%%%%%%%%%%%%%%%%%%%%
[457]18%
[451]19%OUTPUT
[596]20% ParamOut: sets options in the GUI series.fig needed for the function
[451]21%
22%INPUT:
23% In run mode, the input parameters are given as a Matlab structure Param copied from the GUI series.
24% In batch mode, Param is the name of the corresponding xml file containing the same information
[596]25% when Param.Action.RUN=0 (as activated when the current Action is selected
26% in series), the function ouput paramOut set the activation of the needed GUI elements
[451]27%
[596]28% Param contains the elements:(use the menu bar command 'export/GUI config' in series to
29% see the current structure Param)
[451]30%    .InputTable: cell of input file names, (several lines for multiple input)
31%                      each line decomposed as {RootPath,SubDir,Rootfile,NomType,Extension}
32%    .OutputSubDir: name of the subdirectory for data outputs
[596]33%    .OutputDirExt: directory extension for data outputs
[451]34%    .Action: .ActionName: name of the current activated function
35%             .ActionPath:   path of the current activated function
[596]36%             .ActionExt: fct extension ('.m', Matlab fct, '.sh', compiled   Matlab fct
37%             .RUN =0 for GUI input, =1 for function activation
38%             .RunMode='local','background', 'cluster': type of function  use
39%             
[451]40%    .IndexRange: set the file or frame indices on which the action must be performed
41%    .FieldTransform: .TransformName: name of the selected transform function
42%                     .TransformPath:   path  of the selected transform function
43%    .InputFields: sub structure describing the input fields withfields
[596]44%              .FieldName: name(s) of the field
[451]45%              .VelType: velocity type
46%              .FieldName_1: name of the second field in case of two input series
47%              .VelType_1: velocity type of the second field in case of two input series
[596]48%              .Coord_y: name of y coordinate variable
49%              .Coord_x: name of x coordinate variable
[451]50%    .ProjObject: %sub structure describing a projection object (read from ancillary GUI set_object)
51%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
[810]52
53%=======================================================================
[908]54% Copyright 2008-2015, LEGI UMR 5519 / CNRS UJF G-INP, Grenoble, France
[810]55%   http://www.legi.grenoble-inp.fr
56%   Joel.Sommeria - Joel.Sommeria (A) legi.cnrs.fr
57%
58%     This file is part of the toolbox UVMAT.
59%
60%     UVMAT is free software; you can redistribute it and/or modify
61%     it under the terms of the GNU General Public License as published
62%     by the Free Software Foundation; either version 2 of the license,
63%     or (at your option) any later version.
64%
65%     UVMAT is distributed in the hope that it will be useful,
66%     but WITHOUT ANY WARRANTY; without even the implied warranty of
67%     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
68%     GNU General Public License (see LICENSE.txt) for more details.
69%=======================================================================
70
[459]71function ParamOut=sub_background (Param)
[24]72
[676]73%%%%%%%%%%%%%%%%%    INPUT PREPARATION MODE (no RUN)    %%%%%%%%%%%%%%%%%
[592]74if isstruct(Param) && isequal(Param.Action.RUN,0)
[605]75    ParamOut.AllowInputSort='off';% allow alphabetic sorting of the list of input file SubDir (options 'off'/'on', 'off' by default)
76    ParamOut.WholeIndexRange='on';% prescribes the file index ranges from min to max (options 'off'/'on', 'off' by default)
[897]77    ParamOut.NbSlice='on'; % edit box nbre of slices made active
[605]78    ParamOut.VelType='off';% menu for selecting the velocity type (options 'off'/'one'/'two',  'off' by default)
79    ParamOut.FieldName='off';% menu for selecting the field (s) in the input file(options 'off'/'one'/'two', 'off' by default)
80    ParamOut.FieldTransform = 'off';%can use a transform function
81    ParamOut.ProjObject='off';%can use projection object(option 'off'/'on',
82    ParamOut.Mask='off';%can use mask option   (option 'off'/'on', 'off' by default)
[592]83    ParamOut.OutputDirExt='.sback';%set the output dir extension
[605]84    ParamOut.OutputFileMode='NbInput';% '=NbInput': 1 output file per input file index, '=NbInput_i': 1 file per input file index i, '=NbSlice': 1 file per slice
[592]85   
86    %% root input file(s) and type
[716]87    % check the existence of the first file in the series
88        first_j=[];
89    if isfield(Param.IndexRange,'first_j'); first_j=Param.IndexRange.first_j; end
90    last_j=[];
91    if isfield(Param.IndexRange,'last_j'); last_j=Param.IndexRange.last_j; end
92    PairString='';
93    if isfield(Param.IndexRange,'PairString'); PairString=Param.IndexRange.PairString; end
94    [i1,i2,j1,j2] = get_file_index(Param.IndexRange.first_i,first_j,PairString);
95    FirstFileName=fullfile_uvmat(Param.InputTable{1,1},Param.InputTable{1,2},Param.InputTable{1,3},...
96        Param.InputTable{1,5},Param.InputTable{1,4},i1,i2,j1,j2);
97    if ~exist(FirstFileName,'file')
98        msgbox_uvmat('WARNING',['the first input file ' FirstFileName ' does not exist'])
99    else
100        [i1,i2,j1,j2] = get_file_index(Param.IndexRange.last_i,last_j,PairString);
101        LastFileName=fullfile_uvmat(Param.InputTable{1,1},Param.InputTable{1,2},Param.InputTable{1,3},...
102        Param.InputTable{1,5},Param.InputTable{1,4},i1,i2,j1,j2);
103        if ~exist(FirstFileName,'file')
104             msgbox_uvmat('WARNING',['the last input file ' LastFileName ' does not exist'])
105        end
[605]106    end
[716]107
[592]108    %% check the validity of  input file types
109    ImageTypeOptions={'image','multimage','mmreader','video'};%allowed input file types(images)
[784]110    FileInfo=get_file_info(FirstFileName);
[783]111    FileType=FileInfo.FileType;
[592]112    CheckImage=~isempty(find(strcmp(FileType,ImageTypeOptions), 1));% =1 for images
113    if ~CheckImage
[642]114        msgbox_uvmat('ERROR',['invalid file type input: ' FileType ' not an image'])
[451]115        return
[592]116    end
117   
[676]118    %% numbers of fields
[897]119    NbSlice_i=1;%default
[676]120    if isfield(Param.IndexRange,'NbSlice')&&~isempty(Param.IndexRange.NbSlice)
[897]121        NbSlice_i=Param.IndexRange.NbSlice;
[592]122    end
[774]123    incr_j=1;%default
124    if isfield(Param.IndexRange,'incr_j')&&~isempty(Param.IndexRange.incr_j)
125        incr_j=Param.IndexRange.incr_j;
126    end
127    if isempty(first_j)||isempty(last_j)
128        nbfield_j=1;
129    else
130        nbfield_j=numel(first_j:incr_j:last_j);%nb of fields for the j index (bursts or volume slices)
131    end
[897]132    first_i=1;last_i=1;incr_i=1;%default
[774]133    if isfield(Param.IndexRange,'first_i'); last_i=Param.IndexRange.first_i; end   
[802]134    if isfield(Param.IndexRange,'last_i'); last_i=Param.IndexRange.last_i; end
[774]135    if isfield(Param.IndexRange,'incr_i')&&~isempty(Param.IndexRange.incr_i)
136        incr_i=Param.IndexRange.incr_i;
137    end
138    nbfield_i=numel(first_i:incr_i:last_i);%nb of fields for the i index (bursts or volume slices)
[676]139    nbfield=nbfield_j*nbfield_i; %total number of fields
[897]140    nbfield_i=floor(nbfield/NbSlice_i);%total number of  indexes in a slice (adjusted to an integer number of slices)
[592]141   
[676]142    %% setting of  parameters specific to sub_background
143    nbaver_init=23; %default number of images used for the sliding background: to be adjusted later to include an integer number of bursts 
[592]144    if nbfield_i~=1
145        nbaver=floor(nbaver_init/nbfield_j); % number of bursts used for the sliding background,
[854]146        if isequal(mod(nbaver,2),0)% if nbaver is even
[592]147            nbaver=nbaver+1;%put the number of burst to an odd number (so the middle burst is defined)
148        end
149        nbaver_init=nbaver*nbfield_j;%propose by default an integer number of bursts
150    end
151   
[676]152    prompt = {'volume scan mode (Yes/No)';'Number of images for the sliding background (MUST FIT IN COMPUTER MEMORY)';...
153        'the luminosity rank chosen to define the background (0.1=for dense particle seeding, 0.5 (median) for sparse particles'};
154    dlg_title = 'get (slice by slice) a sliding background and substract to each image';
155    num_lines= 3;
156    def     = { 'No';num2str(nbaver_init);'0.1'};
157    answer = inputdlg(prompt,dlg_title,num_lines,def);
158   
159    %check input consistency
[897]160    if strcmp(answer{1},'No') && ~isequal(NbSlice_i,1)
161        check=msgbox_uvmat('INPUT_Y-N',['confirm the multi-level splitting into ' num2str(NbSlice_i) ' slices']);
[676]162        if ~strcmp(check,'Yes')
163            return
[592]164        end
165    end
[676]166    if strcmp(answer{1},'Yes')
[897]167        step=2;%the sliding background is shifted by the length of one burst, assumed =2 for volume ;ode
168        ParamOut.NbSlice=1; %nbre of slices displayed
[676]169    else
170        step=nbfield_j;%case of bursts: the sliding background is shifted by the length of one burst
171    end
[854]172    nbaver_ima=str2double(answer{2});%number of images for the sliding background
[676]173    nbaver=ceil(nbaver_ima/step);%number of bursts for the sliding background
[854]174    if isequal(mod(nbaver,2),0)% if nbaver is even
[676]175        nbaver=nbaver+1;%set the number of bursts to an odd number (so the middle burst is defined)
176    end
177    nbaver_ima=nbaver*step;% correct the nbre of images corresponding to nbaver
[599]178    ParamOut.ActionInput.CheckVolume=strcmp(answer{1},'Yes');
179    ParamOut.ActionInput.SlidingSequenceLength=nbaver_ima;
[854]180    ParamOut.ActionInput.BrightnessRankThreshold=str2double(answer{3});
[592]181   
182    % apply the image rescaling function 'level' (avoid the blinking effects of bright particles)
183    answer=msgbox_uvmat('INPUT_Y-N','apply image rescaling function levels.m after sub_background');
[599]184    ParamOut.ActionInput.CheckLevelTransform=strcmp(answer,'Yes');
[592]185    return
[24]186end
[676]187%%%%%%%%%%%%%%%%%    STOP HERE FOR PAMETER INPUT MODE   %%%%%%%%%%%%%%%%%
[24]188
[592]189%% read input parameters from an xml file if input is a file name (batch mode)
190checkrun=1;
[904]191RUNHandle=[];
192WaitbarHandle=[];
[457]193if ischar(Param)
[592]194    Param=xml2struct(Param);% read Param as input file (batch case)
195    checkrun=0;
[904]196else
[624]197hseries=findobj(allchild(0),'Tag','series');
198RUNHandle=findobj(hseries,'Tag','RUN');%handle of RUN button in GUI series
199WaitbarHandle=findobj(hseries,'Tag','Waitbar');%handle of waitbar in GUI series
[904]200end
[676]201
202%% input preparation
[897]203NbSlice_i=Param.IndexRange.NbSlice;
204if ~isequal(NbSlice_i,1)
205    display(['multi-level splitting into ' num2str(NbSlice_i) ' slices']);
[592]206end
[457]207RootPath=Param.InputTable(:,1);
208RootFile=Param.InputTable(:,3);
209SubDir=Param.InputTable(:,2);
210NomType=Param.InputTable(:,4);
211FileExt=Param.InputTable(:,5);
[897]212%hdisp=disp_uvmat('WAITING...','checking the file series',checkrun);
213[filecell,i1_series,i2_series,j1_series]=get_file_series(Param);
214% if ~isempty(hdisp),delete(hdisp),end;
[676]215%%%%%%%%%%%%
216    % The cell array filecell is the list of input file names, while
217    % filecell{iview,fileindex}:
218    %        iview: line in the table corresponding to a given file series
219    %        fileindex: file index within  the file series,
220    % i1_series(iview,ref_j,ref_i)... are the corresponding arrays of indices i1,i2,j1,j2, depending on the input line iview and the two reference indices ref_i,ref_j
221    % i1_series(iview,fileindex) expresses the same indices as a 1D array in file indices
222%%%%%%%%%%%%
[784]223[FileInfo{1},MovieObject{1}]=get_file_info(filecell{1,1});
[783]224FileType{1}=FileInfo{1}.FileType;
[592]225    if ~isempty(j1_series{1})
226        frame_index{1}=j1_series{1};
227    else
228        frame_index{1}=i1_series{1};
229    end
[451]230
[897]231
232%% output file naming
[592]233FileExtOut='.png'; % write result as .png images for image inputs
234if strcmp(lower(NomType{1}(end)),'a')
235    NomTypeOut=NomType{1};%case of letter appendix
[802]236elseif isempty(j1_series{1})
[592]237    NomTypeOut='_1';
[454]238else
[592]239    NomTypeOut='_1_1';% caseof purely numerical indexing
[454]240end
[592]241OutputDir=[Param.OutputSubDir Param.OutputDirExt];
[451]242
[897]243%% file index parameters
244% NbSlice_i: nbre of slices for i index: different of of 1 for multi-level,
245% the function sub_background is then relaunched by the GUI series for each
246%      slice, incrementing the first index i by 1
247% NbSlice_j: nbre of slices in volume mode
248% nbfield : total number of images treated per slice
249% step: shift of image index at each step of the sliding background (corresponding to the nbre of images in a burst)
250% nbaver_ima: nbre of the images in the sliding sequence used for the background
251% nbaver=nbaver_ima/step: nbre of bursts corresponding to nbaver_ima images. It has been adjusted so that nbaver is an odd integer
252nbfield_j=size(i1_series{1},1); %nb of fields for the j index (bursts or volume slices)
253nbfield_i=size(i1_series{1},2); %nb of fields for the i index
254nbfield=nbfield_j*nbfield_i; %total number of fields
255if Param.ActionInput.CheckVolume
256    step=2;% we assume the burst contains only one image pair
257    NbSlice_j=nbfield_j;
258    NbSlice=nbfield_j;
259    nbfield_series=nbfield_i;
260else
[592]261    step=nbfield_j;%case of bursts: the sliding background is shifted by the length of one burst
[897]262        NbSlice_j=1;
263        NbSlice=NbSlice_i;
264    nbfield_i=floor(nbfield/NbSlice_i);%total number of  indexes in a slice (adjusted to an integer number of slices)
265    nbfield=nbfield_i*NbSlice_i; %total number of fields after adjustement
266    nbfield_series=nbfield;
[54]267end
[599]268nbaver_ima=Param.ActionInput.SlidingSequenceLength;%number of images for the sliding background
[592]269nbaver=ceil(nbaver_ima/step);%number of bursts for the sliding background
[854]270if isequal(mod(nbaver,2),0)
[592]271    nbaver=nbaver+1;%set the number of bursts to an odd number (so the middle burst is defined)
[24]272end
[592]273nbaver_ima=nbaver*step;
274if nbaver_ima > nbfield
275    display('number of images in a slice smaller than the proposed number of images for the sliding average')
276    return
[24]277end
[897]278halfnbaver=floor(nbaver/2); % half width (in unit of bursts) of the sliding background
[454]279
[897]280%% calculate absolute brightness rank
[599]281rank=floor(Param.ActionInput.BrightnessRankThreshold*nbaver_ima);
[24]282if rank==0
283    rank=1;%rank selected in the sorted image series
284end
285
[239]286%% prealocate memory for the sliding background
[394]287try
[454]288    Afirst=read_image(filecell{1,1},FileType{1},MovieObject{1},frame_index{1}(1));
[700]289    [npy,npx,nbcolor]=size(Afirst);% the argument nbcolor is important to get npx right for color images
[454]290    if strcmp(class(Afirst),'uint8') % case of 8bit images
291        Ak=zeros(npy,npx,nbaver_ima,'uint8'); %prealocate memory
292        Asort=zeros(npy,npx,nbaver_ima,'uint8'); %prealocate memory
293    else
294        Ak=zeros(npy,npx,nbaver_ima,'uint16'); %prealocate memory
295        Asort=zeros(npy,npx,nbaver_ima,'uint16'); %prealocate memory
296    end
[239]297catch ME
[592]298    msgbox_uvmat('ERROR',['sub_background/read_image/' ME.message])
[239]299    return
300end
301
[24]302
[897]303%%%%%%%  LOOP ON SLICES FOR VOLUME SCAN %%%%%%%
304for j_slice=1:NbSlice_j
305    %% select the series of i indices to process
306    indselect=j_slice:step*NbSlice_j:nbfield;% select file indices of the slice
307    for ifield=1:step-1
308        indselect=[indselect;indselect(end,:)+NbSlice_j];
[394]309    end
[214]310   
[897]311    %% read the first series of nbaver_ima images and sort by luminosity at each pixel
312    for ifield = 1:nbaver_ima
313        ifile=indselect(ifield);
314        filename=filecell{1,ifile};
315        Aread=read_image(filename,FileType{1},MovieObject{1},frame_index{1}(ifile));
316        if ndims(Aread)==3;%color images
317            Aread=sum(double(Aread),3);% take the sum of color components
[454]318        end
[897]319        Ak(:,:,ifield)=Aread;
[24]320    end
[897]321    Asort=sort(Ak,3);%sort the luminosity of images at each point
322    B=Asort(:,:,rank);%background image
323   
324    %% substract the first background image to the first images
325    display( 'first background image will be substracted')
326    for ifield=1:step*(halfnbaver+1);% nbre of images treated by the first background image
327        Acor=double(Ak(:,:,ifield))-double(B);%substract background to the current image
328        Acor=(Acor>0).*Acor; % put to 0 the negative elements in Acor
329        ifile=indselect(ifield);
330        j1=1;
331        if ~isempty(j1_series{1})
332            j1=j1_series{1}(ifile);
[676]333        end
[897]334        newname=fullfile_uvmat(RootPath{1},OutputDir,RootFile{1},FileExtOut,NomTypeOut,i1_series{1}(ifile),[],j1);
335       
336        %write result file
337        if Param.ActionInput.CheckLevelTransform
338            C=levels(Acor);
339            imwrite(C,newname,'BitDepth',8); % save the new image
340        else
341            if isequal(FileInfo{1}.BitDepth,16)
342                C=uint16(Acor);
343                imwrite(C,newname,'BitDepth',16); % save the new image
344            else
345                C=uint8(Acor);
346                imwrite(C,newname,'BitDepth',8); % save the new image
[442]347            end
[676]348        end
[897]349        display([newname ' written'])
350    end
351   
352    %% repeat the operation on a sliding series of images
353    display('sliding background image will be substracted')
354    if nbfield_series > nbaver_ima
355        for ifield = step*(halfnbaver+1):step:nbfield_series-step*(halfnbaver+1)% ifield +iburst=index of the current processed image
356            update_waitbar(WaitbarHandle,ifield/nbfield_series)
[904]357            if  ~isempty(RUNHandle)&&~strcmp(get(RUNHandle,'BusyAction'),'queue')
[897]358                disp('program stopped by user')
359                return
[676]360            end
[897]361            if nbaver_ima>step
362            Ak(:,:,1:nbaver_ima-step)=Ak(:,:,1+step:nbaver_ima);% shift the current image series by one burst (step)
363            end
364            %incorporate next burst in the current image series
365            for iburst=1:step
366                ifile=indselect(ifield+iburst+step*halfnbaver);
367                j1=1;
368                if ~isempty(j1_series{1})
369                    j1=j1_series{1}(ifile);
370                end
371                filename=fullfile_uvmat(RootPath{1},SubDir{1},RootFile{1},FileExt{1},NomType{1},i1_series{1}(ifile),[],j1);
372                Aread=read_image(filename,FileType{1},MovieObject{1},i1_series{1}(ifile));
373                if ndims(Aread)==3;%color images
374                    Aread=sum(double(Aread),3);% take the sum of color components
375                end
376                Ak(:,:,nbaver_ima-step+iburst)=Aread;% fill the last burst of the current image series by the new image
377            end
378            Asort=sort(Ak,3);%sort the new current image series by luminosity
379            B=Asort(:,:,rank);%current background image
380            %substract the background for the current burst
381            for iburst=1:step
382                Acor=double(Ak(:,:,step*halfnbaver+iburst))-double(B); %the current image has been already read ans stored as index step*halfnbaver+iburst in the current series
383                Acor=(Acor>0).*Acor; % put to 0 the negative elements in Acor
384                ifile=indselect(ifield+iburst);
385                if ~isempty(j1_series{1})
386                    j1=j1_series{1}(ifile);
387                end
388                newname=fullfile_uvmat(RootPath{1},OutputDir,RootFile{1},FileExtOut,NomTypeOut,i1_series{1}(ifile),[],j1);
389                %write result file
390                if Param.ActionInput.CheckLevelTransform
391                    C=levels(Acor);
392                    imwrite(C,newname,'BitDepth',8); % save the new image
[676]393                else
[897]394                    if isequal(FileInfo{1}.BitDepth,16)
395                        C=uint16(Acor);
396                        imwrite(C,newname,'BitDepth',16); % save the new image
397                    else
398                        C=uint8(Acor);
399                        imwrite(C,newname,'BitDepth',8); % save the new image
400                    end
[214]401                end
[897]402                display([newname ' written'])
[24]403            end
[676]404        end
[24]405    end
[897]406   
407    %% substract the background from the last images
408    display('last background image will be substracted')
409    for  ifield=nbfield_series-step*halfnbaver+1:nbfield_series
410        Acor=double(Ak(:,:,ifield-nbfield_series+step*(2*halfnbaver+1)))-double(B);
411        Acor=(Acor>0).*Acor; % put to 0 the negative elements in Acor
412        ifile=indselect(ifield);
413        if ~isempty(j1_series{1})
414            j1=j1_series{1}(ifile);
415        end
416        newname=fullfile_uvmat(RootPath{1},OutputDir,RootFile{1},FileExtOut,NomTypeOut,i1_series{1}(ifile),[],j1);
417        %write result file
418        if Param.ActionInput.CheckLevelTransform
419            C=levels(Acor);
420            imwrite(C,newname,'BitDepth',8); % save the new image
[616]421        else
[897]422            if isequal(FileInfo{1}.BitDepth,16)
423                C=uint16(Acor);
424                imwrite(C,newname,'BitDepth',16); % save the new image
425            else
426                C=uint8(Acor);
427                imwrite(C,newname,'BitDepth',8); % save the new image
428            end
[394]429        end
[897]430        display([newname ' written'])
[394]431    end
[24]432end
433
[214]434
435function C=levels(A)
436%whos A;
437B=double(A(:,:,1));
438windowsize=round(min(size(B,1),size(B,2))/20);
439windowsize=floor(windowsize/2)*2+1;
[239]440ix=1/2-windowsize/2:-1/2+windowsize/2;%
[214]441%del=np/3;
442%fct=exp(-(ix/del).^2);
443fct2=cos(ix/(windowsize-1)/2*pi/2);
444%Mfiltre=(ones(5,5)/5^2);
445%Mfiltre=fct2';
446Mfiltre=fct2'*fct2;
447Mfiltre=Mfiltre/(sum(sum(Mfiltre)));
448
449C=filter2(Mfiltre,B);
450C(:,1:windowsize)=C(:,windowsize)*ones(1,windowsize);
451C(:,end-windowsize+1:end)=C(:,end-windowsize+1)*ones(1,windowsize);
452C(1:windowsize,:)=ones(windowsize,1)*C(windowsize,:);
453C(end-windowsize+1:end,:)=ones(windowsize,1)*C(end-windowsize,:);
454C=tanh(B./(2*C));
455[n,c]=hist(reshape(C,1,[]),100);
456% figure;plot(c,n);
457
458[m,i]=max(n);
459c_max=c(i);
460[dummy,index]=sort(abs(c-c(i)));
461n=n(index);
462c=c(index);
463i_select = find(cumsum(n)<0.95*sum(n));
464if isempty(i_select)
465    i_select = 1:length(c);
466end
467c_select=c(i_select);
468n_select=n(i_select);
469cmin=min(c_select);
470cmax=max(c_select);
471C=(C-cmin)/(cmax-cmin)*256;
[810]472C=uint8(C);
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