source: trunk/src/series/sub_background.m @ 899

Last change on this file since 899 was 897, checked in by sommeria, 9 years ago

sub_background corrected for volume and multilevel cases

File size: 21.7 KB
RevLine 
[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%=======================================================================
54% Copyright 2008-2014, LEGI UMR 5519 / CNRS UJF G-INP, Grenoble, France
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;
[457]191if ischar(Param)
[592]192    Param=xml2struct(Param);% read Param as input file (batch case)
193    checkrun=0;
[374]194end
[624]195hseries=findobj(allchild(0),'Tag','series');
196RUNHandle=findobj(hseries,'Tag','RUN');%handle of RUN button in GUI series
197WaitbarHandle=findobj(hseries,'Tag','Waitbar');%handle of waitbar in GUI series
[676]198
199%% input preparation
[897]200NbSlice_i=Param.IndexRange.NbSlice;
201if ~isequal(NbSlice_i,1)
202    display(['multi-level splitting into ' num2str(NbSlice_i) ' slices']);
[592]203end
[457]204RootPath=Param.InputTable(:,1);
205RootFile=Param.InputTable(:,3);
206SubDir=Param.InputTable(:,2);
207NomType=Param.InputTable(:,4);
208FileExt=Param.InputTable(:,5);
[897]209%hdisp=disp_uvmat('WAITING...','checking the file series',checkrun);
210[filecell,i1_series,i2_series,j1_series]=get_file_series(Param);
211% if ~isempty(hdisp),delete(hdisp),end;
[676]212%%%%%%%%%%%%
213    % The cell array filecell is the list of input file names, while
214    % filecell{iview,fileindex}:
215    %        iview: line in the table corresponding to a given file series
216    %        fileindex: file index within  the file series,
217    % 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
218    % i1_series(iview,fileindex) expresses the same indices as a 1D array in file indices
219%%%%%%%%%%%%
[784]220[FileInfo{1},MovieObject{1}]=get_file_info(filecell{1,1});
[783]221FileType{1}=FileInfo{1}.FileType;
[592]222    if ~isempty(j1_series{1})
223        frame_index{1}=j1_series{1};
224    else
225        frame_index{1}=i1_series{1};
226    end
[451]227
[897]228
229%% output file naming
[592]230FileExtOut='.png'; % write result as .png images for image inputs
231if strcmp(lower(NomType{1}(end)),'a')
232    NomTypeOut=NomType{1};%case of letter appendix
[802]233elseif isempty(j1_series{1})
[592]234    NomTypeOut='_1';
[454]235else
[592]236    NomTypeOut='_1_1';% caseof purely numerical indexing
[454]237end
[592]238OutputDir=[Param.OutputSubDir Param.OutputDirExt];
[451]239
[897]240%% file index parameters
241% NbSlice_i: nbre of slices for i index: different of of 1 for multi-level,
242% the function sub_background is then relaunched by the GUI series for each
243%      slice, incrementing the first index i by 1
244% NbSlice_j: nbre of slices in volume mode
245% nbfield : total number of images treated per slice
246% step: shift of image index at each step of the sliding background (corresponding to the nbre of images in a burst)
247% nbaver_ima: nbre of the images in the sliding sequence used for the background
248% nbaver=nbaver_ima/step: nbre of bursts corresponding to nbaver_ima images. It has been adjusted so that nbaver is an odd integer
249nbfield_j=size(i1_series{1},1); %nb of fields for the j index (bursts or volume slices)
250nbfield_i=size(i1_series{1},2); %nb of fields for the i index
251nbfield=nbfield_j*nbfield_i; %total number of fields
252if Param.ActionInput.CheckVolume
253    step=2;% we assume the burst contains only one image pair
254    NbSlice_j=nbfield_j;
255    NbSlice=nbfield_j;
256    nbfield_series=nbfield_i;
257else
[592]258    step=nbfield_j;%case of bursts: the sliding background is shifted by the length of one burst
[897]259        NbSlice_j=1;
260        NbSlice=NbSlice_i;
261    nbfield_i=floor(nbfield/NbSlice_i);%total number of  indexes in a slice (adjusted to an integer number of slices)
262    nbfield=nbfield_i*NbSlice_i; %total number of fields after adjustement
263    nbfield_series=nbfield;
[54]264end
[599]265nbaver_ima=Param.ActionInput.SlidingSequenceLength;%number of images for the sliding background
[592]266nbaver=ceil(nbaver_ima/step);%number of bursts for the sliding background
[854]267if isequal(mod(nbaver,2),0)
[592]268    nbaver=nbaver+1;%set the number of bursts to an odd number (so the middle burst is defined)
[24]269end
[592]270nbaver_ima=nbaver*step;
271if nbaver_ima > nbfield
272    display('number of images in a slice smaller than the proposed number of images for the sliding average')
273    return
[24]274end
[897]275halfnbaver=floor(nbaver/2); % half width (in unit of bursts) of the sliding background
[454]276
[897]277%% calculate absolute brightness rank
[599]278rank=floor(Param.ActionInput.BrightnessRankThreshold*nbaver_ima);
[24]279if rank==0
280    rank=1;%rank selected in the sorted image series
281end
282
[239]283%% prealocate memory for the sliding background
[394]284try
[454]285    Afirst=read_image(filecell{1,1},FileType{1},MovieObject{1},frame_index{1}(1));
[700]286    [npy,npx,nbcolor]=size(Afirst);% the argument nbcolor is important to get npx right for color images
[454]287    if strcmp(class(Afirst),'uint8') % case of 8bit images
288        Ak=zeros(npy,npx,nbaver_ima,'uint8'); %prealocate memory
289        Asort=zeros(npy,npx,nbaver_ima,'uint8'); %prealocate memory
290    else
291        Ak=zeros(npy,npx,nbaver_ima,'uint16'); %prealocate memory
292        Asort=zeros(npy,npx,nbaver_ima,'uint16'); %prealocate memory
293    end
[239]294catch ME
[592]295    msgbox_uvmat('ERROR',['sub_background/read_image/' ME.message])
[239]296    return
297end
298
[24]299
[897]300%%%%%%%  LOOP ON SLICES FOR VOLUME SCAN %%%%%%%
301for j_slice=1:NbSlice_j
302    %% select the series of i indices to process
303    indselect=j_slice:step*NbSlice_j:nbfield;% select file indices of the slice
304    for ifield=1:step-1
305        indselect=[indselect;indselect(end,:)+NbSlice_j];
[394]306    end
[214]307   
[897]308    %% read the first series of nbaver_ima images and sort by luminosity at each pixel
309    for ifield = 1:nbaver_ima
310        ifile=indselect(ifield);
311        filename=filecell{1,ifile};
312        Aread=read_image(filename,FileType{1},MovieObject{1},frame_index{1}(ifile));
313        if ndims(Aread)==3;%color images
314            Aread=sum(double(Aread),3);% take the sum of color components
[454]315        end
[897]316        Ak(:,:,ifield)=Aread;
[24]317    end
[897]318    Asort=sort(Ak,3);%sort the luminosity of images at each point
319    B=Asort(:,:,rank);%background image
320   
321    %% substract the first background image to the first images
322    display( 'first background image will be substracted')
323    for ifield=1:step*(halfnbaver+1);% nbre of images treated by the first background image
324        Acor=double(Ak(:,:,ifield))-double(B);%substract background to the current image
325        Acor=(Acor>0).*Acor; % put to 0 the negative elements in Acor
326        ifile=indselect(ifield);
327        j1=1;
328        if ~isempty(j1_series{1})
329            j1=j1_series{1}(ifile);
[676]330        end
[897]331        newname=fullfile_uvmat(RootPath{1},OutputDir,RootFile{1},FileExtOut,NomTypeOut,i1_series{1}(ifile),[],j1);
332       
333        %write result file
334        if Param.ActionInput.CheckLevelTransform
335            C=levels(Acor);
336            imwrite(C,newname,'BitDepth',8); % save the new image
337        else
338            if isequal(FileInfo{1}.BitDepth,16)
339                C=uint16(Acor);
340                imwrite(C,newname,'BitDepth',16); % save the new image
341            else
342                C=uint8(Acor);
343                imwrite(C,newname,'BitDepth',8); % save the new image
[442]344            end
[676]345        end
[897]346        display([newname ' written'])
347    end
348   
349    %% repeat the operation on a sliding series of images
350    display('sliding background image will be substracted')
351    if nbfield_series > nbaver_ima
352        for ifield = step*(halfnbaver+1):step:nbfield_series-step*(halfnbaver+1)% ifield +iburst=index of the current processed image
353            update_waitbar(WaitbarHandle,ifield/nbfield_series)
354            if  ~strcmp(get(RUNHandle,'BusyAction'),'queue')
355                disp('program stopped by user')
356                return
[676]357            end
[897]358            if nbaver_ima>step
359            Ak(:,:,1:nbaver_ima-step)=Ak(:,:,1+step:nbaver_ima);% shift the current image series by one burst (step)
360            end
361            %incorporate next burst in the current image series
362            for iburst=1:step
363                ifile=indselect(ifield+iburst+step*halfnbaver);
364                j1=1;
365                if ~isempty(j1_series{1})
366                    j1=j1_series{1}(ifile);
367                end
368                filename=fullfile_uvmat(RootPath{1},SubDir{1},RootFile{1},FileExt{1},NomType{1},i1_series{1}(ifile),[],j1);
369                Aread=read_image(filename,FileType{1},MovieObject{1},i1_series{1}(ifile));
370                if ndims(Aread)==3;%color images
371                    Aread=sum(double(Aread),3);% take the sum of color components
372                end
373                Ak(:,:,nbaver_ima-step+iburst)=Aread;% fill the last burst of the current image series by the new image
374            end
375            Asort=sort(Ak,3);%sort the new current image series by luminosity
376            B=Asort(:,:,rank);%current background image
377            %substract the background for the current burst
378            for iburst=1:step
379                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
380                Acor=(Acor>0).*Acor; % put to 0 the negative elements in Acor
381                ifile=indselect(ifield+iburst);
382                if ~isempty(j1_series{1})
383                    j1=j1_series{1}(ifile);
384                end
385                newname=fullfile_uvmat(RootPath{1},OutputDir,RootFile{1},FileExtOut,NomTypeOut,i1_series{1}(ifile),[],j1);
386                %write result file
387                if Param.ActionInput.CheckLevelTransform
388                    C=levels(Acor);
389                    imwrite(C,newname,'BitDepth',8); % save the new image
[676]390                else
[897]391                    if isequal(FileInfo{1}.BitDepth,16)
392                        C=uint16(Acor);
393                        imwrite(C,newname,'BitDepth',16); % save the new image
394                    else
395                        C=uint8(Acor);
396                        imwrite(C,newname,'BitDepth',8); % save the new image
397                    end
[214]398                end
[897]399                display([newname ' written'])
[24]400            end
[676]401        end
[24]402    end
[897]403   
404    %% substract the background from the last images
405    display('last background image will be substracted')
406    for  ifield=nbfield_series-step*halfnbaver+1:nbfield_series
407        Acor=double(Ak(:,:,ifield-nbfield_series+step*(2*halfnbaver+1)))-double(B);
408        Acor=(Acor>0).*Acor; % put to 0 the negative elements in Acor
409        ifile=indselect(ifield);
410        if ~isempty(j1_series{1})
411            j1=j1_series{1}(ifile);
412        end
413        newname=fullfile_uvmat(RootPath{1},OutputDir,RootFile{1},FileExtOut,NomTypeOut,i1_series{1}(ifile),[],j1);
414        %write result file
415        if Param.ActionInput.CheckLevelTransform
416            C=levels(Acor);
417            imwrite(C,newname,'BitDepth',8); % save the new image
[616]418        else
[897]419            if isequal(FileInfo{1}.BitDepth,16)
420                C=uint16(Acor);
421                imwrite(C,newname,'BitDepth',16); % save the new image
422            else
423                C=uint8(Acor);
424                imwrite(C,newname,'BitDepth',8); % save the new image
425            end
[394]426        end
[897]427        display([newname ' written'])
[394]428    end
[24]429end
430
[214]431
432function C=levels(A)
433%whos A;
434B=double(A(:,:,1));
435windowsize=round(min(size(B,1),size(B,2))/20);
436windowsize=floor(windowsize/2)*2+1;
[239]437ix=1/2-windowsize/2:-1/2+windowsize/2;%
[214]438%del=np/3;
439%fct=exp(-(ix/del).^2);
440fct2=cos(ix/(windowsize-1)/2*pi/2);
441%Mfiltre=(ones(5,5)/5^2);
442%Mfiltre=fct2';
443Mfiltre=fct2'*fct2;
444Mfiltre=Mfiltre/(sum(sum(Mfiltre)));
445
446C=filter2(Mfiltre,B);
447C(:,1:windowsize)=C(:,windowsize)*ones(1,windowsize);
448C(:,end-windowsize+1:end)=C(:,end-windowsize+1)*ones(1,windowsize);
449C(1:windowsize,:)=ones(windowsize,1)*C(windowsize,:);
450C(end-windowsize+1:end,:)=ones(windowsize,1)*C(end-windowsize,:);
451C=tanh(B./(2*C));
452[n,c]=hist(reshape(C,1,[]),100);
453% figure;plot(c,n);
454
455[m,i]=max(n);
456c_max=c(i);
457[dummy,index]=sort(abs(c-c(i)));
458n=n(index);
459c=c(index);
460i_select = find(cumsum(n)<0.95*sum(n));
461if isempty(i_select)
462    i_select = 1:length(c);
463end
464c_select=c(i_select);
465n_select=n(i_select);
466cmin=min(c_select);
467cmax=max(c_select);
468C=(C-cmin)/(cmax-cmin)*256;
[810]469C=uint8(C);
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