?? pca_gui.m
字號:
function varargout = PCA_gui(varargin)% PCA_GUI Application M-file for PCA_gui.fig% FIG = PCA_GUI launch PCA_gui GUI.% PCA_GUI('callback_name', ...) invoke the named callback.% Last Modified by GUIDE v2.0 30-May-2002 14:02:29 if nargin == 0 % LAUNCH GUI fig = openfig(mfilename,'reuse'); % Use system color scheme for figure: set(fig,'Color',get(0,'defaultUicontrolBackgroundColor')); % Generate a structure of handles to pass to callbacks, and store it. handles = guihandles(fig); guidata(fig, handles); if nargout > 0 varargout{1} = fig; end elseif ischar(varargin{1}) % INVOKE NAMED SUBFUNCTION OR CALLBACK try if (nargout) [varargout{1:nargout}] = feval(varargin{:}); % FEVAL switchyard else feval(varargin{:}); % FEVAL switchyard end catch disp(lasterr); end end%| ABOUT CALLBACKS:%| GUIDE automatically appends subfunction prototypes to this file, and %| sets objects' callback properties to call them through the FEVAL %| switchyard above. This comment describes that mechanism.%|%| Each callback subfunction declaration has the following form:%| <SUBFUNCTION_NAME>(H, EVENTDATA, HANDLES, VARARGIN)%|%| The subfunction name is composed using the object's Tag and the %| callback type separated by '_', e.g. 'slider2_Callback',%| 'figure1_CloseRequestFcn', 'axis1_ButtondownFcn'.%|%| H is the callback object's handle (obtained using GCBO).%|%| EVENTDATA is empty, but reserved for future use.%|%| HANDLES is a structure containing handles of components in GUI using%| tags as fieldnames, e.g. handles.figure1, handles.slider2. This%| structure is created at GUI startup using GUIHANDLES and stored in%| the figure's application data using GUIDATA. A copy of the structure%| is passed to each callback. You can store additional information in%| this structure at GUI startup, and you can change the structure%| during callbacks. Call guidata(h, handles) after changing your%| copy to replace the stored original so that subsequent callbacks see%| the updates. Type "help guihandles" and "help guidata" for more%| information.%|%| VARARGIN contains any extra arguments you have passed to the%| callback. Specify the extra arguments by editing the callback%| property in the inspector. By default, GUIDE sets the property to:%| <MFILENAME>('<SUBFUNCTION_NAME>', gcbo, [], guidata(gcbo))%| Add any extra arguments after the last argument, before the final%| closing parenthesis.% --------------------------------------------------------------------% LoadIma button Callback% --------------------------------------------------------------------function varargout = LoadImaButton_Callback(h, eventdata, handles, varargin) % select the desired file names %[FilesSelected, dir_path] = dir_gui; [FilesSelected, dir_path] = uigetfiles('*.ima*','Select PET ima files'); pause(2); handles.FileNames = sortrows(FilesSelected'); handles.dirname = dir_path; guidata(handles.PCA_figure1,handles); set(handles.ImaListbox,'String',handles.FileNames,... 'Value',1); output ='no'; % loading the files num_of_files = size(handles.FileNames,1); for i=1:num_of_files filelist(i).name = char(handles.FileNames(i)); end filelist = filelist';filename=[];jobinfo=1; %[handles.imaVOL, handles.scaninfo handles.fileheader] = loadvaxima128(filename,jobinfo,filelist,handles.dirname); [handles.imaVOL, handles.scaninfo handles.fileheader] = loadvaxima(filename,jobinfo,filelist,handles.dirname); if handles.scaninfo.imfm(1) ~= 128 imaVOLtmp = zeros(128,128,size(handles.imaVOL,3),'uint16'); for i=1 :size(handles.imaVOL,3); imaVOLtmp(:,:,i) = imresize(handles.imaVOL(:,:,i),[128 128]); end handles.imaVOL = []; handles.imaVOL = imaVOLtmp; imaVOLtmp = []; handles.scaninfo.imfm = [128, 128]; end %handles.imaVOL = uint16(imaVOL); imaVOL =[]; handles.num_of_petslices = 15; imsize=size(handles.imaVOL,1); num_of_slice = size(handles.imaVOL,3); % % Generate the time scales % handles.Frames = handles.scaninfo.Frames; scan_start = 0;% for j=1 : handles.Frames % if j>1% scan_start(j) = scan_start(j-1) + handles.scaninfo(j-1).mtm/60;% tissue_ts(j) = scan_start(j) + (handles.scaninfo(j).mtm/60)/2;% else% tissue_ts(j) = (handles.scaninfo(j).mtm/60)/2;% end% FrameLengths(j) = (handles.scaninfo(j).mtm/60); % end handles.tissue_ts = handles.scaninfo.tissue_ts/60; handles.FrameLengths = handles.scaninfo.frame_lengths/60; guidata(handles.PCA_figure1,handles); % % Ha ez m醨 nem az elso f醞lbet鰈t閟, akkor t鰎鰈ni kell a 3D maszkol醩hoz % haszn醠t kor醔bi handles.sumimg mezot. % if isfield(handles,'sumimg') handles = rmfield(handles,'sumimg'); guidata(handles.PCA_figure1,handles); end % --------------------------------------------------------------------% StartSum button Callback% --------------------------------------------------------------------function varargout = StartSumButton_Callback(h, eventdata, handles, varargin)%% Sum the last N frames and generate a montage from the slices%N = str2double(get(handles.SumNEdit,'String'));NofSlice = handles.num_of_petslices;imsize = 128;if N<1 | N> handles.Frames disp('Az N 閞t閗e nem megfelelo az 鰏szegz閟hez');beep; returnendimaind = [];sumimg = zeros(imsize,imsize,NofSlice);imagesummed =zeros(imsize,imsize);for i = 1 :NofSlice slicetmp = handles.imaVOL(:,:,[i+(handles.Frames-N)*NofSlice: NofSlice : i+(handles.Frames-1)*NofSlice]); %slicetmp = imaVOL(:,:,[i : 15 : i+(handles.Frames-1)*15]); imagesummed(:) =0; for fr = 1 : N imagesummed = imagesummed + double(slicetmp(:,:,fr))*handles.FrameLengths(handles.Frames-N+fr); end sumimg(:,:,i) = imagesummed/sum(handles.FrameLengths(handles.Frames-N+1:handles.Frames));endfor i=1:NofSlice imaind = cat(4,imaind,fliplr(sumimg(:,:,i)));endfh = figure(1);map=colormap(spectral);hm = montage(imaind,map);set(hm,'CDataMapping','scaled');set(gca,'position',[0 0 1 1]); hc = colorbar; set(hc,'position',[0.88 0 0.075 1]);title(['Double click on the slice you want to use for PCA.',... ' PET ID (brn): ', num2str(handles.scaninfo(1).brn) ]);%% User input for desired slice number to use for mask area% in the transaxial slice%pause(1);disp('Double click on the slice you want to use for PCA.');[xin,yin] = getpts(figure(1)); x=xin(1);y=yin(1);FigRes = get(gca,'PlotBoxAspectRatio');col_num = fix(x/(FigRes(1)/4))+1;row_num = fix(y/(FigRes(1)/4))+1;SliceNumber = (row_num-1)*4+col_num;close(fh);handles.SelSliceNumber = SliceNumber;handles.sumimg = sumimg;handles.frameforsum = 0;guidata(handles.PCA_figure1,handles);set(handles.FrameForSumEdit,'String',num2str(handles.frameforsum));axes(handles.ImaAxes);%set(handles.ImaAxes,'Visible','off');map=colormap(spectral);imagesc(sumimg(:,:,SliceNumber));set(handles.ImaAxes,'Yticklabel',{});set(handles.ImaAxes,'Xticklabel',{});% --------------------------------------------------------------------% StartPCA button Callback% --------------------------------------------------------------------function varargout = PCAStartButton_Callback(h, eventdata, handles, varargin)Frame0 = str2double(get(handles.Frame0Edit,'String'));Frames = handles.Frames;sumimg = handles.sumimg;SliceNumber = handles.SelSliceNumber;tissue_ts = handles.tissue_ts;imsize = 128;imgt = zeros(imsize*imsize,Frames-Frame0);zpx = [];SelROIYes = get(handles.SelROICheckbox,'Value');% Ha m醨 l閠eznek PCA 醔r醟, akkor azokat t鰎鰈ni kellif isfield(handles,'fh') for i=1 : size(handles.fh,2) if ishandle(handles.fh(i)) delete(handles.fh(i)); end end handles = rmfield(handles,'fh'); guidata(handles.PCA_figure1,handles);endif SelROIYes disp('Define the ROI mask for PCA.');beep; BW = roipoly; zpx = find(BW==0);end% if size(zpx,1) > 1 for i=Frame0:Frames imgt(:,i-Frame0+1)= reshape(handles.imaVOL(:,:,SliceNumber+(i-1)*15),imsize*imsize,1); imgt(zpx,i-Frame0+1) = 0; endelse for i=Frame0:Frames imgt(:,i-Frame0+1)= reshape(handles.imaVOL(:,:,SliceNumber+(i-1)*15),imsize*imsize,1); endendpx = find(sumimg(:,:,SliceNumber) > mean(mean(sumimg(:,:,SliceNumber))));imgt_masked=imgt(px,:);cov_img=cov(imgt_masked);[V,D] = eig(cov_img);DD1=diag(D); handles.fh(1) = figure('Position',[10 600 400 300]); semilogy([Frame0:Frames],DD1,'*g');xlabel(['Factor serial number']);ylabel(['Relative weigth of the factors']);handles.fh(2) = figure('Position',[420 600 400 300]);hold on;plot(tissue_ts(Frame0:Frames),V(:,Frames-Frame0+1),'b-');plot(tissue_ts(Frame0:Frames),V(:,Frames-Frame0),'g-');plot(tissue_ts(Frame0:Frames),V(:,Frames-Frame0-1),'y-');legend('1.factor','2.factor','3.factor');xlabel(['time [min]']);ylabel(['Scale of Factors [arb. unit]']);handles.fh(3) = figure('Position',[10 40 400 300]);imagesc(reshape(imgt*V(:,size(V,1)),128,128));colorbar;title(['Factor Image 1.']);handles.fh(4) = figure('Position',[420 40 400 300]);imagesc(reshape(imgt*V(:,size(V,1)-1),128,128));colorbar;title(['Factor Image 2.']);handles.fh(5) = figure('Position',[830 40 400 300]);imagesc(reshape(imgt*V(:,size(V,1)-2),128,128));colorbar;title(['Factor Image 3.']);guidata(handles.PCA_figure1,handles);% --------------------------------------------------------------------% SliceForwardButton Callback% --------------------------------------------------------------------function varargout = SliceForwardButton_Callback(h, eventdata, handles, varargin)if ~isfield(handles,'SelSliceNumber') return;endFrames = handles.Frames;sumimg = handles.sumimg;SliceNumber = handles.SelSliceNumber; current_frame = handles.frameforsum;NofSlice = handles.num_of_petslices;if current_frame < Frames current_frame = current_frame +1; axes(handles.ImaAxes); map=colormap(spectral); imagesc(handles.imaVOL(:,:,SliceNumber+(current_frame-1)*NofSlice)); handles.frameforsum = current_frame; set(handles.FrameForSumEdit,'String',num2str(handles.frameforsum));elseif current_frame == Frames current_frame = 0; axes(handles.ImaAxes); map=colormap(spectral); imagesc(sumimg(:,:,SliceNumber)); handles.frameforsum = current_frame; set(handles.FrameForSumEdit,'String',num2str(handles.frameforsum));elseif current_frame == 0 axes(handles.ImaAxes); map=colormap(spectral); imagesc(handles.imaVOL(:,:,SliceNumber)); handles.frameforsum = 1; set(handles.FrameForSumEdit,'String',num2str(handles.frameforsum));endset(handles.ImaAxes,'Yticklabel',{});set(handles.ImaAxes,'Xticklabel',{});guidata(handles.PCA_figure1,handles);% --------------------------------------------------------------------% SliceBackwardButton Callback% --------------------------------------------------------------------function varargout = SliceBackwardButton_Callback(h, eventdata, handles, varargin)if ~isfield(handles,'SelSliceNumber') returnendFrames = handles.Frames;sumimg = handles.sumimg;SliceNumber = handles.SelSliceNumber; current_frame = handles.frameforsum;NofSlice = handles.num_of_petslices;if current_frame > 1 current_frame = current_frame -1; axes(handles.ImaAxes); map=colormap(spectral); imagesc(handles.imaVOL(:,:,SliceNumber+(current_frame-1)*NofSlice)); handles.frameforsum = current_frame; set(handles.FrameForSumEdit,'String',num2str(handles.frameforsum));elseif current_frame == 1 current_frame = 0; axes(handles.ImaAxes); map=colormap(spectral); imagesc(sumimg(:,:,SliceNumber)); handles.frameforsum = current_frame; set(handles.FrameForSumEdit,'String',num2str(handles.frameforsum));elseif current_frame == 0 current_frame = Frames; axes(handles.ImaAxes); map=colormap(spectral); imagesc(handles.imaVOL(:,:,SliceNumber+(Frames-1)*NofSlice)); handles.frameforsum = current_frame; set(handles.FrameForSumEdit,'String',num2str(handles.frameforsum));endset(handles.ImaAxes,'Yticklabel',{});set(handles.ImaAxes,'Xticklabel',{});guidata(handles.PCA_figure1,handles);% --------------------------------------------------------------------% 3DPCAStart button Callback% --------------------------------------------------------------------function varargout = PCA3DStartButton_Callback(h, eventdata, handles, varargin)imsize=128;NumOfSlice = handles.num_of_petslices;Frame0 = str2double(get(handles.Frame0Edit,'String'));Frames = handles.Frames;tissue_ts = handles.tissue_ts;% Ha m醨 l閠eznek PCA 醔r醟, akkor azokat t鰎鰈ni kellif isfield(handles,'fh') for i=1 : 2 if ishandle(handles.fh(i)) delete(handles.fh(i)); end end handles = rmfield(handles,'fh'); guidata(handles.PCA_figure1,handles);end% Ha m間 nincs sumimg akkor l閠re kell hozniif ~isfield(handles,'sumimg') N=4; %az utols
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