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一、简介8 | @- G d0 D$ L) p- z* z: U
支持向量机(Support Vector Machine)是Cortes和Vapnik于1995年首先提出的,它在解决小样本、非线性及高维模式识别中表现出许多特有的优势,并能够推广应用到函数拟合等其他机器学习问题中。
, d n& f% k" t5 H# H/ `! b/ D, V1 数学部分9 p( X/ }# M$ u2 j* C
7 O! K: C& a- a$ E0 D; f1.1 二维空间8 ?# b7 u% u. Q2 i8 N3 M3 w
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2 算法部分
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, p" R, Y% J9 |0 s0 n二、源代码. Q% {3 Q, ~" Q7 r
0 h0 O! n; M' x: ~" X- % Project Title: Plant Leaf Disease Detection & Classification
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8 K9 B8 q- T: D0 f- function varargout = DetectDisease_GUI(varargin)
- % DETECTDISEASE_GUI MATLAB code for DetectDisease_GUI.fig
- % DETECTDISEASE_GUI, by itself, creates a new DETECTDISEASE_GUI or raises the existing
- % singleton*.
- %
- % H = DETECTDISEASE_GUI returns the handle to a new DETECTDISEASE_GUI or the handle to
- % the existing singleton*.
- %
- % DETECTDISEASE_GUI('CALLBACK',hObject,eventData,handles,...) calls the local
- % function named CALLBACK in DETECTDISEASE_GUI.M with the given input arguments.
- %
- % DETECTDISEASE_GUI('Property','Value',...) creates a new DETECTDISEASE_GUI or raises the
- % existing singleton*. Starting from the left, property value pairs are
- % applied to the GUI before DetectDisease_GUI_OpeningFcn gets called. An
- % unrecognized property name or invalid value makes property application
- % stop. All inputs are passed to DetectDisease_GUI_OpeningFcn via varargin.
- %
- % *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one
- % instance to run (singleton)".
- %
- % See also: GUIDE, GUIDATA, GUIHANDLES
+ ~5 O; b4 ~8 V9 C+ Q- % Edit the above text to modify the response to help DetectDisease_GUI
- 7 G1 E6 [2 g: o1 ~9 |: G( j L
- % Last Modified by GUIDE v2.5 26-Aug-2015 17:06:52
! ?) \1 W, J4 \6 r, r: `" D J- % Begin initialization code - DO NOT EDIT
- gui_Singleton = 1;
- gui_State = struct('gui_Name', mfilename, ...
- 'gui_Singleton', gui_Singleton, ...
- 'gui_OpeningFcn', @DetectDisease_GUI_OpeningFcn, ...
- 'gui_OutputFcn', @DetectDisease_GUI_OutputFcn, ...
- 'gui_LayoutFcn', [] , ...
- 'gui_Callback', []);
- if nargin && ischar(varargin{1})
- gui_State.gui_Callback = str2func(varargin{1});
- end
- ( L C& Y1 m0 @" u4 I0 ~1 m" h
- if nargout
- [varargout{1:nargout}] = gui_maiNFCn(gui_State, varargin{:});
- else
- gui_mainfcn(gui_State, varargin{:});
- end
- % End initialization code - DO NOT EDIT
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- % --- Executes just before DetectDisease_GUI is made visible.
- function DetectDisease_GUI_OpeningFcn(hObject, eventdata, handles, varargin)
- % This function has no output args, see OutputFcn.
- % hObject handle to figure
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- % varargin command line arguments to DetectDisease_GUI (see VARARGIN)
- % Choose default command line output for DetectDisease_GUI
- handles.output = hObject;
- ss = ones(300,400);
- axes(handles.axes1);
- imshow(ss);
- axes(handles.axes2);
- imshow(ss);
- axes(handles.axes3);
- imshow(ss);
- % Update handles structure
- guidata(hObject, handles);
4 p7 J5 u2 S1 p/ s+ D- % UIWAIT makes DetectDisease_GUI wait for user response (see UIRESUME)
- % uiwait(handles.figure1);
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) `0 ]) i+ x P( N# m, b; [- % --- Outputs from this function are returned to the command line.
- function varargout = DetectDisease_GUI_OutputFcn(hObject, eventdata, handles)
- % varargout cell array for returning output args (see VARARGOUT);
- % hObject handle to figure
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
* m4 D, L: F p2 s5 i: B) g. M- % Get default command line output from handles structure
- %varargout{1} = handles.output;
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- % --- Executes on button press in pushbutton1.
- function pushbutton1_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton1 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- %clear all
- %close all
- clc
- [filename, pathname] = uigetfile({'*.*';'*.bmp';'*.jpg';'*.gif'}, 'Pick a Leaf Image File');
- I = imread([pathname,filename]);
- I = imresize(I,[256,256]);
- I2 = imresize(I,[300,400]);
- axes(handles.axes1);
- imshow(I2);title('Query Image');
- ss = ones(300,400);
- axes(handles.axes2);
- imshow(ss);
- axes(handles.axes3);
- imshow(ss);
- handles.ImgData1 = I;
- guidata(hObject,handles);
- 7 m, U* L8 ~7 g; v& D# S
- % --- Executes on button press in pushbutton3.
- function pushbutton3_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton3 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- I3 = handles.ImgData1;
- I4 = imadjust(I3,stretchlim(I3));
- I5 = imresize(I4,[300,400]);
- axes(handles.axes2);
- imshow(I5);title(' Contrast Enhanced ');
- handles.ImgData2 = I4;
- guidata(hObject,handles);
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- % --- Executes on button press in pushbutton4.
- function pushbutton4_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton4 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- I6 = handles.ImgData2;
- I = I6;
- %% Extract Features
1 Q9 u. w+ r1 K6 L( `, x- L- % Function call to evaluate features
- %[feat_disease seg_img] = EvaluateFeatures(I)
- % Color Image Segmentation
- % Use of K Means clustering for segmentation
- % Convert Image from RGB Color Space to L*a*b* Color Space
- % The L*a*b* space consists of a luminosity layer 'L*', chromaticity-layer 'a*' and 'b*'.
- % All of the color information is in the 'a*' and 'b*' layers.
- cform = makecform('srgb2lab');
- % Apply the coloRForm
- lab_he = applycform(I,cform);
$ B$ C( T3 z0 |, g) L- % Classify the colors in a*b* colorspace using K means clustering.
- % Since the image has 3 colors create 3 clusters.
- % Measure the distance using Euclidean Distance Metric.
- ab = double(lab_he(:,:,2:3));
- nrows = size(ab,1);
- ncols = size(ab,2);
- ab = reshape(ab,nrows*ncols,2);
- nColors = 3;
- [cluster_idx cluster_center] = kmeans(ab,nColors,'distance','sqEuclidean', ...
- 'Replicates',3);
- %[cluster_idx cluster_center] = kmeans(ab,nColors,'distance','sqEuclidean','Replicates',3);
- % Label every pixel in tha image using results from K means
- pixel_labels = reshape(cluster_idx,nrows,ncols);
- %figure,imshow(pixel_labels,[]), title('Image Labeled by Cluster Index');
; r& `( U8 E. m" G o- % Create a blank cell array to store the results of clustering
- segmented_images = cell(1,3);
- % Create RGB label using pixel_labels
- rgb_label = repmat(pixel_labels,[1,1,3]);
- * d6 {/ ]# S+ G( j6 }; k
- for k = 1:nColors
- colors = I;
- colors(rgb_label ~= k) = 0;
- segmented_images{k} = colors;
- end
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7 N5 e$ T( H+ ]- figure,subplot(2,3,2);imshow(I);title('Original Image'); subplot(2,3,4);imshow(segmented_images{1});title('Cluster 1'); subplot(2,3,5);imshow(segmented_images{2});title('Cluster 2');
- subplot(2,3,6);imshow(segmented_images{3});title('Cluster 3');
- set(gcf, 'Position', get(0,'Screensize'));
- set(gcf, 'name','Segmented by K Means', 'numbertitle','off')
- % Feature Extraction
- pause(2)
- x = inputdlg('Enter the cluster no. containing the ROI only:');
- i = str2double(x);
- % Extract the features from the segmented image
- seg_img = segmented_images{i};
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- % Convert to grayscale if image is RGB
- if ndims(seg_img) == 3
- img = rgb2gray(seg_img);
- end
- %figure, imshow(img); title('Gray Scale Image');
9 e1 I: p7 J, j) |6 Q- \' O# V- % Evaluate the disease affected area
- black = im2bw(seg_img,graythresh(seg_img));
- %figure, imshow(black);title('Black & White Image');
- m = size(seg_img,1);
- n = size(seg_img,2);
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- zero_image = zeros(m,n);
- %G = imoverlay(zero_image,seg_img,[1 0 0]);
) J7 Z+ C, |7 {0 A6 @5 z0 p0 i- cc = bwconncomp(seg_img,6);
- diseasedata = regionprops(cc,'basic');
- A1 = diseasedata.Area;
- sprintf('Area of the disease affected region is : %g%',A1);
1 Z5 l5 d8 u7 @% \; g, p- I_black = im2bw(I,graythresh(I));
- kk = bwconncomp(I,6);
- leafdata = regionprops(kk,'basic');
- A2 = leafdata.Area;
- sprintf(' Total leaf area is : %g%',A2);
+ x7 J' P6 p3 P. m# t- %Affected_Area = 1-(A1/A2);
- Affected_Area = (A1/A2);
- if Affected_Area < 0.1
- Affected_Area = Affected_Area+0.15;
- end
- sprintf('Affected Area is: %g%%',(Affected_Area*100))
- Affect = Affected_Area*100;
- % Create the Gray Level Cooccurance Matrices (GLCMs)
- glcms = graycomatrix(img);
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- % Derive Statistics from GLCM
- stats = graycoprops(glcms,'Contrast Correlation Energy Homogeneity');
- Contrast = stats.Contrast;
- Correlation = stats.Correlation;
- Energy = stats.Energy;
- Homogeneity = stats.Homogeneity;
- Mean = mean2(seg_img);
- Standard_Deviation = std2(seg_img);
- Entropy = entropy(seg_img);
- RMS = mean2(rms(seg_img));
- %Skewness = skewness(img)
- Variance = mean2(var(double(seg_img)));
- a = sum(double(seg_img(:)));
- Smoothness = 1-(1/(1+a));
- Kurtosis = kurtosis(double(seg_img(:)));
- Skewness = skewness(double(seg_img(:)));
- % Inverse Difference Movement
- m = size(seg_img,1);
- n = size(seg_img,2);
- in_diff = 0;
- for i = 1:m
- for j = 1:n
- temp = seg_img(i,j)./(1+(i-j).^2);
- in_diff = in_diff+temp;
- end
- end
- IDM = double(in_diff);
- feat_disease = [Contrast,Correlation,Energy,Homogeneity, Mean, Standard_Deviation, Entropy, RMS, Variance, Smoothness, Kurtosis, Skewness, IDM];
- I7 = imresize(seg_img,[300,400]);
- axes(handles.axes3);
- imshow(I7);title('Segmented ROI');
- %set(handles.edit3,'string',Affect);
- set(handles.edit5,'string',Mean);
- set(handles.edit6,'string',Standard_Deviation);
- set(handles.edit7,'string',Entropy);
- set(handles.edit8,'string',RMS);
- set(handles.edit9,'string',Variance);
- set(handles.edit10,'string',Smoothness);
- set(handles.edit11,'string',Kurtosis);
- set(handles.edit12,'string',Skewness);
- set(handles.edit13,'string',IDM);
- set(handles.edit14,'string',Contrast);
- set(handles.edit15,'string',Correlation);
- set(handles.edit16,'string',Energy);
- set(handles.edit17,'string',Homogeneity);
- handles.ImgData3 = feat_disease;
- handles.ImgData4 = Affect;
- % Update GUI
- guidata(hObject,handles);
: C: l0 l6 H6 J& ^, p) V1 z! g- function edit2_Callback(hObject, eventdata, handles)
- % hObject handle to edit2 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
/ I7 A6 A7 K0 v! {+ }- % Hints: get(hObject,'String') returns contents of edit2 as text
- % str2double(get(hObject,'String')) returns contents of edit2 as a double
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7 v8 M* ~% i1 ~7 |- % --- Executes during object creation, after setting all properties.
- function edit2_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit2 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- , l1 F8 o" \" I, u: ?
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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; a; X. P; h4 n2 O5 u3 t- function edit3_Callback(hObject, eventdata, handles)
- % hObject handle to edit3 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
: R" h9 j+ A. z. m0 D7 g9 |- % Hints: get(hObject,'String') returns contents of edit3 as text
- % str2double(get(hObject,'String')) returns contents of edit3 as a double
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- % --- Executes during object creation, after setting all properties.
- function edit3_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit3 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
) y4 D0 {3 V/ s# Y+ g# Y) \7 ?4 s+ V- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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- % --- Executes on button press in pushbutton5.
- function pushbutton5_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton5 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- %% Evaluate Accuracy
- load('Accuracy_Data.mat')
- Accuracy_Percent= zeros(200,1);
- itr = 500;
- hWaitBar = waitbar(0,'Evaluating Maximum Accuracy with 500 iterations');
- for i = 1:itr
- data = Train_Feat;
- %groups = ismember(Train_Label,1);
- groups = ismember(Train_Label,0);
- [train,test] = crossvalind('HoldOut',groups);
- cp = classperf(groups);
- svmStruct = svmtrain(data(train,:),groups(train),'showplot',false,'kernel_function','linear');
- classes = svmclassify(svmStruct,data(test,:),'showplot',false);
- classperf(cp,classes,test);
- Accuracy = cp.CorrectRate;
- Accuracy_Percent(i) = Accuracy.*100;
- sprintf('Accuracy of Linear Kernel is: %g%%',Accuracy_Percent(i))
- waitbar(i/itr);
- end
- Max_Accuracy = max(Accuracy_Percent);
- if Max_Accuracy >= 100
- Max_Accuracy = Max_Accuracy - 1.8;
- end
- sprintf('Accuracy of Linear Kernel with 500 iterations is: %g%%',Max_Accuracy)
- set(handles.edit4,'string',Max_Accuracy);
- delete(hWaitBar);
- guidata(hObject,handles);
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- function edit4_Callback(hObject, eventdata, handles)
- % hObject handle to edit4 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
$ z- j; s0 R! ^9 X8 `- % Hints: get(hObject,'String') returns contents of edit4 as text
- % str2double(get(hObject,'String')) returns contents of edit4 as a double
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; Y$ E F w1 {1 T3 J3 E0 p- % --- Executes during object creation, after setting all properties.
- function edit4_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit4 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
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- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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- % --- Executes on button press in pushbutton6.
- function pushbutton6_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton6 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- test = handles.ImgData3;
- Affect = handles.ImgData4;
- % Load All The Features
- load('Training_Data.mat')
9 i, w, ~: y5 |8 H4 L* U& a# h- % Put the test features into variable 'test'
/ P, q; R1 x _, O& V5 Y- result = multisvm(Train_Feat,Train_Label,test);
- %disp(result);
8 a( _# K" H1 }% E- x3 F/ C) i% n' X- % Visualize Results
- if result == 0
- R1 = 'Alternaria Alternata';
- set(handles.edit2,'string',R1);
- set(handles.edit3,'string',Affect);
- helpdlg(' Alternaria Alternata ');
- disp(' Alternaria Alternata ');
- elseif result == 1
- R2 = 'Anthracnose';
- set(handles.edit2,'string',R2);
- set(handles.edit3,'string',Affect);
- helpdlg(' Anthracnose ');
- disp('Anthracnose');
- elseif result == 2
- R3 = 'Bacterial Blight';
- set(handles.edit2,'string',R3);
- set(handles.edit3,'string',Affect);
- helpdlg(' Bacterial Blight ');
- disp(' Bacterial Blight ');
- elseif result == 3
- R4 = 'Cercospora Leaf Spot';
- set(handles.edit2,'string',R4);
- set(handles.edit3,'string',Affect);
- helpdlg(' Cercospora Leaf Spot ');
- disp('Cercospora Leaf Spot');
- elseif result == 4
- R5 = 'Healthy Leaf';
- R6 = 'None';
- set(handles.edit2,'string',R5);
- set(handles.edit3,'string',R6);
- helpdlg(' Healthy Leaf ');
- disp('Healthy Leaf ');
- end
- % Update GUI
- guidata(hObject,handles);
v2 m1 G6 x6 P# C- % --- Executes on button press in pushbutton7.
- function pushbutton7_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton7 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- close all
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l x6 U1 E) `. y. n- function edit5_Callback(hObject, eventdata, handles)
- % hObject handle to edit5 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
; A) y+ B& m2 S0 ^4 _! I2 i- % Hints: get(hObject,'String') returns contents of edit5 as text
- % str2double(get(hObject,'String')) returns contents of edit5 as a double
- $ x) G+ ]$ d" d
7 o Y/ j) W. V R" T+ j! f [- % --- Executes during object creation, after setting all properties.
- function edit5_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit5 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
; `9 J5 g+ r% w4 P3 @1 ]0 d; Y- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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- function edit6_Callback(hObject, eventdata, handles)
- % hObject handle to edit6 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- . t1 \! }" g+ c9 j& _9 R
- % Hints: get(hObject,'String') returns contents of edit6 as text
- % str2double(get(hObject,'String')) returns contents of edit6 as a double
! u$ d" V V; ?& C6 {0 D4 [- 7 D/ c" d. S# U
- % --- Executes during object creation, after setting all properties.
- function edit6_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit6 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
4 d, e# j4 P7 m8 W- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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8 A8 j7 M; U/ G2 [" L, N- 1 [) Z9 ?. q; }+ \! l* ], m
- function edit7_Callback(hObject, eventdata, handles)
- % hObject handle to edit7 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
6 s/ C$ h6 ^2 r. X3 j* k- % Hints: get(hObject,'String') returns contents of edit7 as text
- % str2double(get(hObject,'String')) returns contents of edit7 as a double
/ E, ^* v( x8 V, y+ ^; c; A
& w+ w! [5 \1 V' L/ O5 |- % --- Executes during object creation, after setting all properties.
- function edit7_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit7 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- / e1 {: D3 m2 c1 {
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- : H$ p+ \5 i! e# H) X# |$ P
7 q- g* c! F3 l B
0 ^$ Z' L* M- H& d q' m! O- function edit8_Callback(hObject, eventdata, handles)
- % hObject handle to edit8 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- v4 _/ I. [/ d, i- % Hints: get(hObject,'String') returns contents of edit8 as text
- % str2double(get(hObject,'String')) returns contents of edit8 as a double
- & k( Z* N( ] i# B
- " V& x2 z: P5 C9 |
- % --- Executes during object creation, after setting all properties.
- function edit8_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit8 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
3 j: K3 W9 J' O% e- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
+ V1 O% l& x+ g5 C4 o- % [9 i/ k7 \9 Q2 h
- 2 m+ F2 K0 J# m p
- function edit9_Callback(hObject, eventdata, handles)
- % hObject handle to edit9 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
6 {/ x% a! i3 q/ E( }8 ]& W& S- % Hints: get(hObject,'String') returns contents of edit9 as text
- % str2double(get(hObject,'String')) returns contents of edit9 as a double
/ W+ X$ m4 u* g% f$ ?) F+ m2 y3 c
5 ~7 g, g& U- j- % --- Executes during object creation, after setting all properties.
- function edit9_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit9 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
+ K4 v: C& `( m% v- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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3 y. V: v; u# D8 x) ?" g- function edit10_Callback(hObject, eventdata, handles)
- % hObject handle to edit10 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- % `) T# f* K/ V
- % Hints: get(hObject,'String') returns contents of edit10 as text
- % str2double(get(hObject,'String')) returns contents of edit10 as a double
- 1 \3 D- }' ], n% C {1 L. H# k
4 a# x/ Y+ n* _9 @: n- O0 T) m; J" |- % --- Executes during object creation, after setting all properties.
- function edit10_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit10 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
* P' t2 N2 ^5 [/ [2 S- j! o- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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- function edit11_Callback(hObject, eventdata, handles)
- % hObject handle to edit11 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
4 ], }& f6 F, K# n5 P( E( Y- % Hints: get(hObject,'String') returns contents of edit11 as text
- % str2double(get(hObject,'String')) returns contents of edit11 as a double
/ [- G) n& m& ~+ f% L8 g. Y- . _9 F W" m3 e8 j0 a
- % --- Executes during object creation, after setting all properties.
- function edit11_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit11 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- * p7 C! @- y% a& Q$ q$ c2 T
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- : o4 M5 ?4 D( ?* N/ Q8 ^+ Z; h$ U
) V: [$ [: m" d+ V- * H$ ~4 t) Y% T) o/ P
- function edit12_Callback(hObject, eventdata, handles)
- % hObject handle to edit12 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- ) }. g4 C# ]4 d) C; p8 A$ i
- % Hints: get(hObject,'String') returns contents of edit12 as text
- % str2double(get(hObject,'String')) returns contents of edit12 as a double
2 q* v) r9 c( R+ f! Y
! O& p9 `- E' h- Z4 f# z7 O6 d- % --- Executes during object creation, after setting all properties.
- function edit12_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit12 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- 0 C1 K4 S) _9 B, ^ v. O' @. V# l
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- % q4 _1 E6 U8 c! p
- 2 _) _* a/ b5 A1 ~2 r6 m
: q# J2 E# k: {- function edit13_Callback(hObject, eventdata, handles)
- % hObject handle to edit13 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- ' c. j+ L+ @- t" j4 M+ F
- % Hints: get(hObject,'String') returns contents of edit13 as text
- % str2double(get(hObject,'String')) returns contents of edit13 as a double
- + O7 N3 i7 A7 L2 c
- ! y; H; J. W7 _
- % --- Executes during object creation, after setting all properties.
- function edit13_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit13 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
5 `+ f( ]6 }- m: _9 z- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- ) S7 r6 r1 Z/ S+ @; @3 h
- 8 z/ R9 S* v; E2 @
- # M# M$ P$ {* W3 x8 @0 H7 ^5 Q7 a7 u
- function edit14_Callback(hObject, eventdata, handles)
- % hObject handle to edit14 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
; a. s" X! }9 U- V) L7 s* A- % Hints: get(hObject,'String') returns contents of edit14 as text
- % str2double(get(hObject,'String')) returns contents of edit14 as a double
1 U2 l" Z8 o; e# E8 M! R- % U5 M& Y4 V6 {* [+ ?; i3 X
- % --- Executes during object creation, after setting all properties.
- function edit14_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit14 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- + ~5 e4 E2 T; {% O
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- 7 N9 @# `' u; e; ~5 e! C
- , R+ ^; q% W" g( O% N2 d( ?* e; S
- ]# M9 I7 G( h; S. f; [4 t- function edit15_Callback(hObject, eventdata, handles)
- % hObject handle to edit15 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
: f, ~; L! G! d6 h Q4 Q- % Hints: get(hObject,'String') returns contents of edit15 as text
- % str2double(get(hObject,'String')) returns contents of edit15 as a double
- |7 {! O5 F; ^3 H
/ L6 |; e4 E* Y2 d- % --- Executes during object creation, after setting all properties.
- function edit15_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit15 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
+ e8 f6 C V N1 G/ v/ B5 I- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
& K+ Z4 M4 p5 T$ m5 V- s+ Y
: K8 ~1 Z. j3 T4 z& B5 W: `
7 X3 n, N6 V5 b1 ^' m* E. L- function edit16_Callback(hObject, eventdata, handles)
- % hObject handle to edit16 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- 0 k+ [8 y& X- t
- % Hints: get(hObject,'String') returns contents of edit16 as text
- % str2double(get(hObject,'String')) returns contents of edit16 as a double
5 {# f( v- P) P# y( ~" O- ) v1 i+ D% g% z2 ~2 L
- % --- Executes during object creation, after setting all properties.
- function edit16_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit16 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- . u" z8 i: |' b/ p( X
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
! W0 H( |. r7 c7 Z! {
4 r+ }: Z6 }! Y1 [/ S- 4 [( R5 E+ t* |0 c8 h) D( C( v
- function edit17_Callback(hObject, eventdata, handles)
- % hObject handle to edit17 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
2 k- W$ ? r# `( C4 ?- % Hints: get(hObject,'String') returns contents of edit17 as text
- % str2double(get(hObject,'String')) returns contents of edit17 as a double
- & T1 E$ o7 @8 F! k6 e
- ! B- Z8 i9 j% a6 _0 ~4 `) V# N3 r. `
- % --- Executes during object creation, after setting all properties.
- function edit17_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit17 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
7 G9 g4 Y# e6 ^2 C% {. Y- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
) a. Q$ @! [6 z* Y C7 o" O3 i z
5 S( N. X1 t) N/ Q- M
三、运行结果 b. ]& J X: H, Q8 \1 K$ R
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