| 
 | 1 | +function varargout = Detector(varargin)  | 
 | 2 | +% DETECTOR MATLAB code for Detector.fig  | 
 | 3 | +% DETECTOR, by itself, creates a new DETECTOR or raises the existing  | 
 | 4 | +% singleton*.  | 
 | 5 | +%  | 
 | 6 | +% H = DETECTOR returns the handle to a new DETECTOR or the handle to  | 
 | 7 | +% the existing singleton*.  | 
 | 8 | +%  | 
 | 9 | +% DETECTOR('CALLBACK',hObject,eventData,handles,...) calls the local  | 
 | 10 | +% function named CALLBACK in DETECTOR.M with the given input arguments.  | 
 | 11 | +%  | 
 | 12 | +% DETECTOR('Property','Value',...) creates a new DETECTOR or raises the  | 
 | 13 | +% existing singleton*. Starting from the left, property value pairs are  | 
 | 14 | +% applied to the GUI before Detector_OpeningFcn gets called. An  | 
 | 15 | +% unrecognized property name or invalid value makes property application  | 
 | 16 | +% stop. All inputs are passed to Detector_OpeningFcn via varargin.  | 
 | 17 | +%  | 
 | 18 | +% *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one  | 
 | 19 | +% instance to run (singleton)".  | 
 | 20 | +%  | 
 | 21 | +% See also: GUIDE, GUIDATA, GUIHANDLES  | 
 | 22 | + | 
 | 23 | +% Edit the above text to modify the response to help Detector  | 
 | 24 | + | 
 | 25 | +% Last Modified by GUIDE v2.5 06-May-2017 21:58:39  | 
 | 26 | + | 
 | 27 | +% Begin initialization code - DO NOT EDIT  | 
 | 28 | +gui_Singleton = 1;  | 
 | 29 | +gui_State = struct('gui_Name', mfilename, ...  | 
 | 30 | + 'gui_Singleton', gui_Singleton, ...  | 
 | 31 | + 'gui_OpeningFcn', @Detector_OpeningFcn, ...  | 
 | 32 | + 'gui_OutputFcn', @Detector_OutputFcn, ...  | 
 | 33 | + 'gui_LayoutFcn', [] , ...  | 
 | 34 | + 'gui_Callback', []);  | 
 | 35 | +if nargin && ischar(varargin{1})  | 
 | 36 | + gui_State.gui_Callback = str2func(varargin{1});  | 
 | 37 | +end  | 
 | 38 | + | 
 | 39 | +if nargout  | 
 | 40 | + [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});  | 
 | 41 | +else  | 
 | 42 | + gui_mainfcn(gui_State, varargin{:});  | 
 | 43 | +end  | 
 | 44 | +% End initialization code - DO NOT EDIT  | 
 | 45 | + | 
 | 46 | + | 
 | 47 | +% --- Executes just before Detector is made visible.  | 
 | 48 | + | 
 | 49 | +function Detector_OpeningFcn(hObject, eventdata, handles, varargin)  | 
 | 50 | +% This function has no output args, see OutputFcn.  | 
 | 51 | +% hObject handle to figure  | 
 | 52 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 53 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 54 | +% varargin command line arguments to Detector (see VARARGIN)  | 
 | 55 | + | 
 | 56 | +% Choose default command line output for Detector  | 
 | 57 | +handles.output = hObject;  | 
 | 58 | + | 
 | 59 | +% Update handles structure  | 
 | 60 | +guidata(hObject, handles);  | 
 | 61 | + | 
 | 62 | +% UIWAIT makes Detector wait for user response (see UIRESUME)  | 
 | 63 | +% uiwait(handles.figure1);  | 
 | 64 | + | 
 | 65 | +% --- Outputs from this function are returned to the command line.  | 
 | 66 | +function varargout = Detector_OutputFcn(hObject, eventdata, handles)   | 
 | 67 | +% varargout cell array for returning output args (see VARARGOUT);  | 
 | 68 | +% hObject handle to figure  | 
 | 69 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 70 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 71 | + | 
 | 72 | +% Get default command line output from handles structure  | 
 | 73 | +varargout{1} = handles.output;  | 
 | 74 | + | 
 | 75 | + | 
 | 76 | +% --- Executes on button press in pushbutton1.  | 
 | 77 | +function pushbutton1_Callback(hObject, eventdata, handles)  | 
 | 78 | +% hObject handle to pushbutton1 (see GCBO)  | 
 | 79 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 80 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 81 | +global looper;  | 
 | 82 | +looper = 0;  | 
 | 83 | +drawnow();  | 
 | 84 | +%% Read in image  | 
 | 85 | +set(handles.text4,'string','');  | 
 | 86 | +n=get(handles.edit1,'string');  | 
 | 87 | +I = imread(n);  | 
 | 88 | +axes(handles.axes1)  | 
 | 89 | +handles.axes1 = imshow(I);  | 
 | 90 | +set(handles.text4,'string','Image Loaded');  | 
 | 91 | +drawnow();  | 
 | 92 | + | 
 | 93 | +function edit1_Callback(hObject, eventdata, handles)  | 
 | 94 | +% hObject handle to edit1 (see GCBO)  | 
 | 95 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 96 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 97 | + | 
 | 98 | +% Hints: get(hObject,'String') returns contents of edit1 as text  | 
 | 99 | +% str2double(get(hObject,'String')) returns contents of edit1 as a double  | 
 | 100 | + | 
 | 101 | + | 
 | 102 | +% --- Executes during object creation, after setting all properties.  | 
 | 103 | +function edit1_CreateFcn(hObject, eventdata, handles)  | 
 | 104 | +% hObject handle to edit1 (see GCBO)  | 
 | 105 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 106 | +% handles empty - handles not created until after all CreateFcns called  | 
 | 107 | + | 
 | 108 | + | 
 | 109 | + | 
 | 110 | + | 
 | 111 | +% Hint: edit controls usually have a white background on Windows.  | 
 | 112 | +% See ISPC and COMPUTER.  | 
 | 113 | +if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))  | 
 | 114 | + set(hObject,'BackgroundColor','white');  | 
 | 115 | +end  | 
 | 116 | + | 
 | 117 | + | 
 | 118 | +% --- Executes on button press in pushbutton2.  | 
 | 119 | +function pushbutton2_Callback(hObject, eventdata, handles)  | 
 | 120 | +% hObject handle to pushbutton2 (see GCBO)  | 
 | 121 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 122 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 123 | +global looper;  | 
 | 124 | +looper = 1;  | 
 | 125 | +set(handles.text4,'string','Select Object');  | 
 | 126 | +n=get(handles.edit1,'string');  | 
 | 127 | +nnet=alexnet;   | 
 | 128 | +I = imread(n);  | 
 | 129 | +while looper  | 
 | 130 | +Selection = getrect;  | 
 | 131 | +I2=imcrop(I,(Selection));  | 
 | 132 | +picture=imresize(I2,[227,227]);  | 
 | 133 | +label=classify(nnet,picture);  | 
 | 134 | +%set(handles.edit1,'String',char(label))  | 
 | 135 | +handles.axes1 = rectangle('position',(Selection),'EdgeColor','k','linewidth',3);  | 
 | 136 | + x1 = Selection(1,1)+5;  | 
 | 137 | + y1 = Selection(1,2)+10;  | 
 | 138 | + %display(y1);  | 
 | 139 | +handles.axes1 = text(x1,y1,char(label),'color','k','FontSize',15);  | 
 | 140 | +%handles.drawLabel = text(bbox(1,1),bbox(1,2),'object','color',rndColor);  | 
 | 141 | + %X_Cut_Min = Selection(1,1);  | 
 | 142 | + %Y_Cut_Min = Selection(1,2);  | 
 | 143 | + %X_Cut_Max = Selection(1,3) + Selection(1,1);  | 
 | 144 | + %Y_Cut_Max = Selection(1,4) + Selection(1,2);  | 
 | 145 | + %X_Cut_Min = X_Cut_Min/1000;  | 
 | 146 | + %Y_Cut_Min = Y_Cut_Min/1000;  | 
 | 147 | + %X_Cut_Max = X_Cut_Max/1000;  | 
 | 148 | + %Y_Cut_Max = Y_Cut_Max/1000;  | 
 | 149 | + %display(X_Cut_Min)  | 
 | 150 | + %display(Y_Cut_Min)  | 
 | 151 | + %display(X_Cut_Max)  | 
 | 152 | + %display(Y_Cut_Max)  | 
 | 153 | +%handles.axes1 = annotation('textbox',[X_Cut_Min,Y_Cut_Min,X_Cut_Max,Y_Cut_Max],'String', char(label));  | 
 | 154 | +%annotation('textbox',(Selection),'String', char(label))  | 
 | 155 | +end  | 
 | 156 | + | 
 | 157 | + | 
 | 158 | +% --- Executes on button press in pushbutton3.  | 
 | 159 | +function pushbutton3_Callback(hObject, eventdata, handles)  | 
 | 160 | +% hObject handle to pushbutton3 (see GCBO)  | 
 | 161 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 162 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 163 | +set(handles.text4,'string','Loading');  | 
 | 164 | +drawnow();  | 
 | 165 | +n=get(handles.edit1,'string');  | 
 | 166 | +nnet=alexnet;  | 
 | 167 | +I = imread(n);  | 
 | 168 | + | 
 | 169 | +Im=I;  | 
 | 170 | + | 
 | 171 | +rmat=Im(:,:,1);  | 
 | 172 | +gmat=Im(:,:,2);  | 
 | 173 | +bmat=Im(:,:,3);  | 
 | 174 | + | 
 | 175 | +%subplot(2,2,1), imshow(rmat);  | 
 | 176 | +%title('Red Plane');  | 
 | 177 | +%subplot(2,2,2), imshow(gmat);  | 
 | 178 | +%title('Green Plane');  | 
 | 179 | +%subplot(2,2,3), imshow(bmat);  | 
 | 180 | +%title('Blue Plane');  | 
 | 181 | +%subplot(2,2,4), imshow(I);  | 
 | 182 | +%title('Original Image');  | 
 | 183 | + | 
 | 184 | +%%  | 
 | 185 | +levelr = 0.63;  | 
 | 186 | +levelg = 0.5;  | 
 | 187 | +levelb = 0.4;  | 
 | 188 | +i1=im2bw(rmat,levelr);  | 
 | 189 | +i2=im2bw(gmat,levelg);  | 
 | 190 | +i3=im2bw(bmat,levelb);  | 
 | 191 | +Isum = (i1&i2&i3);  | 
 | 192 | + | 
 | 193 | +% Plot the data  | 
 | 194 | +%subplot(2,2,1), imshow(i1);  | 
 | 195 | +%title('Red Plane');  | 
 | 196 | +%subplot(2,2,2), imshow(i2);  | 
 | 197 | +%title('Green Plane');  | 
 | 198 | +%subplot(2,2,3), imshow(i3);  | 
 | 199 | +%title('Blue Plane');  | 
 | 200 | +%subplot(2,2,4), imshow(Isum);  | 
 | 201 | +%title('Sum of all the planes');  | 
 | 202 | + | 
 | 203 | +%% Complement Image and Fill in holes  | 
 | 204 | +Icomp = imcomplement(Isum);  | 
 | 205 | +Ifilled = imfill(Icomp,'holes');  | 
 | 206 | +%figure, imshow(Ifilled);  | 
 | 207 | + | 
 | 208 | +%% Morphological filter  | 
 | 209 | +se = strel('disk', 25);  | 
 | 210 | +Iopenned = imopen(Ifilled,se);  | 
 | 211 | +% figure,imshowpair(Iopenned, I);  | 
 | 212 | +%imshow(Iopenned);  | 
 | 213 | + | 
 | 214 | +%% Extract features  | 
 | 215 | + | 
 | 216 | +Iregion = regionprops(Iopenned, 'centroid');  | 
 | 217 | +[labeled,numObjects] = bwlabel(Iopenned,4);  | 
 | 218 | +stats = regionprops(labeled,'Eccentricity','Area','BoundingBox');  | 
 | 219 | +areas = [stats.Area];  | 
 | 220 | +eccentricities = [stats.Eccentricity];  | 
 | 221 | + | 
 | 222 | +idxOfObjects = find(eccentricities);  | 
 | 223 | +statsDefects = stats(idxOfObjects);  | 
 | 224 | + | 
 | 225 | +%figure, imshow(I);   | 
 | 226 | +set(handles.text4,'string','Annotating');  | 
 | 227 | +drawnow();  | 
 | 228 | +for idx = 1 : length(idxOfObjects)  | 
 | 229 | + % pause(0.01) % Do something important  | 
 | 230 | + I2=imcrop(I,statsDefects(idx).BoundingBox);  | 
 | 231 | + %imshow(I2);  | 
 | 232 | + picture=imresize(I2,[227,227]);  | 
 | 233 | + label=classify(nnet,picture);  | 
 | 234 | + handles.axes1 = rectangle('position',(statsDefects(idx).BoundingBox),'EdgeColor','k','linewidth',3);  | 
 | 235 | + x1 = statsDefects(idx).BoundingBox(1,1)+5;  | 
 | 236 | + y1 = statsDefects(idx).BoundingBox(1,2)+10;  | 
 | 237 | + %display(y1);  | 
 | 238 | +handles.axes1 = text(x1,y1,char(label),'color','k','FontSize',15);  | 
 | 239 | + %h = rectangle('Position',statsDefects(idx).BoundingBox,'LineWidth',2);  | 
 | 240 | + %set(h,'EdgeColor',[.75 0 0]);  | 
 | 241 | + %hold on;  | 
 | 242 | + drawnow()  | 
 | 243 | +end  | 
 | 244 | +set(handles.text4,'string','Done!');  | 
 | 245 | + | 
 | 246 | + | 
 | 247 | +% --- Executes during object creation, after setting all properties.  | 
 | 248 | +function axes2_CreateFcn(hObject, eventdata, handles)  | 
 | 249 | +% hObject handle to axes2 (see GCBO)  | 
 | 250 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 251 | +% handles empty - handles not created until after all CreateFcns called  | 
 | 252 | + | 
 | 253 | +% Hint: place code in OpeningFcn to populate axes2  | 
 | 254 | +axes(hObject)  | 
 | 255 | +x=imread('BackG.jpg');  | 
 | 256 | +imshow(x)  | 
 | 257 | +%set(axes1,'handlevisibility','off')  | 
 | 258 | + | 
 | 259 | +% --- Executes during object creation, after setting all properties.  | 
 | 260 | +function axes1_CreateFcn(hObject, eventdata, handles)  | 
 | 261 | +% hObject handle to axes1 (see GCBO)  | 
 | 262 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 263 | +% handles empty - handles not created until after all CreateFcns called  | 
 | 264 | + | 
 | 265 | +% Hint: place code in OpeningFcn to populate axes1  | 
 | 266 | +set(gca,'xtick',[])  | 
 | 267 | +set(gca,'ytick',[])  | 
 | 268 | + | 
 | 269 | +% --- Executes on button press in pushbutton4.  | 
 | 270 | +function pushbutton4_Callback(hObject, eventdata, handles)  | 
 | 271 | +% hObject handle to pushbutton4 (see GCBO)  | 
 | 272 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 273 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 274 | + | 
 | 275 | +%%  | 
 | 276 | +global looper;  | 
 | 277 | +camera = webcam(2);  | 
 | 278 | +nnet=alexnet;  | 
 | 279 | +looper = 1;  | 
 | 280 | +while looper  | 
 | 281 | + picture=camera.snapshot;  | 
 | 282 | + picture=imresize(picture,[227,227]);  | 
 | 283 | + label=classify(nnet,picture);  | 
 | 284 | + set(handles.text4,'string',char(label));  | 
 | 285 | + handles.axes1=imshow(picture);  | 
 | 286 | + %title(char(label));  | 
 | 287 | + %drawnow;  | 
 | 288 | +end  | 
 | 289 | + | 
 | 290 | + | 
 | 291 | +% --- Executes on button press in pushbutton5.  | 
 | 292 | +function pushbutton5_Callback(hObject, eventdata, handles)  | 
 | 293 | +% hObject handle to pushbutton5 (see GCBO)  | 
 | 294 | +% eventdata reserved - to be defined in a future version of MATLAB  | 
 | 295 | +% handles structure with handles and user data (see GUIDATA)  | 
 | 296 | +global looper;  | 
 | 297 | +looper = 0;  | 
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