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| 1 | + |
| 2 | +//Exercises_13_9.cpp Exercise 9 at end of Chapter 13 |
| 3 | +/************************************************************************/ |
| 4 | + /* 9. Write an image-processing function to interactively remove people from an |
| 5 | + image. Use cv::grabCut() to segment the person, and then use cv::inpaint() |
| 6 | + to fill in the resulting hole (recall that we learned about cv::inpaint() in the |
| 7 | + previous chapter). */ |
| 8 | +/************************************************************************/ |
| 9 | + |
| 10 | + |
| 11 | +#include "opencv2/imgcodecs.hpp" |
| 12 | +#include "opencv2/highgui.hpp" |
| 13 | +#include "opencv2/imgproc.hpp" |
| 14 | +#include "opencv2/photo.hpp" |
| 15 | + |
| 16 | +#include <iostream> |
| 17 | + |
| 18 | +using namespace std; |
| 19 | +using namespace cv; |
| 20 | + |
| 21 | +static void help() |
| 22 | +{ |
| 23 | + cout << "\nThis program demonstrates GrabCut segmentation -- select an object in a region\n" |
| 24 | + "and then grabcut will attempt to segment it out.\n" |
| 25 | + "Call:\n" |
| 26 | + "./grabcut <image_name>\n" |
| 27 | + "\nSelect a rectangular area around the object you want to segment\n" << |
| 28 | + "\nHot keys: \n" |
| 29 | + "\tESC - quit the program\n" |
| 30 | + "\tr - restore the original image\n" |
| 31 | + "\tn - next iteration\n" |
| 32 | + "\n" |
| 33 | + "\tleft mouse button - set rectangle\n" |
| 34 | + "\n" |
| 35 | + "\tCTRL+left mouse button - set GC_BGD pixels\n" |
| 36 | + "\tSHIFT+left mouse button - set GC_FGD pixels\n" |
| 37 | + "\n" |
| 38 | + "\tCTRL+right mouse button - set GC_PR_BGD pixels\n" |
| 39 | + "\tSHIFT+right mouse button - set GC_PR_FGD pixels\n" << endl; |
| 40 | +} |
| 41 | + |
| 42 | +const Scalar RED = Scalar(0,0,255); |
| 43 | +const Scalar PINK = Scalar(230,130,255); |
| 44 | +const Scalar BLUE = Scalar(255,0,0); |
| 45 | +const Scalar LIGHTBLUE = Scalar(255,255,160); |
| 46 | +const Scalar GREEN = Scalar(0,255,0); |
| 47 | + |
| 48 | +const int BGD_KEY = EVENT_FLAG_CTRLKEY; |
| 49 | +const int FGD_KEY = EVENT_FLAG_SHIFTKEY; |
| 50 | + |
| 51 | +static void getBinMask( const Mat& comMask, Mat& binMask ) |
| 52 | +{ |
| 53 | + if( comMask.empty() || comMask.type()!=CV_8UC1 ) |
| 54 | + CV_Error( Error::StsBadArg, "comMask is empty or has incorrect type (not CV_8UC1)" ); |
| 55 | + if( binMask.empty() || binMask.rows!=comMask.rows || binMask.cols!=comMask.cols ) |
| 56 | + binMask.create( comMask.size(), CV_8UC1 ); |
| 57 | + binMask = comMask & 1; |
| 58 | +} |
| 59 | + |
| 60 | +class GCApplication |
| 61 | +{ |
| 62 | +public: |
| 63 | + enum{ NOT_SET = 0, IN_PROCESS = 1, SET = 2 }; |
| 64 | + static const int radius = 2; |
| 65 | + static const int thickness = -1; |
| 66 | + |
| 67 | + void reset(); |
| 68 | + void setImageAndWinName( const Mat& _image, const string& _winName ); |
| 69 | + void showImage() const; |
| 70 | + void mouseClick( int event, int x, int y, int flags, void* param ); |
| 71 | + int nextIter(); |
| 72 | + int getIterCount() const { return iterCount; } |
| 73 | +private: |
| 74 | + void setRectInMask(); |
| 75 | + void setLblsInMask( int flags, Point p, bool isPr ); |
| 76 | + |
| 77 | + const string* winName; |
| 78 | + const Mat* image; |
| 79 | + Mat mask; |
| 80 | + Mat bgdModel, fgdModel; |
| 81 | + |
| 82 | + uchar rectState, lblsState, prLblsState; |
| 83 | + bool isInitialized; |
| 84 | + |
| 85 | + Rect rect; |
| 86 | + vector<Point> fgdPxls, bgdPxls, prFgdPxls, prBgdPxls; |
| 87 | + int iterCount; |
| 88 | +}; |
| 89 | + |
| 90 | +void GCApplication::reset() |
| 91 | +{ |
| 92 | + if( !mask.empty() ) |
| 93 | + mask.setTo(Scalar::all(GC_BGD)); |
| 94 | + bgdPxls.clear(); fgdPxls.clear(); |
| 95 | + prBgdPxls.clear(); prFgdPxls.clear(); |
| 96 | + |
| 97 | + isInitialized = false; |
| 98 | + rectState = NOT_SET; |
| 99 | + lblsState = NOT_SET; |
| 100 | + prLblsState = NOT_SET; |
| 101 | + iterCount = 0; |
| 102 | +} |
| 103 | + |
| 104 | +void GCApplication::setImageAndWinName( const Mat& _image, const string& _winName ) |
| 105 | +{ |
| 106 | + if( _image.empty() || _winName.empty() ) |
| 107 | + return; |
| 108 | + image = &_image; |
| 109 | + winName = &_winName; |
| 110 | + mask.create( image->size(), CV_8UC1); |
| 111 | + reset(); |
| 112 | +} |
| 113 | + |
| 114 | +void GCApplication::showImage() const |
| 115 | +{ |
| 116 | + if( image->empty() || winName->empty() ) |
| 117 | + return; |
| 118 | + |
| 119 | + Mat res; |
| 120 | + Mat binMask; |
| 121 | + if( !isInitialized ) |
| 122 | + image->copyTo( res ); |
| 123 | + else |
| 124 | + { |
| 125 | + getBinMask( mask, binMask ); |
| 126 | + image->copyTo( res, binMask ); |
| 127 | + // mask and source code |
| 128 | + Mat src = *image; |
| 129 | + Mat mask = binMask; |
| 130 | + //inpaint |
| 131 | + Mat inpainted; |
| 132 | + inpaint(src, mask, inpainted, 3, CV_INPAINT_TELEA); |
| 133 | + imshow("inpainted result",inpainted); |
| 134 | + } |
| 135 | + |
| 136 | + vector<Point>::const_iterator it; |
| 137 | + for( it = bgdPxls.begin(); it != bgdPxls.end(); ++it ) |
| 138 | + circle( res, *it, radius, BLUE, thickness ); |
| 139 | + for( it = fgdPxls.begin(); it != fgdPxls.end(); ++it ) |
| 140 | + circle( res, *it, radius, RED, thickness ); |
| 141 | + for( it = prBgdPxls.begin(); it != prBgdPxls.end(); ++it ) |
| 142 | + circle( res, *it, radius, LIGHTBLUE, thickness ); |
| 143 | + for( it = prFgdPxls.begin(); it != prFgdPxls.end(); ++it ) |
| 144 | + circle( res, *it, radius, PINK, thickness ); |
| 145 | + |
| 146 | + if( rectState == IN_PROCESS || rectState == SET ) |
| 147 | + rectangle( res, Point( rect.x, rect.y ), Point(rect.x + rect.width, rect.y + rect.height ), GREEN, 2); |
| 148 | + |
| 149 | + imshow( *winName, res ); |
| 150 | +} |
| 151 | + |
| 152 | +void GCApplication::setRectInMask() |
| 153 | +{ |
| 154 | + CV_Assert( !mask.empty() ); |
| 155 | + mask.setTo( GC_BGD ); |
| 156 | + rect.x = max(0, rect.x); |
| 157 | + rect.y = max(0, rect.y); |
| 158 | + rect.width = min(rect.width, image->cols-rect.x); |
| 159 | + rect.height = min(rect.height, image->rows-rect.y); |
| 160 | + (mask(rect)).setTo( Scalar(GC_PR_FGD) ); |
| 161 | +} |
| 162 | + |
| 163 | +void GCApplication::setLblsInMask( int flags, Point p, bool isPr ) |
| 164 | +{ |
| 165 | + vector<Point> *bpxls, *fpxls; |
| 166 | + uchar bvalue, fvalue; |
| 167 | + if( !isPr ) |
| 168 | + { |
| 169 | + bpxls = &bgdPxls; |
| 170 | + fpxls = &fgdPxls; |
| 171 | + bvalue = GC_BGD; |
| 172 | + fvalue = GC_FGD; |
| 173 | + } |
| 174 | + else |
| 175 | + { |
| 176 | + bpxls = &prBgdPxls; |
| 177 | + fpxls = &prFgdPxls; |
| 178 | + bvalue = GC_PR_BGD; |
| 179 | + fvalue = GC_PR_FGD; |
| 180 | + } |
| 181 | + if( flags & BGD_KEY ) |
| 182 | + { |
| 183 | + bpxls->push_back(p); |
| 184 | + circle( mask, p, radius, bvalue, thickness ); |
| 185 | + } |
| 186 | + if( flags & FGD_KEY ) |
| 187 | + { |
| 188 | + fpxls->push_back(p); |
| 189 | + circle( mask, p, radius, fvalue, thickness ); |
| 190 | + } |
| 191 | +} |
| 192 | + |
| 193 | +void GCApplication::mouseClick( int event, int x, int y, int flags, void* ) |
| 194 | +{ |
| 195 | + // TODO add bad args check |
| 196 | + switch( event ) |
| 197 | + { |
| 198 | + case EVENT_LBUTTONDOWN: // set rect or GC_BGD(GC_FGD) labels |
| 199 | + { |
| 200 | + bool isb = (flags & BGD_KEY) != 0, |
| 201 | + isf = (flags & FGD_KEY) != 0; |
| 202 | + if( rectState == NOT_SET && !isb && !isf ) |
| 203 | + { |
| 204 | + rectState = IN_PROCESS; |
| 205 | + rect = Rect( x, y, 1, 1 ); |
| 206 | + } |
| 207 | + if ( (isb || isf) && rectState == SET ) |
| 208 | + lblsState = IN_PROCESS; |
| 209 | + } |
| 210 | + break; |
| 211 | + case EVENT_RBUTTONDOWN: // set GC_PR_BGD(GC_PR_FGD) labels |
| 212 | + { |
| 213 | + bool isb = (flags & BGD_KEY) != 0, |
| 214 | + isf = (flags & FGD_KEY) != 0; |
| 215 | + if ( (isb || isf) && rectState == SET ) |
| 216 | + prLblsState = IN_PROCESS; |
| 217 | + } |
| 218 | + break; |
| 219 | + case EVENT_LBUTTONUP: |
| 220 | + if( rectState == IN_PROCESS ) |
| 221 | + { |
| 222 | + rect = Rect( Point(rect.x, rect.y), Point(x,y) ); |
| 223 | + rectState = SET; |
| 224 | + setRectInMask(); |
| 225 | + CV_Assert( bgdPxls.empty() && fgdPxls.empty() && prBgdPxls.empty() && prFgdPxls.empty() ); |
| 226 | + showImage(); |
| 227 | + } |
| 228 | + if( lblsState == IN_PROCESS ) |
| 229 | + { |
| 230 | + setLblsInMask(flags, Point(x,y), false); |
| 231 | + lblsState = SET; |
| 232 | + showImage(); |
| 233 | + } |
| 234 | + break; |
| 235 | + case EVENT_RBUTTONUP: |
| 236 | + if( prLblsState == IN_PROCESS ) |
| 237 | + { |
| 238 | + setLblsInMask(flags, Point(x,y), true); |
| 239 | + prLblsState = SET; |
| 240 | + showImage(); |
| 241 | + } |
| 242 | + break; |
| 243 | + case EVENT_MOUSEMOVE: |
| 244 | + if( rectState == IN_PROCESS ) |
| 245 | + { |
| 246 | + rect = Rect( Point(rect.x, rect.y), Point(x,y) ); |
| 247 | + CV_Assert( bgdPxls.empty() && fgdPxls.empty() && prBgdPxls.empty() && prFgdPxls.empty() ); |
| 248 | + showImage(); |
| 249 | + } |
| 250 | + else if( lblsState == IN_PROCESS ) |
| 251 | + { |
| 252 | + setLblsInMask(flags, Point(x,y), false); |
| 253 | + showImage(); |
| 254 | + } |
| 255 | + else if( prLblsState == IN_PROCESS ) |
| 256 | + { |
| 257 | + setLblsInMask(flags, Point(x,y), true); |
| 258 | + showImage(); |
| 259 | + } |
| 260 | + break; |
| 261 | + } |
| 262 | +} |
| 263 | + |
| 264 | +int GCApplication::nextIter() |
| 265 | +{ |
| 266 | + if( isInitialized ) |
| 267 | + grabCut( *image, mask, rect, bgdModel, fgdModel, 1 ); |
| 268 | + else |
| 269 | + { |
| 270 | + if( rectState != SET ) |
| 271 | + return iterCount; |
| 272 | + |
| 273 | + if( lblsState == SET || prLblsState == SET ) |
| 274 | + grabCut( *image, mask, rect, bgdModel, fgdModel, 1, GC_INIT_WITH_MASK ); |
| 275 | + else |
| 276 | + grabCut( *image, mask, rect, bgdModel, fgdModel, 1, GC_INIT_WITH_RECT ); |
| 277 | + |
| 278 | + isInitialized = true; |
| 279 | + } |
| 280 | + iterCount++; |
| 281 | + |
| 282 | + bgdPxls.clear(); fgdPxls.clear(); |
| 283 | + prBgdPxls.clear(); prFgdPxls.clear(); |
| 284 | + |
| 285 | + return iterCount; |
| 286 | +} |
| 287 | + |
| 288 | +GCApplication gcapp; |
| 289 | + |
| 290 | +static void on_mouse( int event, int x, int y, int flags, void* param ) |
| 291 | +{ |
| 292 | + gcapp.mouseClick( event, x, y, flags, param ); |
| 293 | +} |
| 294 | + |
| 295 | +int main( int argc, char** argv ) |
| 296 | +{ |
| 297 | + cv::CommandLineParser parser(argc, argv, "{help h||}{@input||}"); |
| 298 | + if (parser.has("help")) |
| 299 | + { |
| 300 | + help(); |
| 301 | + return 0; |
| 302 | + } |
| 303 | + string filename = parser.get<string>("@input"); |
| 304 | + if( filename.empty() ) |
| 305 | + { |
| 306 | + cout << "\nDurn, empty filename" << endl; |
| 307 | + return 1; |
| 308 | + } |
| 309 | + Mat image = imread( filename, 1 ); |
| 310 | + if( image.empty() ) |
| 311 | + { |
| 312 | + cout << "\n Durn, couldn't read image filename " << filename << endl; |
| 313 | + return 1; |
| 314 | + } |
| 315 | + |
| 316 | + help(); |
| 317 | + |
| 318 | + const string winName = "image"; |
| 319 | + namedWindow( winName, WINDOW_AUTOSIZE ); |
| 320 | + setMouseCallback( winName, on_mouse, 0 ); |
| 321 | + |
| 322 | + gcapp.setImageAndWinName( image, winName ); |
| 323 | + gcapp.showImage(); |
| 324 | + |
| 325 | + for(;;) |
| 326 | + { |
| 327 | + char c = (char)waitKey(0); |
| 328 | + switch( c ) |
| 329 | + { |
| 330 | + case '\x1b': |
| 331 | + cout << "Exiting ..." << endl; |
| 332 | + goto exit_main; |
| 333 | + case 'r': |
| 334 | + cout << endl; |
| 335 | + gcapp.reset(); |
| 336 | + gcapp.showImage(); |
| 337 | + break; |
| 338 | + case 'n': |
| 339 | + int iterCount = gcapp.getIterCount(); |
| 340 | + cout << "<" << iterCount << "... "; |
| 341 | + int newIterCount = gcapp.nextIter(); |
| 342 | + if( newIterCount > iterCount ) |
| 343 | + { |
| 344 | + gcapp.showImage(); |
| 345 | + cout << iterCount << ">" << endl; |
| 346 | + } |
| 347 | + else |
| 348 | + cout << "rect must be determined>" << endl; |
| 349 | + break; |
| 350 | + } |
| 351 | + } |
| 352 | + |
| 353 | +exit_main: |
| 354 | + destroyWindow( winName ); |
| 355 | + return 0; |
| 356 | +} |
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