/** @file generalizedHoughTransform.cpp @author Markus Heck @brief Detects an object, given by a template, in an image using GeneralizedHoughBallard and GeneralizedHoughGuil. */ #include "opencv2/highgui.hpp" #include "opencv2/imgproc.hpp" using namespace cv; using namespace std; int main() { //! [generalized-hough-transform-load-and-setup] // load source image and grayscale template samples::addSamplesDataSearchSubDirectory("doc/tutorials/imgproc/generalized_hough_ballard_guil"); Mat image = imread(samples::findFile("images/generalized_hough_mini_image.jpg")); Mat templ = imread(samples::findFile("images/generalized_hough_mini_template.jpg"), IMREAD_GRAYSCALE); // create grayscale image Mat grayImage; cvtColor(image, grayImage, COLOR_RGB2GRAY); // create variable for location, scale and rotation of detected templates vector positionBallard, positionGuil; // template width and height int w = templ.cols; int h = templ.rows; //! [generalized-hough-transform-load-and-setup] //! [generalized-hough-transform-setup-parameters] // create ballard and set options Ptr ballard = createGeneralizedHoughBallard(); ballard->setMinDist(10); ballard->setLevels(360); ballard->setDp(2); ballard->setMaxBufferSize(1000); ballard->setVotesThreshold(40); ballard->setCannyLowThresh(30); ballard->setCannyHighThresh(110); ballard->setTemplate(templ); // create guil and set options Ptr guil = createGeneralizedHoughGuil(); guil->setMinDist(10); guil->setLevels(360); guil->setDp(3); guil->setMaxBufferSize(1000); guil->setMinAngle(0); guil->setMaxAngle(360); guil->setAngleStep(1); guil->setAngleThresh(1500); guil->setMinScale(0.5); guil->setMaxScale(2.0); guil->setScaleStep(0.05); guil->setScaleThresh(50); guil->setPosThresh(10); guil->setCannyLowThresh(30); guil->setCannyHighThresh(110); guil->setTemplate(templ); //! [generalized-hough-transform-setup-parameters] //! [generalized-hough-transform-run] // execute ballard detection ballard->detect(grayImage, positionBallard); // execute guil detection guil->detect(grayImage, positionGuil); //! [generalized-hough-transform-run] //! [generalized-hough-transform-draw-results] // draw ballard for (vector::iterator iter = positionBallard.begin(); iter != positionBallard.end(); ++iter) { RotatedRect rRect = RotatedRect(Point2f((*iter)[0], (*iter)[1]), Size2f(w * (*iter)[2], h * (*iter)[2]), (*iter)[3]); Point2f vertices[4]; rRect.points(vertices); for (int i = 0; i < 4; i++) line(image, vertices[i], vertices[(i + 1) % 4], Scalar(255, 0, 0), 6); } // draw guil for (vector::iterator iter = positionGuil.begin(); iter != positionGuil.end(); ++iter) { RotatedRect rRect = RotatedRect(Point2f((*iter)[0], (*iter)[1]), Size2f(w * (*iter)[2], h * (*iter)[2]), (*iter)[3]); Point2f vertices[4]; rRect.points(vertices); for (int i = 0; i < 4; i++) line(image, vertices[i], vertices[(i + 1) % 4], Scalar(0, 255, 0), 2); } imshow("result_img", image); waitKey(); //! [generalized-hough-transform-draw-results] return EXIT_SUCCESS; }