// This file is part of OpenCV project. // It is subject to the license terms in the LICENSE file found in the top-level directory // of this distribution and at http://opencv.org/license.html. // // Copyright (C) 2016, Itseez, Inc, all rights reserved. #include "test_precomp.hpp" namespace opencv_test { namespace { static double algebraic_dist(const Point2f& pt, const RotatedRect& el) { const Point2d to_pt = pt - el.center; const double el_angle = el.angle * CV_PI / 180; const Point2d to_pt_el( to_pt.x * cos(-el_angle) - to_pt.y * sin(-el_angle), to_pt.x * sin(-el_angle) + to_pt.y * cos(-el_angle)); return normL2Sqr(Point2d(2 * to_pt_el.x / el.size.width, 2 * to_pt_el.y / el.size.height)) - 1; } static double rms_algebraic_dist(const vector& pts, const RotatedRect& el) { double sum_algebraic_dists_sqr = 0; for (const auto& pt : pts) { const auto pt_algebraic_dist = algebraic_dist(pt, el); sum_algebraic_dists_sqr += pt_algebraic_dist * pt_algebraic_dist; } return sqrt(sum_algebraic_dists_sqr / pts.size()); } TEST(Imgproc_FitEllipse_Issue_4515, accuracy) { vector pts; pts.push_back(Point2f(327, 317)); pts.push_back(Point2f(328, 316)); pts.push_back(Point2f(329, 315)); pts.push_back(Point2f(330, 314)); pts.push_back(Point2f(331, 314)); pts.push_back(Point2f(332, 314)); pts.push_back(Point2f(333, 315)); pts.push_back(Point2f(333, 316)); pts.push_back(Point2f(333, 317)); pts.push_back(Point2f(333, 318)); pts.push_back(Point2f(333, 319)); pts.push_back(Point2f(333, 320)); const RotatedRect ellipse = fitEllipseDirect(pts); // fitEllipseAMS() also works fine EXPECT_LT(rms_algebraic_dist(pts, ellipse), 1e-1); } TEST(Imgproc_FitEllipse_Issue_6544, accuracy) { vector pts; pts.push_back(Point2f(924.784f, 764.160f)); pts.push_back(Point2f(928.388f, 615.903f)); pts.push_back(Point2f(847.4f, 888.014f)); pts.push_back(Point2f(929.406f, 741.675f)); pts.push_back(Point2f(904.564f, 825.605f)); pts.push_back(Point2f(926.742f, 760.746f)); pts.push_back(Point2f(863.479f, 873.406f)); pts.push_back(Point2f(910.987f, 808.863f)); pts.push_back(Point2f(929.145f, 744.976f)); pts.push_back(Point2f(917.474f, 791.823f)); const RotatedRect ellipse = fitEllipseDirect(pts); // fitEllipseAMS() also works fine EXPECT_LT(rms_algebraic_dist(pts, ellipse), 5e-2); } TEST(Imgproc_FitEllipse_Issue_10270, accuracy) { vector pts; pts.push_back(Point2f(0, 1)); pts.push_back(Point2f(0, 2)); pts.push_back(Point2f(0, 3)); pts.push_back(Point2f(2, 3)); pts.push_back(Point2f(0, 4)); // check that we get almost vertical ellipse centered around (1, 3) RotatedRect e = fitEllipse(pts); EXPECT_LT(std::min(fabs(e.angle-180), fabs(e.angle)), 10.); EXPECT_NEAR(e.center.x, 1, 1); EXPECT_NEAR(e.center.y, 3, 1); EXPECT_LT(e.size.width*3, e.size.height); } TEST(Imgproc_FitEllipse_JavaCase, accuracy) { vector pts; pts.push_back(Point2f(0, 0)); pts.push_back(Point2f(1, 1)); pts.push_back(Point2f(-1, 1)); pts.push_back(Point2f(-1, -1)); pts.push_back(Point2f(1, -1)); // check that we get almost circle centered around (0, 0) RotatedRect e = fitEllipse(pts); EXPECT_NEAR(e.center.x, 0, 0.01); EXPECT_NEAR(e.center.y, 0, 0.01); EXPECT_NEAR(e.size.width, sqrt(2.)*2, 0.4); EXPECT_NEAR(e.size.height, sqrt(2.)*2, 0.4); } TEST(Imgproc_FitEllipse_HorizontalLine, accuracy) { vector pts({{-300, 100}, {-200, 100}, {-100, 100}, {0, 100}, {100, 100}, {200, 100}, {300, 100}}); const RotatedRect el = fitEllipse(pts); EXPECT_NEAR(el.center.x, -100, 100); EXPECT_NEAR(el.center.y, 100, 1); EXPECT_NEAR(el.size.width, 1, 1); EXPECT_GE(el.size.height, 150); EXPECT_NEAR(el.angle, 90, 0.1); } template static float get_ellipse_fitting_error(const std::vector& points, const Mat& closest_points) { float mse = 0.0f; for (int i = 0; i < static_cast(points.size()); i++) { Point2f pt_err = Point2f(static_cast(points[i].x), static_cast(points[i].y)) - closest_points.at(i); mse += pt_err.x*pt_err.x + pt_err.y*pt_err.y; } return mse / points.size(); } TEST(Imgproc_getClosestEllipsePoints, ellipse_mse) { // https://github.com/opencv/opencv/issues/26078 std::vector points_list; // [1434, 308], [1434, 309], [1433, 310], [1427, 310], [1427, 312], [1426, 313], [1422, 313], [1422, 314], points_list.push_back(Point2i(1434, 308)); points_list.push_back(Point2i(1434, 309)); points_list.push_back(Point2i(1433, 310)); points_list.push_back(Point2i(1427, 310)); points_list.push_back(Point2i(1427, 312)); points_list.push_back(Point2i(1426, 313)); points_list.push_back(Point2i(1422, 313)); points_list.push_back(Point2i(1422, 314)); // [1421, 315], [1415, 315], [1415, 316], [1414, 317], [1408, 317], [1408, 319], [1407, 320], [1403, 320], points_list.push_back(Point2i(1421, 315)); points_list.push_back(Point2i(1415, 315)); points_list.push_back(Point2i(1415, 316)); points_list.push_back(Point2i(1414, 317)); points_list.push_back(Point2i(1408, 317)); points_list.push_back(Point2i(1408, 319)); points_list.push_back(Point2i(1407, 320)); points_list.push_back(Point2i(1403, 320)); // [1403, 321], [1402, 322], [1396, 322], [1396, 323], [1395, 324], [1389, 324], [1389, 326], [1388, 327], points_list.push_back(Point2i(1403, 321)); points_list.push_back(Point2i(1402, 322)); points_list.push_back(Point2i(1396, 322)); points_list.push_back(Point2i(1396, 323)); points_list.push_back(Point2i(1395, 324)); points_list.push_back(Point2i(1389, 324)); points_list.push_back(Point2i(1389, 326)); points_list.push_back(Point2i(1388, 327)); // [1382, 327], [1382, 328], [1381, 329], [1376, 329], [1376, 330], [1375, 331], [1369, 331], [1369, 333], points_list.push_back(Point2i(1382, 327)); points_list.push_back(Point2i(1382, 328)); points_list.push_back(Point2i(1381, 329)); points_list.push_back(Point2i(1376, 329)); points_list.push_back(Point2i(1376, 330)); points_list.push_back(Point2i(1375, 331)); points_list.push_back(Point2i(1369, 331)); points_list.push_back(Point2i(1369, 333)); // [1368, 334], [1362, 334], [1362, 335], [1361, 336], [1359, 336], [1359, 1016], [1365, 1016], [1366, 1017], points_list.push_back(Point2i(1368, 334)); points_list.push_back(Point2i(1362, 334)); points_list.push_back(Point2i(1362, 335)); points_list.push_back(Point2i(1361, 336)); points_list.push_back(Point2i(1359, 336)); points_list.push_back(Point2i(1359, 1016)); points_list.push_back(Point2i(1365, 1016)); points_list.push_back(Point2i(1366, 1017)); // [1366, 1019], [1430, 1019], [1430, 1017], [1431, 1016], [1440, 1016], [1440, 308] points_list.push_back(Point2i(1366, 1019)); points_list.push_back(Point2i(1430, 1019)); points_list.push_back(Point2i(1430, 1017)); points_list.push_back(Point2i(1431, 1016)); points_list.push_back(Point2i(1440, 1016)); points_list.push_back(Point2i(1440, 308)); RotatedRect fit_ellipse_params( Point2f(1442.97900390625, 662.1879272460938), Size2f(579.5570678710938, 730.834228515625), 20.190902709960938 ); // Point2i { Mat pointsi(points_list); Mat closest_pts; getClosestEllipsePoints(fit_ellipse_params, pointsi, closest_pts); EXPECT_TRUE(pointsi.rows == closest_pts.rows); EXPECT_TRUE(pointsi.cols == closest_pts.cols); EXPECT_TRUE(pointsi.channels() == closest_pts.channels()); float fit_ellipse_mse = get_ellipse_fitting_error(points_list, closest_pts); EXPECT_NEAR(fit_ellipse_mse, 1.61994, 1e-4); } // Point2f { Mat pointsf; Mat(points_list).convertTo(pointsf, CV_32F); Mat closest_pts; getClosestEllipsePoints(fit_ellipse_params, pointsf, closest_pts); EXPECT_TRUE(pointsf.rows == closest_pts.rows); EXPECT_TRUE(pointsf.cols == closest_pts.cols); EXPECT_TRUE(pointsf.channels() == closest_pts.channels()); float fit_ellipse_mse = get_ellipse_fitting_error(points_list, closest_pts); EXPECT_NEAR(fit_ellipse_mse, 1.61994, 1e-4); } } static std::vector sample_ellipse_pts(const RotatedRect& ellipse_params) { // Sample N points using the ellipse parametric form float xc = ellipse_params.center.x; float yc = ellipse_params.center.y; float a = ellipse_params.size.width / 2; float b = ellipse_params.size.height / 2; float theta = static_cast(ellipse_params.angle * M_PI / 180); float cos_th = std::cos(theta); float sin_th = std::sin(theta); int nb_samples = 180; std::vector ellipse_pts(nb_samples); for (int i = 0; i < nb_samples; i++) { float ax = a * cos_th; float ay = a * sin_th; float bx = -b * sin_th; float by = b * cos_th; float t = static_cast(i / static_cast(nb_samples) * 2*M_PI); float cos_t = std::cos(t); float sin_t = std::sin(t); ellipse_pts[i].x = xc + ax*cos_t + bx*sin_t; ellipse_pts[i].y = yc + ay*cos_t + by*sin_t; } return ellipse_pts; } TEST(Imgproc_getClosestEllipsePoints, ellipse_mse_2) { const float tol = 1e-3f; // bb height > width // Check correctness of the minor/major axes swapping and updated angle in getClosestEllipsePoints { RotatedRect ellipse_params( Point2f(-142.97f, -662.1878f), Size2f(539.557f, 730.83f), 27.09960938f ); std::vector ellipse_pts = sample_ellipse_pts(ellipse_params); Mat pointsf, closest_pts; Mat(ellipse_pts).convertTo(pointsf, CV_32F); getClosestEllipsePoints(ellipse_params, pointsf, closest_pts); float ellipse_pts_mse = get_ellipse_fitting_error(ellipse_pts, closest_pts); EXPECT_NEAR(ellipse_pts_mse, 0, tol); } // bb height > width + negative angle { RotatedRect ellipse_params( Point2f(-142.97f, 562.1878f), Size2f(53.557f, 730.83f), -75.09960938f ); std::vector ellipse_pts = sample_ellipse_pts(ellipse_params); Mat pointsf, closest_pts; Mat(ellipse_pts).convertTo(pointsf, CV_32F); getClosestEllipsePoints(ellipse_params, pointsf, closest_pts); float ellipse_pts_mse = get_ellipse_fitting_error(ellipse_pts, closest_pts); EXPECT_NEAR(ellipse_pts_mse, 0, tol); } // Negative angle { RotatedRect ellipse_params( Point2f(742.97f, -462.1878f), Size2f(535.57f, 130.83f), -75.09960938f ); std::vector ellipse_pts = sample_ellipse_pts(ellipse_params); Mat pointsf, closest_pts; Mat(ellipse_pts).convertTo(pointsf, CV_32F); getClosestEllipsePoints(ellipse_params, pointsf, closest_pts); float ellipse_pts_mse = get_ellipse_fitting_error(ellipse_pts, closest_pts); EXPECT_NEAR(ellipse_pts_mse, 0, tol); } } }} // namespace