// 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 #include "perf_precomp.hpp" #include "opencv2/calib3d.hpp" namespace opencv_test { using namespace perf; typedef tuple UseArucoParams; typedef TestBaseWithParam EstimateAruco; #define ESTIMATE_PARAMS Combine(Values(false, true), Values(-1)) static double deg2rad(double deg) { return deg * CV_PI / 180.; } class MarkerPainter { private: int imgMarkerSize = 0; Mat cameraMatrix; public: MarkerPainter(const int size) { setImgMarkerSize(size); } void setImgMarkerSize(const int size) { imgMarkerSize = size; cameraMatrix = Mat::eye(3, 3, CV_64FC1); cameraMatrix.at(0, 0) = cameraMatrix.at(1, 1) = imgMarkerSize; cameraMatrix.at(0, 2) = imgMarkerSize / 2.0; cameraMatrix.at(1, 2) = imgMarkerSize / 2.0; } static std::pair getSyntheticRT(double yaw, double pitch, double distance) { auto rvec_tvec = std::make_pair(Mat(3, 1, CV_64FC1), Mat(3, 1, CV_64FC1)); Mat& rvec = rvec_tvec.first; Mat& tvec = rvec_tvec.second; // Rvec // first put the Z axis aiming to -X (like the camera axis system) Mat rotZ(3, 1, CV_64FC1); rotZ.ptr(0)[0] = 0; rotZ.ptr(0)[1] = 0; rotZ.ptr(0)[2] = -0.5 * CV_PI; Mat rotX(3, 1, CV_64FC1); rotX.ptr(0)[0] = 0.5 * CV_PI; rotX.ptr(0)[1] = 0; rotX.ptr(0)[2] = 0; Mat camRvec, camTvec; composeRT(rotZ, Mat(3, 1, CV_64FC1, Scalar::all(0)), rotX, Mat(3, 1, CV_64FC1, Scalar::all(0)), camRvec, camTvec); // now pitch and yaw angles Mat rotPitch(3, 1, CV_64FC1); rotPitch.ptr(0)[0] = 0; rotPitch.ptr(0)[1] = pitch; rotPitch.ptr(0)[2] = 0; Mat rotYaw(3, 1, CV_64FC1); rotYaw.ptr(0)[0] = yaw; rotYaw.ptr(0)[1] = 0; rotYaw.ptr(0)[2] = 0; composeRT(rotPitch, Mat(3, 1, CV_64FC1, Scalar::all(0)), rotYaw, Mat(3, 1, CV_64FC1, Scalar::all(0)), rvec, tvec); // compose both rotations composeRT(camRvec, Mat(3, 1, CV_64FC1, Scalar::all(0)), rvec, Mat(3, 1, CV_64FC1, Scalar::all(0)), rvec, tvec); // Tvec, just move in z (camera) direction the specific distance tvec.ptr(0)[0] = 0.; tvec.ptr(0)[1] = 0.; tvec.ptr(0)[2] = distance; return rvec_tvec; } std::pair > getProjectMarker(int id, double yaw, double pitch, const aruco::DetectorParameters& parameters, const aruco::Dictionary& dictionary) { auto marker_corners = std::make_pair(Mat(imgMarkerSize, imgMarkerSize, CV_8UC1, Scalar::all(255)), vector()); Mat& img = marker_corners.first; vector& corners = marker_corners.second; // canonical image const int markerSizePixels = static_cast(imgMarkerSize/sqrt(2.f)); aruco::generateImageMarker(dictionary, id, markerSizePixels, img, parameters.markerBorderBits); // get rvec and tvec for the perspective const double distance = 0.1; auto rvec_tvec = MarkerPainter::getSyntheticRT(yaw, pitch, distance); Mat& rvec = rvec_tvec.first; Mat& tvec = rvec_tvec.second; const float markerLength = 0.05f; vector markerObjPoints; markerObjPoints.emplace_back(Point3f(-markerLength / 2.f, +markerLength / 2.f, 0)); markerObjPoints.emplace_back(markerObjPoints[0] + Point3f(markerLength, 0, 0)); markerObjPoints.emplace_back(markerObjPoints[0] + Point3f(markerLength, -markerLength, 0)); markerObjPoints.emplace_back(markerObjPoints[0] + Point3f(0, -markerLength, 0)); // project markers and draw them Mat distCoeffs(5, 1, CV_64FC1, Scalar::all(0)); projectPoints(markerObjPoints, rvec, tvec, cameraMatrix, distCoeffs, corners); vector originalCorners; originalCorners.emplace_back(Point2f(0.f, 0.f)); originalCorners.emplace_back(originalCorners[0]+Point2f((float)markerSizePixels, 0)); originalCorners.emplace_back(originalCorners[0]+Point2f((float)markerSizePixels, (float)markerSizePixels)); originalCorners.emplace_back(originalCorners[0]+Point2f(0, (float)markerSizePixels)); Mat transformation = getPerspectiveTransform(originalCorners, corners); warpPerspective(img, img, transformation, Size(imgMarkerSize, imgMarkerSize), INTER_NEAREST, BORDER_CONSTANT, Scalar::all(255)); return marker_corners; } std::pair > > getProjectMarkersTile(const int numMarkers, const aruco::DetectorParameters& params, const aruco::Dictionary& dictionary) { Mat tileImage(imgMarkerSize*numMarkers, imgMarkerSize*numMarkers, CV_8UC1, Scalar::all(255)); map > idCorners; int iter = 0, pitch = 0, yaw = 0; for (int i = 0; i < numMarkers; i++) { for (int j = 0; j < numMarkers; j++) { int currentId = iter; auto marker_corners = getProjectMarker(currentId, deg2rad(70+yaw), deg2rad(pitch), params, dictionary); Point2i startPoint(j*imgMarkerSize, i*imgMarkerSize); Mat tmp_roi = tileImage(Rect(startPoint.x, startPoint.y, imgMarkerSize, imgMarkerSize)); marker_corners.first.copyTo(tmp_roi); for (Point2f& point: marker_corners.second) point += static_cast(startPoint); idCorners[currentId] = marker_corners.second; auto test = idCorners[currentId]; yaw = (yaw + 10) % 51; // 70+yaw >= 70 && 70+yaw <= 120 iter++; } pitch = (pitch + 60) % 360; } return std::make_pair(tileImage, idCorners); } }; static inline double getMaxDistance(map > &golds, const vector& ids, const vector >& corners) { std::map mapDist; for (const auto& el : golds) mapDist[el.first] = std::numeric_limits::max(); for (size_t i = 0; i < ids.size(); i++) { int id = ids[i]; const auto gold_corners = golds.find(id); if (gold_corners != golds.end()) { double distance = 0.; for (int c = 0; c < 4; c++) distance = std::max(distance, cv::norm(gold_corners->second[c] - corners[i][c])); mapDist[id] = distance; } } return std::max_element(std::begin(mapDist), std::end(mapDist), [](const pair& p1, const pair& p2){return p1.second < p2.second;})->second; } PERF_TEST_P(EstimateAruco, ArucoFirst, ESTIMATE_PARAMS) { UseArucoParams testParams = GetParam(); aruco::Dictionary dictionary = aruco::getPredefinedDictionary(aruco::DICT_6X6_250); aruco::DetectorParameters detectorParams; detectorParams.minDistanceToBorder = 1; detectorParams.markerBorderBits = 1; detectorParams.cornerRefinementMethod = (int)cv::aruco::CORNER_REFINE_SUBPIX; const int markerSize = 100; const int numMarkersInRow = 9; //USE_ARUCO3 detectorParams.useAruco3Detection = get<0>(testParams); if (detectorParams.useAruco3Detection) { detectorParams.minSideLengthCanonicalImg = 32; detectorParams.minMarkerLengthRatioOriginalImg = 0.04f / numMarkersInRow; } aruco::ArucoDetector detector(dictionary, detectorParams); MarkerPainter painter(markerSize); auto image_map = painter.getProjectMarkersTile(numMarkersInRow, detectorParams, dictionary); // detect markers vector > corners; vector ids; TEST_CYCLE() { detector.detectMarkers(image_map.first, corners, ids); } ASSERT_EQ(numMarkersInRow*numMarkersInRow, static_cast(ids.size())); double maxDistance = getMaxDistance(image_map.second, ids, corners); ASSERT_LT(maxDistance, 3.); SANITY_CHECK_NOTHING(); } PERF_TEST_P(EstimateAruco, ArucoSecond, ESTIMATE_PARAMS) { UseArucoParams testParams = GetParam(); aruco::Dictionary dictionary = aruco::getPredefinedDictionary(aruco::DICT_6X6_250); aruco::DetectorParameters detectorParams; detectorParams.minDistanceToBorder = 1; detectorParams.markerBorderBits = 1; detectorParams.cornerRefinementMethod = (int)cv::aruco::CORNER_REFINE_SUBPIX; //USE_ARUCO3 detectorParams.useAruco3Detection = get<0>(testParams); if (detectorParams.useAruco3Detection) { detectorParams.minSideLengthCanonicalImg = 64; detectorParams.minMarkerLengthRatioOriginalImg = 0.f; } aruco::ArucoDetector detector(dictionary, detectorParams); const int markerSize = 200; const int numMarkersInRow = 11; MarkerPainter painter(markerSize); auto image_map = painter.getProjectMarkersTile(numMarkersInRow, detectorParams, dictionary); // detect markers vector > corners; vector ids; TEST_CYCLE() { detector.detectMarkers(image_map.first, corners, ids); } ASSERT_EQ(numMarkersInRow*numMarkersInRow, static_cast(ids.size())); double maxDistance = getMaxDistance(image_map.second, ids, corners); ASSERT_LT(maxDistance, 3.); SANITY_CHECK_NOTHING(); } struct Aruco3Params { bool useAruco3Detection = false; float minMarkerLengthRatioOriginalImg = 0.f; int minSideLengthCanonicalImg = 0; Aruco3Params(bool useAruco3, float minMarkerLen, int minSideLen): useAruco3Detection(useAruco3), minMarkerLengthRatioOriginalImg(minMarkerLen), minSideLengthCanonicalImg(minSideLen) {} friend std::ostream& operator<<(std::ostream& os, const Aruco3Params& d) { os << d.useAruco3Detection << " " << d.minMarkerLengthRatioOriginalImg << " " << d.minSideLengthCanonicalImg; return os; } }; typedef tuple> ArucoTestParams; typedef TestBaseWithParam EstimateLargeAruco; #define ESTIMATE_FHD_PARAMS Combine(Values(Aruco3Params(false, 0.f, 0), Aruco3Params(true, 0.f, 32), \ Aruco3Params(true, 0.015f, 32), Aruco3Params(true, 0.f, 16), Aruco3Params(true, 0.0069f, 16)), \ Values(std::make_pair(1440, 1), std::make_pair(480, 3), std::make_pair(144, 10))) PERF_TEST_P(EstimateLargeAruco, ArucoFHD, ESTIMATE_FHD_PARAMS) { ArucoTestParams testParams = GetParam(); aruco::Dictionary dictionary = aruco::getPredefinedDictionary(aruco::DICT_6X6_250); aruco::DetectorParameters detectorParams; detectorParams.minDistanceToBorder = 1; detectorParams.markerBorderBits = 1; detectorParams.cornerRefinementMethod = (int)cv::aruco::CORNER_REFINE_SUBPIX; //USE_ARUCO3 detectorParams.useAruco3Detection = get<0>(testParams).useAruco3Detection; if (detectorParams.useAruco3Detection) { detectorParams.minSideLengthCanonicalImg = get<0>(testParams).minSideLengthCanonicalImg; detectorParams.minMarkerLengthRatioOriginalImg = get<0>(testParams).minMarkerLengthRatioOriginalImg; } aruco::ArucoDetector detector(dictionary, detectorParams); const int markerSize = get<1>(testParams).first; // 1440 or 480 or 144 const int numMarkersInRow = get<1>(testParams).second; // 1 or 3 or 144 MarkerPainter painter(markerSize); // num pixels is 1440x1440 as in FHD 1920x1080 auto image_map = painter.getProjectMarkersTile(numMarkersInRow, detectorParams, dictionary); // detect markers vector > corners; vector ids; TEST_CYCLE() { detector.detectMarkers(image_map.first, corners, ids); } ASSERT_EQ(numMarkersInRow*numMarkersInRow, static_cast(ids.size())); double maxDistance = getMaxDistance(image_map.second, ids, corners); ASSERT_LT(maxDistance, 3.); SANITY_CHECK_NOTHING(); } }