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0000000000..71a0b72637 --- /dev/null +++ b/samples/cpp/tutorial_code/ml/introduction_to_pca/introduction_to_pca.cpp @@ -0,0 +1,146 @@ +/** + * @file introduction_to_pca.cpp + * @brief This program demonstrates how to use OpenCV PCA to extract the orienation of an object + * @author OpenCV team + */ + +#include +#include + +using namespace std; +using namespace cv; + +// Function declarations +void drawAxis(Mat&, Point, Point, Scalar, const float); +double getOrientation(const vector &, Mat&); + +/** + * @function drawAxis + */ +void drawAxis(Mat& img, Point p, Point q, Scalar colour, const float scale = 0.2) +{ +//! [visualization1] + double angle; + double hypotenuse; + angle = atan2( (double) p.y - q.y, (double) p.x - q.x ); // angle in radians + hypotenuse = sqrt( (p.y - q.y) * (p.y - q.y) + (p.x - q.x) * (p.x - q.x)); +// double degrees = angle * 180 / CV_PI; // convert radians to degrees (0-180 range) +// cout << "Degrees: " << abs(degrees - 180) << endl; // angle in 0-360 degrees range + + // Here we lengthen the arrow by a factor of scale + q.x = (int) (p.x - scale * hypotenuse * cos(angle)); + q.y = (int) (p.y - scale * hypotenuse * sin(angle)); + line(img, p, q, colour, 1, CV_AA); + + // create the arrow hooks + p.x = (int) (q.x + 9 * cos(angle + CV_PI / 4)); + p.y = (int) (q.y + 9 * sin(angle + CV_PI / 4)); + line(img, p, q, colour, 1, CV_AA); + + p.x = (int) (q.x + 9 * cos(angle - CV_PI / 4)); + p.y = (int) (q.y + 9 * sin(angle - CV_PI / 4)); + line(img, p, q, colour, 1, CV_AA); +//! [visualization1] +} + +/** + * @function getOrientation + */ +double getOrientation(const vector &pts, Mat &img) +{ +//! [pca] + //Construct a buffer used by the pca analysis + int sz = static_cast(pts.size()); + Mat data_pts = Mat(sz, 2, CV_64FC1); + for (int i = 0; i < data_pts.rows; ++i) + { + data_pts.at(i, 0) = pts[i].x; + data_pts.at(i, 1) = pts[i].y; + } + + //Perform PCA analysis + PCA pca_analysis(data_pts, Mat(), CV_PCA_DATA_AS_ROW); + + //Store the center of the object + Point cntr = Point(static_cast(pca_analysis.mean.at(0, 0)), + static_cast(pca_analysis.mean.at(0, 1))); + + //Store the eigenvalues and eigenvectors + vector eigen_vecs(2); + vector eigen_val(2); + for (int i = 0; i < 2; ++i) + { + eigen_vecs[i] = Point2d(pca_analysis.eigenvectors.at(i, 0), + pca_analysis.eigenvectors.at(i, 1)); + + eigen_val[i] = pca_analysis.eigenvalues.at(0, i); + } + +//! [pca] +//! [visualization] + // Draw the principal components + circle(img, cntr, 3, Scalar(255, 0, 255), 2); + Point p1 = cntr + 0.02 * Point(static_cast(eigen_vecs[0].x * eigen_val[0]), static_cast(eigen_vecs[0].y * eigen_val[0])); + Point p2 = cntr - 0.02 * Point(static_cast(eigen_vecs[1].x * eigen_val[1]), static_cast(eigen_vecs[1].y * eigen_val[1])); + drawAxis(img, cntr, p1, Scalar(0, 255, 0), 1); + drawAxis(img, cntr, p2, Scalar(255, 255, 0), 5); + + double angle = atan2(eigen_vecs[0].y, eigen_vecs[0].x); // orientation in radians +//! [visualization] + + return angle; +} + +/** + * @function main + */ +int main(int, char** argv) +{ +//! [pre-process] + // Load image +// Mat src = imread("pca_test1.jpg"); + Mat src = imread(argv[1]); + + // Check if image is loaded successfully + if(!src.data || src.empty()) + { + cout << "Problem loading image!!!" << endl; + return EXIT_FAILURE; + } + + imshow("src", src); + + // Convert image to grayscale + Mat gray; + cvtColor(src, gray, COLOR_BGR2GRAY); + + // Convert image to binary + Mat bw; + threshold(gray, bw, 50, 255, CV_THRESH_BINARY | CV_THRESH_OTSU); +//! [pre-process] + +//! [contours] + // Find all the contours in the thresholded image + vector hierarchy; + vector > contours; + findContours(bw, contours, hierarchy, CV_RETR_LIST, CV_CHAIN_APPROX_NONE); + + for (size_t i = 0; i < contours.size(); ++i) + { + // Calculate the area of each contour + double area = contourArea(contours[i]); + // Ignore contours that are too small or too large + if (area < 1e2 || 1e5 < area) continue; + + // Draw each contour only for visualisation purposes + drawContours(src, contours, static_cast(i), Scalar(0, 0, 255), 2, 8, hierarchy, 0); + // Find the orientation of each shape + getOrientation(contours[i], src); + } +//! 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