/** * @file SobelDemo.java * @brief Sample code using Sobel and/or Scharr OpenCV functions to make a simple Edge Detector */ import org.opencv.core.*; import org.opencv.highgui.HighGui; import org.opencv.imgcodecs.Imgcodecs; import org.opencv.imgproc.Imgproc; class SobelDemoRun { public void run(String[] args) { //! [declare_variables] // First we declare the variables we are going to use Mat src, src_gray = new Mat(); Mat grad = new Mat(); String window_name = "Sobel Demo - Simple Edge Detector"; int scale = 1; int delta = 0; int ddepth = CvType.CV_16S; //! [declare_variables] //! [load] // As usual we load our source image (src) // Check number of arguments if (args.length == 0){ System.out.println("Not enough parameters!"); System.out.println("Program Arguments: [image_path]"); System.exit(-1); } // Load the image src = Imgcodecs.imread(args[0]); // Check if image is loaded fine if( src.empty() ) { System.out.println("Error opening image: " + args[0]); System.exit(-1); } //! [load] //! [reduce_noise] // Remove noise by blurring with a Gaussian filter ( kernel size = 3 ) Imgproc.GaussianBlur( src, src, new Size(3, 3), 0, 0, Core.BORDER_DEFAULT ); //! [reduce_noise] //! [convert_to_gray] // Convert the image to grayscale Imgproc.cvtColor( src, src_gray, Imgproc.COLOR_RGB2GRAY ); //! [convert_to_gray] //! [sobel] /// Generate grad_x and grad_y Mat grad_x = new Mat(), grad_y = new Mat(); Mat abs_grad_x = new Mat(), abs_grad_y = new Mat(); /// Gradient X //Imgproc.Scharr( src_gray, grad_x, ddepth, 1, 0, scale, delta, Core.BORDER_DEFAULT ); Imgproc.Sobel( src_gray, grad_x, ddepth, 1, 0, 3, scale, delta, Core.BORDER_DEFAULT ); /// Gradient Y //Imgproc.Scharr( src_gray, grad_y, ddepth, 0, 1, scale, delta, Core.BORDER_DEFAULT ); Imgproc.Sobel( src_gray, grad_y, ddepth, 0, 1, 3, scale, delta, Core.BORDER_DEFAULT ); //! [sobel] //![convert] // converting back to CV_8U Core.convertScaleAbs( grad_x, abs_grad_x ); Core.convertScaleAbs( grad_y, abs_grad_y ); //![convert] //! [add_weighted] /// Total Gradient (approximate) Core.addWeighted( abs_grad_x, 0.5, abs_grad_y, 0.5, 0, grad ); //! [add_weighted] //! [display] HighGui.imshow( window_name, grad ); HighGui.waitKey(0); //! [display] System.exit(0); } } public class SobelDemo { public static void main(String[] args) { // Load the native library. System.loadLibrary(Core.NATIVE_LIBRARY_NAME); new SobelDemoRun().run(args); } }