How to fit ellipses around possible objects in an image using OpenCV Java?

JavaObject Oriented ProgrammingProgramming

You can fit an ellipse over a shape using the fitEllipse() method of the org.opencv.imgproc.Imgproc class. This method accepts an object of MatOfPoint2f class, calculates the ellipse that would fit the given set of points and returns a RotatedRect object.

Using this you can draw ellipses around the possible objects in an image. To do so,

  • Read an image using the imread() method of the Imgproc class.

  • Convert it into a grayscale image using the cvtColor() method of the Imgproc class.

  • Convert the gray image to binary using the threshold() method of the Imgproc class.

  • Find the contours in the image using the findContours() method of the Imgproc class.

  • Now, get the RotatedRec objects for the possible contours bypassing each contour value as MatOfPoint2f to the fitEllipse() method.

  • Finally, draw ellipses around the possible shapes using the ellipse() method.

Note − To fit the ellipse the object should contain at least five points.

Example

import java.util.ArrayList;
import java.util.List;
import org.opencv.core.Core;
import org.opencv.core.Mat;
import org.opencv.core.MatOfPoint;
import org.opencv.core.MatOfPoint2f;
import org.opencv.core.RotatedRect;
import org.opencv.core.Scalar;
import org.opencv.highgui.HighGui;
import org.opencv.imgcodecs.Imgcodecs;
import org.opencv.imgproc.Imgproc;
public class FitEllipseExample {
   public static void main(String args[]) throws Exception {
      //Loading the OpenCV core library
      System.loadLibrary( Core.NATIVE_LIBRARY_NAME );
      //Reading the contents of the image
      String file ="D:\\Images\\javafx_graphical.jpg";
      Mat src = Imgcodecs.imread(file);
      //Converting the source image to binary
      Mat gray = new Mat(src.rows(), src.cols(), src.type());
      Imgproc.cvtColor(src, gray, Imgproc.COLOR_BGR2GRAY);
      Mat binary = new Mat(src.rows(), src.cols(), src.type(), new Scalar(0));
      Imgproc.threshold(gray, binary, 100, 255, Imgproc.THRESH_BINARY_INV);
      //Finding Contours
      List<MatOfPoint> contours = new ArrayList<>();
      Mat hierarchey = new Mat();
      Imgproc.findContours(binary, contours, hierarchey, Imgproc.RETR_TREE,
      Imgproc.CHAIN_APPROX_SIMPLE);
      //Empty rectangle
      RotatedRect[] rec = new RotatedRect[contours.size()];
      for (int i = 0; i < contours.size(); i++) {
         rec[i] = new RotatedRect();
         if (contours.get(i).rows() > 5) {
            rec[i] = Imgproc.fitEllipse(new MatOfPoint2f(contours.get(i).toArray()));
         }
         Scalar color_elli = new Scalar(190, 0, 0);
         Imgproc.ellipse(src, rec[i], color_elli, 5);
      }
      HighGui.imshow("Contours operation", src);
      HighGui.waitKey();
   }
}

 

Input Image

  


Output



raja
Published on 13-Apr-2020 09:19:19
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