How to add noise to image using Java OpenCV library?
Add noise to a given image using OpenCV -
Read the contents of the given image into a Mat object.
Create two empty matrices to store the noise and results
Create two MatOfDouble matrices to store the mean and standard deviation.
Use the meanStdDev() function to obtain the mean and standard deviation values Use the randn() method to create a matrix with random elements (used to store noise).
Pass the source, mean and standard deviation created above to this method objects.
Finally, the noise matrix and the source matrix are added and saved as the target matrix.
Example
import java.awt.Image; import java.awt.image.BufferedImage; import java.io.IOException; import javafx.application.Application; import javafx.embed.swing.SwingFXUtils; import javafx.scene.Group; import javafx.scene.Scene; import javafx.scene.image.ImageView; import javafx.scene.image.WritableImage; import javafx.stage.Stage; import org.opencv.core.Core; import org.opencv.core.Mat; import org.opencv.core.MatOfDouble; import org.opencv.highgui.HighGui; import org.opencv.imgcodecs.Imgcodecs; public class AddingNoise extends Application { public void start(Stage stage) throws IOException { //Loading the OpenCV core library System.loadLibrary(Core.NATIVE_LIBRARY_NAME); //Reading the Image from the file String file ="D://images//elephant.jpg"; Mat src = Imgcodecs.imread(file); System.out.println("Image Loaded"); //Creating destination matrix Mat dst = new Mat(src.rows(), src.cols(), src.type()); //Creating a matrix for the noise Mat noise = new Mat(src.rows(), src.cols(), src.type()); //Calculating the mean and standard deviation MatOfDouble mean = new MatOfDouble(); MatOfDouble dev = new MatOfDouble(); Core.meanStdDev(src, mean, dev); //Filling the noise matrix Core.randn(noise, mean.get(0,0)[0], dev.get(0,0)[0]); //Adding noise to the destination Core.add(src, noise, dst); //Converting matrix to JavaFX writable image Image img = HighGui.toBufferedImage(dst); WritableImage writableImage= SwingFXUtils.toFXImage((BufferedImage) img, null); //Setting the image view ImageView imageView = new ImageView(writableImage); imageView.setX(10); imageView.setY(10); imageView.setFitWidth(575); imageView.setPreserveRatio(true); //Setting the Scene object Group root = new Group(imageView); Scene scene = new Scene(root, 595, 400); stage.setTitle("Adding Noise Example"); stage.setScene(scene); stage.show(); } public static void main(String args[]) { launch(args); } }
Input image
Output
After executing the above program, the following output will be generated−
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