The distance transform operator generally takes binary images as inputs. In this operation, the gray level intensities of the points inside the foreground regions are changed to distance their respective distances from the closest 0 value (boundary).
You can apply distance transform in OpenCV using the method distanceTransform(). Following is the syntax of this method.
distanceTransform(src, dst, distanceType, maskSize)
This method accepts the following parameters −
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src − An object of the class Mat representing the source (input) image.
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dst − An object of the class Mat representing the destination (output) image.
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distanceType − A variable of the type integer representing the type of the distance transformation to be applied.
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maskSize − A variable of integer type representing the mask size to be used.
Example
The following program demonstrates how to perform distance transformation operation on a given image.
import org.opencv.core.Core; import org.opencv.core.Mat; import org.opencv.imgcodecs.Imgcodecs; import org.opencv.imgproc.Imgproc; public class DistanceTransform { public static void main(String args[]) { // Loading the OpenCV core library System.loadLibrary( Core.NATIVE_LIBRARY_NAME ); // Reading the Image from the file and storing it in to a Matrix object String file ="E:/OpenCV/chap19/input.jpg"; Mat src = Imgcodecs.imread(file,0); // Creating an empty matrix to store the results Mat dst = new Mat(); Mat binary = new Mat(); // Converting the grayscale image to binary image Imgproc.threshold(src, binary, 100, 255, Imgproc.THRESH_BINARY); // Applying distance transform Imgproc.distanceTransform(mat, dst, Imgproc.DIST_C, 3); // Writing the image Imgcodecs.imwrite("E:/OpenCV/chap19/distnceTransform.jpg", dst); System.out.println("Image Processed"); } }
Assume that following is the input image input.jpg specified in the above program.
Output
On executing the program, you will get the following output −
Image Processed
If you open the specified path, you can observe the output image as follows −
Types of Distance Transform Operations
In addition to the distance operation type DIST_C demonstrated in the previous example, OpenCV caters various other types of distance transform operations. All these types are represented by predefined static fields (fixed values) of Imgproc class.
You can choose the type of the distance transform operation you need, by passing its respective predefined value to the parameter named distanceType of the distanceTransform() method.
// Applying distance transform Imgproc.distanceTransform(mat, dst, Imgproc.DIST_C, 3);
Following are the values representing various types of distanceTransform operations and their respective outputs.
Operation and Description | Output |
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DIST_C | |
DIST_L1 | |
DIST_L2 | |
DIST_LABEL_PIXEL | |
DIST_MASK_3 |
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