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OpenCV Computer Vision with Java

You're reading from   OpenCV Computer Vision with Java Create multiplatform computer vision desktop and web applications using the combination of OpenCV and Java

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Product type Paperback
Published in Jul 2015
Publisher
ISBN-13 9781783283972
Length 174 pages
Edition 1st Edition
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Author (1):
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Daniel Lelis Baggio Daniel Lelis Baggio
Author Profile Icon Daniel Lelis Baggio
Daniel Lelis Baggio
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Table of Contents (9) Chapters Close

Preface 1. Setting Up OpenCV for Java FREE CHAPTER 2. Handling Matrices, Files, Cameras, and GUIs 3. Image Filters and Morphological Operators 4. Image Transforms 5. Object Detection Using Ada Boost and Haar Cascades 6. Detecting Foreground and Background Regions and Depth with a Kinect Device 7. OpenCV on the Server Side Index

Distance transforms


Simply put, a distance transform applied to an image will generate an output image whose pixel values will be the closest distance to a zero-valued pixel in the input image. Basically, they will have the closest distance to the background, given a specified distance measure. The following screenshot gives you an idea of what happens to the silhouette of a human body:

Human silhouette by J E Theriot

This transform can be very useful in the process of getting the topological skeleton of a given segmented image as well as to produce blurring effects. Another interesting application of this transform is in the segmentation of overlapping objects, along with a watershed.

Generally, the distance transform is applied to an edge image, which results from a Canny filter. We are going to make use of Imgproc's distanceTransform method, which can be seen in action in the distance project, which you can find in this chapter's source code. Here are the most important lines of this example...

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