Difference between revisions of "Multi Otsu Threshold"

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Image:Blobs_MultiOtsu_3.png|Third class: the bright pixels form the blobs centers
 
Image:Blobs_MultiOtsu_3.png|Third class: the bright pixels form the blobs centers
 
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Revision as of 04:01, 22 September 2008

Multi Otsu Threshold (ImageJ)
Author Yasunari Tosa
Maintainer
File Multi_OtsuThreshold.class
Source Multi_OtsuThreshold.java
Initial release 14 April 2006
Development status stable
Category Segmentation
Website [1]


Purpose

This plugin segments the image in classes by thresholding. It uses the same algorithm found in Otsu Thresholding, but was adapted to output more than 2 classes out of the process.

Documentation

This plugin implements an algorithm described in the following paper Liao, P-S. & Chung, P-C. (September 2001), "A fast algorithm for multilevel thresholding", Journal of Information Science and Engineering 17 (5): 713-727, <http://www.iis.sinica.edu.tw/page/jise/2001/200109_01.pdf>

A thresholding algorithm will typically classify pixels in two classes (or two set of objects): the one that have their intensity lower than a certain threshold (generally, the background), and the other (the interesting features). This plugin is based on the Otsu Thresholding technique, adapted to generate multiple thresholds and multiple classes from one single image.

For example, by setting the desired number of classes to 3 (the algorithm then needs to find 2 thresholds), one can get background pixels, bright pixels and intermediate pixels. This might be of interest for images where there is such a pixel populations. In the example depicted below, based on the blob image, one could get the background, the blobs center and the blob edges out of it.