Please use this identifier to cite or link to this item:
http://dspace.unimap.edu.my:80/xmlui/handle/123456789/29361
Title: | Detection of tubercle bacilli in Ziehl-Neelsen stained sputum slide images using Hu’s moment and HMLP network |
Authors: | Rafikha Aliana, A. Raof Mohd Yusoff, Mashor, Prof. Dr. R. Badlishah, Ahmad, Prof. Dr. Noor, S. S. M. M. A. Abdullah M. K. Osman rafikha@unimap.edu.my yusoff@unimap.edu.my |
Keywords: | Image processing Classification Neural network Tuberculosis Ziehl-Neelsen |
Issue Date: | 18-Jun-2012 |
Publisher: | Universiti Malaysia Perlis (UniMAP) |
Citation: | p. 1098 - 1104 |
Series/Report no.: | Proceedings of The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012); |
Abstract: | Manual screening by light microscopy is the most widely used method for tubercle bacilli detection in the developing country. However, it is a time consuming and labour-intensive process. In this paper, a method using image processing technique and neural network classification has been proposed for automated tubercle bacilli detection in sputum slide images. The method mainly consists of three main stages: image segmentation, feature extraction and identification. Hybrid multilayered perceptron (HMLP) network using modified recursive prediction error training algorithm have been used to perform TB identification. Experimental results demonstrated that the HMLP network achieved the classification accuracy with percentage of 73.9%. |
Description: | The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Postgraduates Student Association Ireland (MyPSI), 18th - 19th June 2012 at Putra World Trade Center (PWTC), Kuala Lumpur, Malaysia. |
URI: | http://dspace.unimap.edu.my/123456789/29361 |
ISBN: | 978-967-5760-11-2 |
Appears in Collections: | Conference Papers Mohd Yusoff Mashor, Prof. Dr. R. Badlishah Ahmad, Prof. Ir. Ts. Dr. |
Files in This Item:
File | Description | Size | Format | |
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pg 1098 - 1104.pdf | Access is limited to UniMAP community | 408.95 kB | Adobe PDF | View/Open |
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