Modified Global and Modified Linear Contrast Stretching Algorithms : New Colour Contrast Enhancement Techniques for Microscopic Analysis of Malaria Slide Images

Malaria is one of the serious global health problem, causing widespread sufferings and deaths in various parts of the world. With the large number of cases diagnosed over the year, early detection and accurate diagnosis which facilitates prompt treatment is an essential requirement to control malari...

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Veröffentlicht in:Computational and mathematical methods in medicine 2012-01, Vol.2012 (2012), p.1-16
Hauptverfasser: Abdul-Nasir, Aimi Salihah, Mashor, Mohd Yusoff, Mohamed, Zeehaida
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container_issue 2012
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container_title Computational and mathematical methods in medicine
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creator Abdul-Nasir, Aimi Salihah
Mashor, Mohd Yusoff
Mohamed, Zeehaida
description Malaria is one of the serious global health problem, causing widespread sufferings and deaths in various parts of the world. With the large number of cases diagnosed over the year, early detection and accurate diagnosis which facilitates prompt treatment is an essential requirement to control malaria. For centuries now, manual microscopic examination of blood slide remains the gold standard for malaria diagnosis. However, low contrast of the malaria and variable smears quality are some factors that may influence the accuracy of interpretation by microbiologists. In order to reduce this problem, this paper aims to investigate the performance of the proposed contrast enhancement techniques namely, modified global and modified linear contrast stretching as well as the conventional global and linear contrast stretching that have been applied on malaria images of P. vivax species. The results show that the proposed modified global and modified linear contrast stretching techniques have successfully increased the contrast of the parasites and the infected red blood cells compared to the conventional global and linear contrast stretching. Hence, the resultant images would become useful to microbiologists for identification of various stages and species of malaria.
doi_str_mv 10.1155/2012/637360
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With the large number of cases diagnosed over the year, early detection and accurate diagnosis which facilitates prompt treatment is an essential requirement to control malaria. For centuries now, manual microscopic examination of blood slide remains the gold standard for malaria diagnosis. However, low contrast of the malaria and variable smears quality are some factors that may influence the accuracy of interpretation by microbiologists. In order to reduce this problem, this paper aims to investigate the performance of the proposed contrast enhancement techniques namely, modified global and modified linear contrast stretching as well as the conventional global and linear contrast stretching that have been applied on malaria images of P. vivax species. 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subjects Algorithms
Animals
Color
Erythrocytes - parasitology
Humans
Image Processing, Computer-Assisted
Linear Models
Malaria - blood
Malaria - diagnosis
Malaria - parasitology
Microbiology
Microscopy - methods
Plasmodium vivax - parasitology
Trophozoites - metabolism
title Modified Global and Modified Linear Contrast Stretching Algorithms : New Colour Contrast Enhancement Techniques for Microscopic Analysis of Malaria Slide Images
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