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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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. 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.</description><identifier>ISSN: 1748-670X</identifier><identifier>EISSN: 1748-6718</identifier><identifier>DOI: 10.1155/2012/637360</identifier><identifier>PMID: 23082089</identifier><language>eng</language><publisher>Cairo, Egypt: Hindawi Puplishing Corporation</publisher><subject>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</subject><ispartof>Computational and mathematical methods in medicine, 2012-01, Vol.2012 (2012), p.1-16</ispartof><rights>Copyright © 2012 Aimi Salihah Abdul-Nasir et al.</rights><rights>Copyright © 2012 Aimi Salihah Abdul-Nasir et al. 2012</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c438t-fc65c8e2461628b0c28db10701e518bce7a08b75435979cb629984c69a73b86c3</citedby><cites>FETCH-LOGICAL-c438t-fc65c8e2461628b0c28db10701e518bce7a08b75435979cb629984c69a73b86c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3469202/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3469202/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23082089$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Durai, Kumar</contributor><creatorcontrib>Abdul-Nasir, Aimi Salihah</creatorcontrib><creatorcontrib>Mashor, Mohd Yusoff</creatorcontrib><creatorcontrib>Mohamed, Zeehaida</creatorcontrib><title>Modified Global and Modified Linear Contrast Stretching Algorithms : New Colour Contrast Enhancement Techniques for Microscopic Analysis of Malaria Slide Images</title><title>Computational and mathematical methods in medicine</title><addtitle>Comput Math Methods Med</addtitle><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.</description><subject>Algorithms</subject><subject>Animals</subject><subject>Color</subject><subject>Erythrocytes - parasitology</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted</subject><subject>Linear Models</subject><subject>Malaria - blood</subject><subject>Malaria - diagnosis</subject><subject>Malaria - parasitology</subject><subject>Microbiology</subject><subject>Microscopy - methods</subject><subject>Plasmodium vivax - parasitology</subject><subject>Trophozoites - metabolism</subject><issn>1748-670X</issn><issn>1748-6718</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2012</creationdate><recordtype>article</recordtype><sourceid>RHX</sourceid><sourceid>EIF</sourceid><recordid>eNqF0ctu1DAYBeAIgWgprFiDvESgob7El7BAGo1KqTQDixaJneU4fyZGjj3YGaq-DY9KopSorFjZsj8dX05RvCT4PSGcn1NM6Llgkgn8qDglslQrIYl6vMzx95PiWc4_MOZEcvK0OKEMK4pVdVr83sXGtQ4adOljbTwyoUHL2tYFMAltYhiSyQO6HhIMtnNhj9Z-H5Mbuj6jD-gL3I7Ix-MDexE6Eyz0EAZ0A7YL7ucRMmpjQjtnU8w2HpxF62D8XXYZxRbtjDfJGXTtXQPoqjd7yM-LJ63xGV7cj2fFt08XN5vPq-3Xy6vNeruyJVPDqrWCWwW0FERQVWNLVVMTLDEBTlRtQRqsaslLxitZ2VrQqlKlFZWRrFbCsrPi45x7ONY9NBamZ3h9SK436U5H4_S_O8F1eh9_aVaKimI6Bry5D0hxeumge5cteG8CxGPWhJCy4oQqNdJ3M52-ISdol2MI1lOneupUz52O-vXDmy32b4kjeDuDsZjG3Lr_pL2aMYwEWrPgUklCK_YH_4K1cA</recordid><startdate>20120101</startdate><enddate>20120101</enddate><creator>Abdul-Nasir, Aimi Salihah</creator><creator>Mashor, Mohd Yusoff</creator><creator>Mohamed, Zeehaida</creator><general>Hindawi Puplishing Corporation</general><general>Hindawi Publishing Corporation</general><scope>ADJCN</scope><scope>AHFXO</scope><scope>RHU</scope><scope>RHW</scope><scope>RHX</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20120101</creationdate><title>Modified Global and Modified Linear Contrast Stretching Algorithms : New Colour Contrast Enhancement Techniques for Microscopic Analysis of Malaria Slide Images</title><author>Abdul-Nasir, Aimi Salihah ; Mashor, Mohd Yusoff ; Mohamed, Zeehaida</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c438t-fc65c8e2461628b0c28db10701e518bce7a08b75435979cb629984c69a73b86c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Algorithms</topic><topic>Animals</topic><topic>Color</topic><topic>Erythrocytes - parasitology</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted</topic><topic>Linear Models</topic><topic>Malaria - blood</topic><topic>Malaria - diagnosis</topic><topic>Malaria - parasitology</topic><topic>Microbiology</topic><topic>Microscopy - methods</topic><topic>Plasmodium vivax - parasitology</topic><topic>Trophozoites - metabolism</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Abdul-Nasir, Aimi Salihah</creatorcontrib><creatorcontrib>Mashor, Mohd Yusoff</creatorcontrib><creatorcontrib>Mohamed, Zeehaida</creatorcontrib><collection>الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals</collection><collection>معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete</collection><collection>Hindawi Publishing Complete</collection><collection>Hindawi Publishing Subscription Journals</collection><collection>Hindawi Publishing Open Access Journals</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Computational and mathematical methods in medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Abdul-Nasir, Aimi Salihah</au><au>Mashor, Mohd Yusoff</au><au>Mohamed, Zeehaida</au><au>Durai, Kumar</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Modified Global and Modified Linear Contrast Stretching Algorithms : New Colour Contrast Enhancement Techniques for Microscopic Analysis of Malaria Slide Images</atitle><jtitle>Computational and mathematical methods in medicine</jtitle><addtitle>Comput Math Methods Med</addtitle><date>2012-01-01</date><risdate>2012</risdate><volume>2012</volume><issue>2012</issue><spage>1</spage><epage>16</epage><pages>1-16</pages><issn>1748-670X</issn><eissn>1748-6718</eissn><abstract>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.</abstract><cop>Cairo, Egypt</cop><pub>Hindawi Puplishing Corporation</pub><pmid>23082089</pmid><doi>10.1155/2012/637360</doi><tpages>16</tpages><oa>free_for_read</oa></addata></record> |
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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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