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Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite
Malaria is a vector borne disease widely occurring at equatorial region. Even after decades of campaigning of malaria control, still today it is high mortality causing disease due to improper and late diagnosis. To prevent number of people getting affected by malaria, the diagnosis should be in earl...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4876235/ https://www.ncbi.nlm.nih.gov/pubmed/27247560 http://dx.doi.org/10.1155/2016/7214156 |
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author | Bairagi, Vinayak K. Charpe, Kshipra C. |
author_facet | Bairagi, Vinayak K. Charpe, Kshipra C. |
author_sort | Bairagi, Vinayak K. |
collection | PubMed |
description | Malaria is a vector borne disease widely occurring at equatorial region. Even after decades of campaigning of malaria control, still today it is high mortality causing disease due to improper and late diagnosis. To prevent number of people getting affected by malaria, the diagnosis should be in early stage and accurate. This paper presents an automatic method for diagnosis of malaria parasite in the blood images. Image processing techniques are used for diagnosis of malaria parasite and to detect their stages. The diagnosis of parasite stages is done using features like statistical features and textural features of malaria parasite in blood images. This paper gives a comparison of the textural based features individually used and used in group together. The comparison is made by considering the accuracy, sensitivity, and specificity of the features for the same images in database. |
format | Online Article Text |
id | pubmed-4876235 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-48762352016-05-31 Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite Bairagi, Vinayak K. Charpe, Kshipra C. Int J Biomed Imaging Research Article Malaria is a vector borne disease widely occurring at equatorial region. Even after decades of campaigning of malaria control, still today it is high mortality causing disease due to improper and late diagnosis. To prevent number of people getting affected by malaria, the diagnosis should be in early stage and accurate. This paper presents an automatic method for diagnosis of malaria parasite in the blood images. Image processing techniques are used for diagnosis of malaria parasite and to detect their stages. The diagnosis of parasite stages is done using features like statistical features and textural features of malaria parasite in blood images. This paper gives a comparison of the textural based features individually used and used in group together. The comparison is made by considering the accuracy, sensitivity, and specificity of the features for the same images in database. Hindawi Publishing Corporation 2016 2016-05-09 /pmc/articles/PMC4876235/ /pubmed/27247560 http://dx.doi.org/10.1155/2016/7214156 Text en Copyright © 2016 V. K. Bairagi and K. C. Charpe. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Bairagi, Vinayak K. Charpe, Kshipra C. Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite |
title | Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite |
title_full | Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite |
title_fullStr | Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite |
title_full_unstemmed | Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite |
title_short | Comparison of Texture Features Used for Classification of Life Stages of Malaria Parasite |
title_sort | comparison of texture features used for classification of life stages of malaria parasite |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4876235/ https://www.ncbi.nlm.nih.gov/pubmed/27247560 http://dx.doi.org/10.1155/2016/7214156 |
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