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Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis

Diabetic retinopathy (DR) is a leading cause of vision loss in diabetic patients. DR is mainly caused due to the damage of retinal blood vessels in the diabetic patients. It is essential to detect and segment the retinal blood vessels for DR detection and diagnosis, which prevents earlier vision los...

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Autores principales: Siva Sundhara Raja, D., Vasuki, S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4355346/
https://www.ncbi.nlm.nih.gov/pubmed/25810749
http://dx.doi.org/10.1155/2015/419279
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author Siva Sundhara Raja, D.
Vasuki, S.
author_facet Siva Sundhara Raja, D.
Vasuki, S.
author_sort Siva Sundhara Raja, D.
collection PubMed
description Diabetic retinopathy (DR) is a leading cause of vision loss in diabetic patients. DR is mainly caused due to the damage of retinal blood vessels in the diabetic patients. It is essential to detect and segment the retinal blood vessels for DR detection and diagnosis, which prevents earlier vision loss in diabetic patients. The computer aided automatic detection and segmentation of blood vessels through the elimination of optic disc (OD) region in retina are proposed in this paper. The OD region is segmented using anisotropic diffusion filter and subsequentially the retinal blood vessels are detected using mathematical binary morphological operations. The proposed methodology is tested on two different publicly available datasets and achieved 93.99% sensitivity, 98.37% specificity, 98.08% accuracy in DRIVE dataset and 93.6% sensitivity, 98.96% specificity, and 95.94% accuracy in STARE dataset, respectively.
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spelling pubmed-43553462015-03-25 Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis Siva Sundhara Raja, D. Vasuki, S. Comput Math Methods Med Research Article Diabetic retinopathy (DR) is a leading cause of vision loss in diabetic patients. DR is mainly caused due to the damage of retinal blood vessels in the diabetic patients. It is essential to detect and segment the retinal blood vessels for DR detection and diagnosis, which prevents earlier vision loss in diabetic patients. The computer aided automatic detection and segmentation of blood vessels through the elimination of optic disc (OD) region in retina are proposed in this paper. The OD region is segmented using anisotropic diffusion filter and subsequentially the retinal blood vessels are detected using mathematical binary morphological operations. The proposed methodology is tested on two different publicly available datasets and achieved 93.99% sensitivity, 98.37% specificity, 98.08% accuracy in DRIVE dataset and 93.6% sensitivity, 98.96% specificity, and 95.94% accuracy in STARE dataset, respectively. Hindawi Publishing Corporation 2015 2015-02-24 /pmc/articles/PMC4355346/ /pubmed/25810749 http://dx.doi.org/10.1155/2015/419279 Text en Copyright © 2015 D. Siva Sundhara Raja and S. Vasuki. https://creativecommons.org/licenses/by/3.0/ 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
Siva Sundhara Raja, D.
Vasuki, S.
Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis
title Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis
title_full Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis
title_fullStr Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis
title_full_unstemmed Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis
title_short Automatic Detection of Blood Vessels in Retinal Images for Diabetic Retinopathy Diagnosis
title_sort automatic detection of blood vessels in retinal images for diabetic retinopathy diagnosis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4355346/
https://www.ncbi.nlm.nih.gov/pubmed/25810749
http://dx.doi.org/10.1155/2015/419279
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