Supervised retinal vessel segmentation based on neural network using broader aging dataset

Supervised retinal vessel segmentation based on neural network using broader aging dataset

Retina image quality is affected by numerous factors including aging, refractive condition, and media opacity. Distracters that exist in certain age groups may not be present in another. This is evident when the retinal nerve fiber layer is more visible in younger age group, tricking the vessel seg...

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Main Authors: Che Azemin, Mohd. Zulfaezal, Abd Hamid, Fadilah, Mohd Tamrin, Mohd Izzuddin, Muhamad Amin, Anang Hudaya
Format: Conference or Workshop Item
Language:English
English
Published: 2014
Subjects:
RE Ophthalmology
TK7885 Computer engineering
Online Access:http://irep.iium.edu.my/39631/
http://irep.iium.edu.my/39631/
http://irep.iium.edu.my/39631/1/IWBBIO_2014_paper_131.pdf
http://irep.iium.edu.my/39631/4/IWBBIO_2014_DEFINITIVE_PROGRAM.pdf
id iium-39631
recordtype eprints
spelling iium-396312015-10-15T09:18:18Z http://irep.iium.edu.my/39631/ Supervised retinal vessel segmentation based on neural network using broader aging dataset Che Azemin, Mohd. Zulfaezal Abd Hamid, Fadilah Mohd Tamrin, Mohd Izzuddin Muhamad Amin, Anang Hudaya RE Ophthalmology TK7885 Computer engineering Retina image quality is affected by numerous factors including aging, refractive condition, and media opacity. Distracters that exist in certain age groups may not be present in another. This is evident when the retinal nerve fiber layer is more visible in younger age group, tricking the vessel segmentation algorithm to label it as vessel thus affecting the specificity performance of the supervised retinal ves-sel segmentation. This research work aims to investigate the impact of aging to the performance of the supervised vessel segmentation. The results suggest dif-ferent age groups affect different aspect of the segmentation performance. Sensi-tivity is estimated to reduce by 4.633% for every 10- year increase of age (p<0.001), and specificity is estimated to reduce by 0.543% for every 10-year decrease of age (p<0.001). 2014 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/39631/1/IWBBIO_2014_paper_131.pdf application/pdf en http://irep.iium.edu.my/39631/4/IWBBIO_2014_DEFINITIVE_PROGRAM.pdf Che Azemin, Mohd. Zulfaezal and Abd Hamid, Fadilah and Mohd Tamrin, Mohd Izzuddin and Muhamad Amin, Anang Hudaya (2014) Supervised retinal vessel segmentation based on neural network using broader aging dataset. In: International Work-Conference on Bioinformatics and Biomedical Engineering (IWBBIO 2014), 7th-9th April 2014, Granada, Spain. http://iwbbio.ugr.es/2014/papers/IWBBIO_2014_paper_131.pdf
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
English
topic RE Ophthalmology
TK7885 Computer engineering
spellingShingle RE Ophthalmology
TK7885 Computer engineering
Che Azemin, Mohd. Zulfaezal
Abd Hamid, Fadilah
Mohd Tamrin, Mohd Izzuddin
Muhamad Amin, Anang Hudaya
Supervised retinal vessel segmentation based on neural network using broader aging dataset
description Retina image quality is affected by numerous factors including aging, refractive condition, and media opacity. Distracters that exist in certain age groups may not be present in another. This is evident when the retinal nerve fiber layer is more visible in younger age group, tricking the vessel segmentation algorithm to label it as vessel thus affecting the specificity performance of the supervised retinal ves-sel segmentation. This research work aims to investigate the impact of aging to the performance of the supervised vessel segmentation. The results suggest dif-ferent age groups affect different aspect of the segmentation performance. Sensi-tivity is estimated to reduce by 4.633% for every 10- year increase of age (p<0.001), and specificity is estimated to reduce by 0.543% for every 10-year decrease of age (p<0.001).
format Conference or Workshop Item
author Che Azemin, Mohd. Zulfaezal
Abd Hamid, Fadilah
Mohd Tamrin, Mohd Izzuddin
Muhamad Amin, Anang Hudaya
author_facet Che Azemin, Mohd. Zulfaezal
Abd Hamid, Fadilah
Mohd Tamrin, Mohd Izzuddin
Muhamad Amin, Anang Hudaya
author_sort Che Azemin, Mohd. Zulfaezal
title Supervised retinal vessel segmentation based on neural network using broader aging dataset
title_short Supervised retinal vessel segmentation based on neural network using broader aging dataset
title_full Supervised retinal vessel segmentation based on neural network using broader aging dataset
title_fullStr Supervised retinal vessel segmentation based on neural network using broader aging dataset
title_full_unstemmed Supervised retinal vessel segmentation based on neural network using broader aging dataset
title_sort supervised retinal vessel segmentation based on neural network using broader aging dataset
publishDate 2014
url http://irep.iium.edu.my/39631/
http://irep.iium.edu.my/39631/
http://irep.iium.edu.my/39631/1/IWBBIO_2014_paper_131.pdf
http://irep.iium.edu.my/39631/4/IWBBIO_2014_DEFINITIVE_PROGRAM.pdf
first_indexed 2023-09-18T20:56:57Z
last_indexed 2023-09-18T20:56:57Z
_version_ 1777410367795757056

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