Automatic retinal vessel profiling using multi-step regression method

Caliber of the retinal blood vessel is widely used for risk assessment of cardiovascular diseases. Accurate and automatic caliber measurement requires a precise model to be made for the vessel profile. In this paper, we present a new approach for retinal vessel profiling in which the background nois...

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Main Authors: Aliahmad, Behzad, Kumar, Dinesh K., Janghorban, Samira, Che Azemin, Mohd. Zulfaezal
Format: Conference or Workshop Item
Language:English
Published: 2011
Subjects:
Online Access:http://irep.iium.edu.my/19469/
http://irep.iium.edu.my/19469/
http://irep.iium.edu.my/19469/1/1Automatic_retinal_vessel_profiling_using_multi-step_regression_method.pdf
id iium-19469
recordtype eprints
spelling iium-194692012-02-16T00:34:10Z http://irep.iium.edu.my/19469/ Automatic retinal vessel profiling using multi-step regression method Aliahmad, Behzad Kumar, Dinesh K. Janghorban, Samira Che Azemin, Mohd. Zulfaezal RC Internal medicine Caliber of the retinal blood vessel is widely used for risk assessment of cardiovascular diseases. Accurate and automatic caliber measurement requires a precise model to be made for the vessel profile. In this paper, we present a new approach for retinal vessel profiling in which the background noise, uneven illuminations and specular reflections have all been considered. In this method, regression analysis is performed with a series of second-order Gaussians to filter and up-sample the original vessel profile. This is then segmented to identify and represent the vessel edges by two Generalized Gaussian functions. The technique has been applied to retinal images and the results have been verified and compared with the state of the art automatic techniques. 2011 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/19469/1/1Automatic_retinal_vessel_profiling_using_multi-step_regression_method.pdf Aliahmad, Behzad and Kumar, Dinesh K. and Janghorban, Samira and Che Azemin, Mohd. Zulfaezal (2011) Automatic retinal vessel profiling using multi-step regression method. In: 33rd Annual International Conference of the IEEE EMBS, 30 Aug-3 Sept. 2011, Boston, Massachusetts. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6090719&tag=1
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic RC Internal medicine
spellingShingle RC Internal medicine
Aliahmad, Behzad
Kumar, Dinesh K.
Janghorban, Samira
Che Azemin, Mohd. Zulfaezal
Automatic retinal vessel profiling using multi-step regression method
description Caliber of the retinal blood vessel is widely used for risk assessment of cardiovascular diseases. Accurate and automatic caliber measurement requires a precise model to be made for the vessel profile. In this paper, we present a new approach for retinal vessel profiling in which the background noise, uneven illuminations and specular reflections have all been considered. In this method, regression analysis is performed with a series of second-order Gaussians to filter and up-sample the original vessel profile. This is then segmented to identify and represent the vessel edges by two Generalized Gaussian functions. The technique has been applied to retinal images and the results have been verified and compared with the state of the art automatic techniques.
format Conference or Workshop Item
author Aliahmad, Behzad
Kumar, Dinesh K.
Janghorban, Samira
Che Azemin, Mohd. Zulfaezal
author_facet Aliahmad, Behzad
Kumar, Dinesh K.
Janghorban, Samira
Che Azemin, Mohd. Zulfaezal
author_sort Aliahmad, Behzad
title Automatic retinal vessel profiling using multi-step regression method
title_short Automatic retinal vessel profiling using multi-step regression method
title_full Automatic retinal vessel profiling using multi-step regression method
title_fullStr Automatic retinal vessel profiling using multi-step regression method
title_full_unstemmed Automatic retinal vessel profiling using multi-step regression method
title_sort automatic retinal vessel profiling using multi-step regression method
publishDate 2011
url http://irep.iium.edu.my/19469/
http://irep.iium.edu.my/19469/
http://irep.iium.edu.my/19469/1/1Automatic_retinal_vessel_profiling_using_multi-step_regression_method.pdf
first_indexed 2023-09-18T20:29:03Z
last_indexed 2023-09-18T20:29:03Z
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