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Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach

The retinal vessel width relationship at vessel branch points in fundus images is an important biomarker of retinal and systemic disease. We propose a fully automatic method to measure the vessel widths at branch points in fundus images. The method is a graph-based method, in which a graph construct...

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Detalles Bibliográficos
Autores principales: Xu, Xiayu, Reinhardt, Joseph M., Hu, Qiao, Bakall, Benjamin, Tlucek, Paul S., Bertelsen, Geir, Abràmoff, Michael D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3507841/
https://www.ncbi.nlm.nih.gov/pubmed/23209588
http://dx.doi.org/10.1371/journal.pone.0049668
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author Xu, Xiayu
Reinhardt, Joseph M.
Hu, Qiao
Bakall, Benjamin
Tlucek, Paul S.
Bertelsen, Geir
Abràmoff, Michael D.
author_facet Xu, Xiayu
Reinhardt, Joseph M.
Hu, Qiao
Bakall, Benjamin
Tlucek, Paul S.
Bertelsen, Geir
Abràmoff, Michael D.
author_sort Xu, Xiayu
collection PubMed
description The retinal vessel width relationship at vessel branch points in fundus images is an important biomarker of retinal and systemic disease. We propose a fully automatic method to measure the vessel widths at branch points in fundus images. The method is a graph-based method, in which a graph construction method based on electric field theory is applied which specifically deals with complex branching patterns. The vessel centerline image is used as the initial segmentation of the graph. Branching points are detected on the vessel centerline image using a set of detection kernels. Crossing points are distinguished from branch points and excluded. The electric field based graph method is applied to construct the graph. This method is inspired by the non-intersecting force lines in an electric field. At last, the method is further improved to give a consistent vessel width measurement for the whole vessel tree. The algorithm was validated on 100 artery branchings and 100 vein branchings selected from 50 fundus images by comparing with vessel width measurements from two human experts.
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spelling pubmed-35078412012-12-03 Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach Xu, Xiayu Reinhardt, Joseph M. Hu, Qiao Bakall, Benjamin Tlucek, Paul S. Bertelsen, Geir Abràmoff, Michael D. PLoS One Research Article The retinal vessel width relationship at vessel branch points in fundus images is an important biomarker of retinal and systemic disease. We propose a fully automatic method to measure the vessel widths at branch points in fundus images. The method is a graph-based method, in which a graph construction method based on electric field theory is applied which specifically deals with complex branching patterns. The vessel centerline image is used as the initial segmentation of the graph. Branching points are detected on the vessel centerline image using a set of detection kernels. Crossing points are distinguished from branch points and excluded. The electric field based graph method is applied to construct the graph. This method is inspired by the non-intersecting force lines in an electric field. At last, the method is further improved to give a consistent vessel width measurement for the whole vessel tree. The algorithm was validated on 100 artery branchings and 100 vein branchings selected from 50 fundus images by comparing with vessel width measurements from two human experts. Public Library of Science 2012-11-27 /pmc/articles/PMC3507841/ /pubmed/23209588 http://dx.doi.org/10.1371/journal.pone.0049668 Text en © 2012 Xu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Xu, Xiayu
Reinhardt, Joseph M.
Hu, Qiao
Bakall, Benjamin
Tlucek, Paul S.
Bertelsen, Geir
Abràmoff, Michael D.
Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach
title Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach
title_full Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach
title_fullStr Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach
title_full_unstemmed Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach
title_short Retinal Vessel Width Measurement at Branchings Using an Improved Electric Field Theory-Based Graph Approach
title_sort retinal vessel width measurement at branchings using an improved electric field theory-based graph approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3507841/
https://www.ncbi.nlm.nih.gov/pubmed/23209588
http://dx.doi.org/10.1371/journal.pone.0049668
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