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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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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. |
format | Online Article Text |
id | pubmed-3507841 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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