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A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information

Physicians need to distinguish between pulmonary arteries and veins when diagnosing diseases such as chronic obstructive pulmonary disease (COPD) and lung tumors. However, manual differentiation is difficult due to various factors such as equipment and body structure. Unlike previous geometric metho...

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Detalles Bibliográficos
Autores principales: Yu, Kun, Zhang, Ziming, Li, Xiaoshuo, Liu, Pan, Zhou, Qinghua, Tan, Wenjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8208852/
https://www.ncbi.nlm.nih.gov/pubmed/34211681
http://dx.doi.org/10.1155/2021/5550379
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author Yu, Kun
Zhang, Ziming
Li, Xiaoshuo
Liu, Pan
Zhou, Qinghua
Tan, Wenjun
author_facet Yu, Kun
Zhang, Ziming
Li, Xiaoshuo
Liu, Pan
Zhou, Qinghua
Tan, Wenjun
author_sort Yu, Kun
collection PubMed
description Physicians need to distinguish between pulmonary arteries and veins when diagnosing diseases such as chronic obstructive pulmonary disease (COPD) and lung tumors. However, manual differentiation is difficult due to various factors such as equipment and body structure. Unlike previous geometric methods of manually selecting the points of seeds and using neural networks for separation, this paper proposes a combined algorithm for pulmonary artery-vein separation based on subtree relationship by implementing a completely new idea and combining global and local information, anatomical knowledge, and two-dimensional region growing method. The algorithm completes the reconstruction of the whole vascular structure and the separation of adhesion points from the tree-like structure characteristics of blood vessels, after which the automatic classification of arteries and veins is achieved by using anatomical knowledge, and the whole process is free from human intervention. After comparing all the experimental results with the gold standard, we obtained an average separation accuracy of 85%, which achieved effective separation. Meanwhile, the time range could be controlled between 40 s and 50 s, indicating that the algorithm has good stability.
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spelling pubmed-82088522021-06-30 A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information Yu, Kun Zhang, Ziming Li, Xiaoshuo Liu, Pan Zhou, Qinghua Tan, Wenjun J Healthc Eng Research Article Physicians need to distinguish between pulmonary arteries and veins when diagnosing diseases such as chronic obstructive pulmonary disease (COPD) and lung tumors. However, manual differentiation is difficult due to various factors such as equipment and body structure. Unlike previous geometric methods of manually selecting the points of seeds and using neural networks for separation, this paper proposes a combined algorithm for pulmonary artery-vein separation based on subtree relationship by implementing a completely new idea and combining global and local information, anatomical knowledge, and two-dimensional region growing method. The algorithm completes the reconstruction of the whole vascular structure and the separation of adhesion points from the tree-like structure characteristics of blood vessels, after which the automatic classification of arteries and veins is achieved by using anatomical knowledge, and the whole process is free from human intervention. After comparing all the experimental results with the gold standard, we obtained an average separation accuracy of 85%, which achieved effective separation. Meanwhile, the time range could be controlled between 40 s and 50 s, indicating that the algorithm has good stability. Hindawi 2021-06-09 /pmc/articles/PMC8208852/ /pubmed/34211681 http://dx.doi.org/10.1155/2021/5550379 Text en Copyright © 2021 Kun Yu et al. https://creativecommons.org/licenses/by/4.0/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
Yu, Kun
Zhang, Ziming
Li, Xiaoshuo
Liu, Pan
Zhou, Qinghua
Tan, Wenjun
A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information
title A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information
title_full A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information
title_fullStr A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information
title_full_unstemmed A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information
title_short A Pulmonary Artery-Vein Separation Algorithm Based on the Relationship between Subtrees Information
title_sort pulmonary artery-vein separation algorithm based on the relationship between subtrees information
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8208852/
https://www.ncbi.nlm.nih.gov/pubmed/34211681
http://dx.doi.org/10.1155/2021/5550379
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