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Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry

This article describes a method that improves the performance of previous approaches for the automatic detection of the common carotid artery (CCA) lumen centerline on longitudinal B-mode ultrasound images. We propose to detect several lumen centerline candidates using local symmetry analysis based...

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Detalles Bibliográficos
Autores principales: Rouco, José, Azevedo, Elsa, Campilho, Aurélio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4813925/
https://www.ncbi.nlm.nih.gov/pubmed/27005631
http://dx.doi.org/10.3390/s16030350
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author Rouco, José
Azevedo, Elsa
Campilho, Aurélio
author_facet Rouco, José
Azevedo, Elsa
Campilho, Aurélio
author_sort Rouco, José
collection PubMed
description This article describes a method that improves the performance of previous approaches for the automatic detection of the common carotid artery (CCA) lumen centerline on longitudinal B-mode ultrasound images. We propose to detect several lumen centerline candidates using local symmetry analysis based on local phase information of dark structures at an appropriate scale. These candidates are analyzed with selection mechanisms that use symmetry, contrast or intensity features in combination with position-based heuristics. Several experimental results are provided to evaluate the robustness and performance of the proposed method in comparison with previous approaches. These results lead to the conclusion that our proposal is robust to noise, lumen artifacts, contrast variations and that is able to deal with the presence of CCA-like structures, significantly improving the performance of our previous approach, from [Formula: see text] of correct detections to [Formula: see text] in a set of 200 images.
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spelling pubmed-48139252016-04-06 Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry Rouco, José Azevedo, Elsa Campilho, Aurélio Sensors (Basel) Article This article describes a method that improves the performance of previous approaches for the automatic detection of the common carotid artery (CCA) lumen centerline on longitudinal B-mode ultrasound images. We propose to detect several lumen centerline candidates using local symmetry analysis based on local phase information of dark structures at an appropriate scale. These candidates are analyzed with selection mechanisms that use symmetry, contrast or intensity features in combination with position-based heuristics. Several experimental results are provided to evaluate the robustness and performance of the proposed method in comparison with previous approaches. These results lead to the conclusion that our proposal is robust to noise, lumen artifacts, contrast variations and that is able to deal with the presence of CCA-like structures, significantly improving the performance of our previous approach, from [Formula: see text] of correct detections to [Formula: see text] in a set of 200 images. MDPI 2016-03-09 /pmc/articles/PMC4813925/ /pubmed/27005631 http://dx.doi.org/10.3390/s16030350 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons by Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Rouco, José
Azevedo, Elsa
Campilho, Aurélio
Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry
title Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry
title_full Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry
title_fullStr Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry
title_full_unstemmed Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry
title_short Automatic Lumen Detection on Longitudinal Ultrasound B-Mode Images of the Carotid Using Phase Symmetry
title_sort automatic lumen detection on longitudinal ultrasound b-mode images of the carotid using phase symmetry
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4813925/
https://www.ncbi.nlm.nih.gov/pubmed/27005631
http://dx.doi.org/10.3390/s16030350
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