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The shape language in application to the diagnosis of cervical vertebrae pathology
In this paper the possibility of classification of X-ray images of the cervical vertebrae is studied. The images should be classified into one of the following classes—the images of healthy vertebrae and the images of vertebrae with syndesmophytes. The vertebra contours, described unambiguously by u...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6181296/ https://www.ncbi.nlm.nih.gov/pubmed/30307944 http://dx.doi.org/10.1371/journal.pone.0204546 |
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author | Bielecka, Marzena Obuchowicz, Rafał Korkosz, Mariusz |
author_facet | Bielecka, Marzena Obuchowicz, Rafał Korkosz, Mariusz |
author_sort | Bielecka, Marzena |
collection | PubMed |
description | In this paper the possibility of classification of X-ray images of the cervical vertebrae is studied. The images should be classified into one of the following classes—the images of healthy vertebrae and the images of vertebrae with syndesmophytes. The vertebra contours, described unambiguously by using the generalized shape language, are the basis of the analysis. As a result, the contour is represented as a chain of sinquads that determine switches. The found switches are the characteristic points of the analyzed contour. In these points additional features of the contour are determined. On the basis of these features two aforementioned classes of images are defined as fuzzy sets. Such an approach allows us to create a hierarchical algorithm of classification based on the syntactic and fuzzy description of the contour. |
format | Online Article Text |
id | pubmed-6181296 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-61812962018-10-26 The shape language in application to the diagnosis of cervical vertebrae pathology Bielecka, Marzena Obuchowicz, Rafał Korkosz, Mariusz PLoS One Research Article In this paper the possibility of classification of X-ray images of the cervical vertebrae is studied. The images should be classified into one of the following classes—the images of healthy vertebrae and the images of vertebrae with syndesmophytes. The vertebra contours, described unambiguously by using the generalized shape language, are the basis of the analysis. As a result, the contour is represented as a chain of sinquads that determine switches. The found switches are the characteristic points of the analyzed contour. In these points additional features of the contour are determined. On the basis of these features two aforementioned classes of images are defined as fuzzy sets. Such an approach allows us to create a hierarchical algorithm of classification based on the syntactic and fuzzy description of the contour. Public Library of Science 2018-10-11 /pmc/articles/PMC6181296/ /pubmed/30307944 http://dx.doi.org/10.1371/journal.pone.0204546 Text en © 2018 Bielecka 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Bielecka, Marzena Obuchowicz, Rafał Korkosz, Mariusz The shape language in application to the diagnosis of cervical vertebrae pathology |
title | The shape language in application to the diagnosis of cervical vertebrae pathology |
title_full | The shape language in application to the diagnosis of cervical vertebrae pathology |
title_fullStr | The shape language in application to the diagnosis of cervical vertebrae pathology |
title_full_unstemmed | The shape language in application to the diagnosis of cervical vertebrae pathology |
title_short | The shape language in application to the diagnosis of cervical vertebrae pathology |
title_sort | shape language in application to the diagnosis of cervical vertebrae pathology |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6181296/ https://www.ncbi.nlm.nih.gov/pubmed/30307944 http://dx.doi.org/10.1371/journal.pone.0204546 |
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