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Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist

This paper describes a method based on an automatic segmentation process to coregister carpal bones of the same patient imaged at different time points. A rigid registration was chosen to avoid artificial bone deformations and to allow finding eventual differences in the bone shape due to erosion, d...

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Detalles Bibliográficos
Autores principales: Ferretti, Roberta, Dellepiane, Silvana G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5672126/
https://www.ncbi.nlm.nih.gov/pubmed/29201039
http://dx.doi.org/10.1155/2017/7232751
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author Ferretti, Roberta
Dellepiane, Silvana G.
author_facet Ferretti, Roberta
Dellepiane, Silvana G.
author_sort Ferretti, Roberta
collection PubMed
description This paper describes a method based on an automatic segmentation process to coregister carpal bones of the same patient imaged at different time points. A rigid registration was chosen to avoid artificial bone deformations and to allow finding eventual differences in the bone shape due to erosion, disease regression, or other eventual pathological signs. The actual registration step is performed on the basis of principal inertial axes of each carpal bone volume, as estimated from the inertia matrix. In contrast to already published approaches, the proposed method suggests splitting the 3D rotation into successive rotations about one axis at a time (the so-called basic or elemental rotations). In such a way, singularity and ambiguity drawbacks affecting other classical methods, for instance, the Euler angles method, are addressed. The proposed method was quantitatively evaluated using a set of real magnetic resonance imaging (MRI) sequences acquired at two different times from healthy wrists and by choosing a direct volumetric comparison as a cost function. Both the segmentation and registration steps are not based on a priori models, and they are therefore able to obtain good results even in pathological cases, as proven by the visual evaluation of actual pathological cases.
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spelling pubmed-56721262017-12-03 Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist Ferretti, Roberta Dellepiane, Silvana G. Int J Biomed Imaging Research Article This paper describes a method based on an automatic segmentation process to coregister carpal bones of the same patient imaged at different time points. A rigid registration was chosen to avoid artificial bone deformations and to allow finding eventual differences in the bone shape due to erosion, disease regression, or other eventual pathological signs. The actual registration step is performed on the basis of principal inertial axes of each carpal bone volume, as estimated from the inertia matrix. In contrast to already published approaches, the proposed method suggests splitting the 3D rotation into successive rotations about one axis at a time (the so-called basic or elemental rotations). In such a way, singularity and ambiguity drawbacks affecting other classical methods, for instance, the Euler angles method, are addressed. The proposed method was quantitatively evaluated using a set of real magnetic resonance imaging (MRI) sequences acquired at two different times from healthy wrists and by choosing a direct volumetric comparison as a cost function. Both the segmentation and registration steps are not based on a priori models, and they are therefore able to obtain good results even in pathological cases, as proven by the visual evaluation of actual pathological cases. Hindawi 2017 2017-10-19 /pmc/articles/PMC5672126/ /pubmed/29201039 http://dx.doi.org/10.1155/2017/7232751 Text en Copyright © 2017 Roberta Ferretti and Silvana G. Dellepiane. 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
Ferretti, Roberta
Dellepiane, Silvana G.
Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist
title Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist
title_full Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist
title_fullStr Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist
title_full_unstemmed Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist
title_short Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist
title_sort multitemporal volume registration for the analysis of rheumatoid arthritis evolution in the wrist
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5672126/
https://www.ncbi.nlm.nih.gov/pubmed/29201039
http://dx.doi.org/10.1155/2017/7232751
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