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Limited-view binary tomography reconstruction assisted by shape centroid

In this paper, the binary tomographic reconstruction problem for very limited projection data availability is considered. Being this inverse problem highly ill-posed, we propose a new reconstruction model that uses a shape centroid-based regularization term, i.e., we assume that the center of gravit...

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Detalles Bibliográficos
Autores principales: Lukić, Tibor, Balázs, Péter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7802814/
https://www.ncbi.nlm.nih.gov/pubmed/33456100
http://dx.doi.org/10.1007/s00371-020-02044-8
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author Lukić, Tibor
Balázs, Péter
author_facet Lukić, Tibor
Balázs, Péter
author_sort Lukić, Tibor
collection PubMed
description In this paper, the binary tomographic reconstruction problem for very limited projection data availability is considered. Being this inverse problem highly ill-posed, we propose a new reconstruction model that uses a shape centroid-based regularization term, i.e., we assume that the center of gravity of the object of interest is known, at least approximately, in advance. Motivation for this regularization is found in the close connection between the projection data and the object centroid, as we will show. Experimental evaluation underpins that reasonable results can be obtained from practically minimal amount of projection data, gathered from just one projection direction.
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spelling pubmed-78028142021-01-13 Limited-view binary tomography reconstruction assisted by shape centroid Lukić, Tibor Balázs, Péter Vis Comput Original Article In this paper, the binary tomographic reconstruction problem for very limited projection data availability is considered. Being this inverse problem highly ill-posed, we propose a new reconstruction model that uses a shape centroid-based regularization term, i.e., we assume that the center of gravity of the object of interest is known, at least approximately, in advance. Motivation for this regularization is found in the close connection between the projection data and the object centroid, as we will show. Experimental evaluation underpins that reasonable results can be obtained from practically minimal amount of projection data, gathered from just one projection direction. Springer Berlin Heidelberg 2021-01-12 2022 /pmc/articles/PMC7802814/ /pubmed/33456100 http://dx.doi.org/10.1007/s00371-020-02044-8 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Article
Lukić, Tibor
Balázs, Péter
Limited-view binary tomography reconstruction assisted by shape centroid
title Limited-view binary tomography reconstruction assisted by shape centroid
title_full Limited-view binary tomography reconstruction assisted by shape centroid
title_fullStr Limited-view binary tomography reconstruction assisted by shape centroid
title_full_unstemmed Limited-view binary tomography reconstruction assisted by shape centroid
title_short Limited-view binary tomography reconstruction assisted by shape centroid
title_sort limited-view binary tomography reconstruction assisted by shape centroid
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7802814/
https://www.ncbi.nlm.nih.gov/pubmed/33456100
http://dx.doi.org/10.1007/s00371-020-02044-8
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