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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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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. |
format | Online Article Text |
id | pubmed-7802814 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT lukictibor limitedviewbinarytomographyreconstructionassistedbyshapecentroid AT balazspeter limitedviewbinarytomographyreconstructionassistedbyshapecentroid |