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Improving image quality in fast, time-resolved micro-CT by weighted back projection

Time-resolved micro-CT is an increasingly powerful technique for studying dynamic processes in materials and structures. However, it is still difficult to study very fast processes with this technique, since fast scanning is typically associated with high image noise levels. We present weighted back...

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Autores principales: Heyndrickx, Marjolein, Bultreys, Tom, Goethals, Wannes, Van Hoorebeke, Luc, Boone, Matthieu N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7581769/
https://www.ncbi.nlm.nih.gov/pubmed/33093571
http://dx.doi.org/10.1038/s41598-020-74827-x
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author Heyndrickx, Marjolein
Bultreys, Tom
Goethals, Wannes
Van Hoorebeke, Luc
Boone, Matthieu N.
author_facet Heyndrickx, Marjolein
Bultreys, Tom
Goethals, Wannes
Van Hoorebeke, Luc
Boone, Matthieu N.
author_sort Heyndrickx, Marjolein
collection PubMed
description Time-resolved micro-CT is an increasingly powerful technique for studying dynamic processes in materials and structures. However, it is still difficult to study very fast processes with this technique, since fast scanning is typically associated with high image noise levels. We present weighted back projection, a technique applicable in iterative reconstruction methods using two types of prior knowledge: (1) a virtual starting volume resembling the sample, for example obtained from a scan before the dynamic process was initiated, and (2) knowledge on which regions in the sample are more likely to undergo the dynamic process. Therefore, processes on which this technique is applicable are preferably occurring within a static grid. Weighted back projection has the ability to handle small errors in the prior knowledge, while similar 4D micro-CT techniques require the prior knowledge to be exactly correct. It incorporates the prior knowledge within the reconstruction by using a weight volume, representing for each voxel its probability of undergoing the dynamic process. Qualitative analysis on a sparse subset of projection data from a real micro-CT experiment indicates that this method requires significantly fewer projection angles to converge to a correct volume. This can lead to an improved temporal resolution.
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spelling pubmed-75817692020-10-23 Improving image quality in fast, time-resolved micro-CT by weighted back projection Heyndrickx, Marjolein Bultreys, Tom Goethals, Wannes Van Hoorebeke, Luc Boone, Matthieu N. Sci Rep Article Time-resolved micro-CT is an increasingly powerful technique for studying dynamic processes in materials and structures. However, it is still difficult to study very fast processes with this technique, since fast scanning is typically associated with high image noise levels. We present weighted back projection, a technique applicable in iterative reconstruction methods using two types of prior knowledge: (1) a virtual starting volume resembling the sample, for example obtained from a scan before the dynamic process was initiated, and (2) knowledge on which regions in the sample are more likely to undergo the dynamic process. Therefore, processes on which this technique is applicable are preferably occurring within a static grid. Weighted back projection has the ability to handle small errors in the prior knowledge, while similar 4D micro-CT techniques require the prior knowledge to be exactly correct. It incorporates the prior knowledge within the reconstruction by using a weight volume, representing for each voxel its probability of undergoing the dynamic process. Qualitative analysis on a sparse subset of projection data from a real micro-CT experiment indicates that this method requires significantly fewer projection angles to converge to a correct volume. This can lead to an improved temporal resolution. Nature Publishing Group UK 2020-10-22 /pmc/articles/PMC7581769/ /pubmed/33093571 http://dx.doi.org/10.1038/s41598-020-74827-x Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Heyndrickx, Marjolein
Bultreys, Tom
Goethals, Wannes
Van Hoorebeke, Luc
Boone, Matthieu N.
Improving image quality in fast, time-resolved micro-CT by weighted back projection
title Improving image quality in fast, time-resolved micro-CT by weighted back projection
title_full Improving image quality in fast, time-resolved micro-CT by weighted back projection
title_fullStr Improving image quality in fast, time-resolved micro-CT by weighted back projection
title_full_unstemmed Improving image quality in fast, time-resolved micro-CT by weighted back projection
title_short Improving image quality in fast, time-resolved micro-CT by weighted back projection
title_sort improving image quality in fast, time-resolved micro-ct by weighted back projection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7581769/
https://www.ncbi.nlm.nih.gov/pubmed/33093571
http://dx.doi.org/10.1038/s41598-020-74827-x
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