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Reduced projection angles for binary tomography with particle aggregation

This paper extends particle aggregate reconstruction technique (PART), a reconstruction algorithm for binary tomography based on the movement of particles. PART supposes that pixel values are particles, and that particles diffuse through the image, staying together in regions of uniform pixel value...

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Detalles Bibliográficos
Autores principales: al-Rifaie, Mohammad Majid, Blackwell, Tim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5002048/
https://www.ncbi.nlm.nih.gov/pubmed/27635154
http://dx.doi.org/10.1007/s12065-016-0140-7
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author al-Rifaie, Mohammad Majid
Blackwell, Tim
author_facet al-Rifaie, Mohammad Majid
Blackwell, Tim
author_sort al-Rifaie, Mohammad Majid
collection PubMed
description This paper extends particle aggregate reconstruction technique (PART), a reconstruction algorithm for binary tomography based on the movement of particles. PART supposes that pixel values are particles, and that particles diffuse through the image, staying together in regions of uniform pixel value known as aggregates. In this work, a variation of this algorithm is proposed and a focus is placed on reducing the number of projections and whether this impacts the reconstruction of images. The algorithm is tested on three phantoms of varying sizes and numbers of forward projections and compared to filtered back projection, a random search algorithm and to SART, a standard algebraic reconstruction method. It is shown that the proposed algorithm outperforms the aforementioned algorithms on small numbers of projections. This potentially makes the algorithm attractive in scenarios where collecting less projection data are inevitable.
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spelling pubmed-50020482016-09-13 Reduced projection angles for binary tomography with particle aggregation al-Rifaie, Mohammad Majid Blackwell, Tim Evol Intell Special Issue This paper extends particle aggregate reconstruction technique (PART), a reconstruction algorithm for binary tomography based on the movement of particles. PART supposes that pixel values are particles, and that particles diffuse through the image, staying together in regions of uniform pixel value known as aggregates. In this work, a variation of this algorithm is proposed and a focus is placed on reducing the number of projections and whether this impacts the reconstruction of images. The algorithm is tested on three phantoms of varying sizes and numbers of forward projections and compared to filtered back projection, a random search algorithm and to SART, a standard algebraic reconstruction method. It is shown that the proposed algorithm outperforms the aforementioned algorithms on small numbers of projections. This potentially makes the algorithm attractive in scenarios where collecting less projection data are inevitable. Springer Berlin Heidelberg 2016-08-08 2016 /pmc/articles/PMC5002048/ /pubmed/27635154 http://dx.doi.org/10.1007/s12065-016-0140-7 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Special Issue
al-Rifaie, Mohammad Majid
Blackwell, Tim
Reduced projection angles for binary tomography with particle aggregation
title Reduced projection angles for binary tomography with particle aggregation
title_full Reduced projection angles for binary tomography with particle aggregation
title_fullStr Reduced projection angles for binary tomography with particle aggregation
title_full_unstemmed Reduced projection angles for binary tomography with particle aggregation
title_short Reduced projection angles for binary tomography with particle aggregation
title_sort reduced projection angles for binary tomography with particle aggregation
topic Special Issue
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5002048/
https://www.ncbi.nlm.nih.gov/pubmed/27635154
http://dx.doi.org/10.1007/s12065-016-0140-7
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