Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1782450508432146432 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5002048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT alrifaiemohammadmajid reducedprojectionanglesforbinarytomographywithparticleaggregation AT blackwelltim reducedprojectionanglesforbinarytomographywithparticleaggregation |