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Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting
Sparse recovery algorithms have shown great potential to accurately reconstruct images using limited-view optoacoustic (photoacoustic) tomography data sets, but these are computationally expensive. In this paper, we propose an improvement of the fast converging Split Augmented Lagrangian Shrinkage A...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Grapho Publications, LLC
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6024421/ https://www.ncbi.nlm.nih.gov/pubmed/30042960 http://dx.doi.org/10.18383/j.tom.2016.00148 |
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author | He, Hailong Prakash, Jaya Buehler, Andreas Ntziachristos, Vasilis |
author_facet | He, Hailong Prakash, Jaya Buehler, Andreas Ntziachristos, Vasilis |
author_sort | He, Hailong |
collection | PubMed |
description | Sparse recovery algorithms have shown great potential to accurately reconstruct images using limited-view optoacoustic (photoacoustic) tomography data sets, but these are computationally expensive. In this paper, we propose an improvement of the fast converging Split Augmented Lagrangian Shrinkage Algorithm method based on least square QR inversion for improving the reconstruction speed. We further show image fidelity improvement when using a coherence factor to weight the reconstruction result. Phantom and in vivo measurements show that the accelerated Split Augmented Lagrangian Shrinkage Algorithm method with coherence factor weighting offers images with reduced artifacts and provides faster convergence compared with existing sparse recovery algorithms. |
format | Online Article Text |
id | pubmed-6024421 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Grapho Publications, LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-60244212018-07-24 Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting He, Hailong Prakash, Jaya Buehler, Andreas Ntziachristos, Vasilis Tomography Research Articles Sparse recovery algorithms have shown great potential to accurately reconstruct images using limited-view optoacoustic (photoacoustic) tomography data sets, but these are computationally expensive. In this paper, we propose an improvement of the fast converging Split Augmented Lagrangian Shrinkage Algorithm method based on least square QR inversion for improving the reconstruction speed. We further show image fidelity improvement when using a coherence factor to weight the reconstruction result. Phantom and in vivo measurements show that the accelerated Split Augmented Lagrangian Shrinkage Algorithm method with coherence factor weighting offers images with reduced artifacts and provides faster convergence compared with existing sparse recovery algorithms. Grapho Publications, LLC 2016-06 /pmc/articles/PMC6024421/ /pubmed/30042960 http://dx.doi.org/10.18383/j.tom.2016.00148 Text en © 2016 The Authors. Published by Grapho Publications, LLC http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Articles He, Hailong Prakash, Jaya Buehler, Andreas Ntziachristos, Vasilis Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting |
title | Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting |
title_full | Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting |
title_fullStr | Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting |
title_full_unstemmed | Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting |
title_short | Optoacoustic Tomography Using Accelerated Sparse Recovery and Coherence Factor Weighting |
title_sort | optoacoustic tomography using accelerated sparse recovery and coherence factor weighting |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6024421/ https://www.ncbi.nlm.nih.gov/pubmed/30042960 http://dx.doi.org/10.18383/j.tom.2016.00148 |
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