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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...

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Detalles Bibliográficos
Autores principales: He, Hailong, Prakash, Jaya, Buehler, Andreas, Ntziachristos, Vasilis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Grapho Publications, LLC 2016
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.
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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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