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Primal-dual approach to optical tomography with discretized path integral with efficient formulations
We propose an efficient optical tomography with discretized path integral. We first introduce the primal-dual approach to solve the inverse problem formulated as a constraint optimization problem. Next, we develop efficient formulations for computing Jacobian and Hessian of the cost function of the...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Society of Photo-Optical Instrumentation Engineers
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516095/ https://www.ncbi.nlm.nih.gov/pubmed/28744477 http://dx.doi.org/10.1117/1.JMI.4.3.033501 |
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author | Yuan, Bingzhi Tamaki, Toru Raytchev, Bisser Kaneda, Kazufumi |
author_facet | Yuan, Bingzhi Tamaki, Toru Raytchev, Bisser Kaneda, Kazufumi |
author_sort | Yuan, Bingzhi |
collection | PubMed |
description | We propose an efficient optical tomography with discretized path integral. We first introduce the primal-dual approach to solve the inverse problem formulated as a constraint optimization problem. Next, we develop efficient formulations for computing Jacobian and Hessian of the cost function of the constraint nonlinear optimization problem. Numerical experiments show that the proposed formulation is faster ([Formula: see text]) than the previous work with the log-barrier interior point method ([Formula: see text]) for the Shepp–Logan phantom with a grid size of [Formula: see text] , while keeping the quality of the estimation results (root-mean-square error increasing by up to 12%). |
format | Online Article Text |
id | pubmed-5516095 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Society of Photo-Optical Instrumentation Engineers |
record_format | MEDLINE/PubMed |
spelling | pubmed-55160952018-07-19 Primal-dual approach to optical tomography with discretized path integral with efficient formulations Yuan, Bingzhi Tamaki, Toru Raytchev, Bisser Kaneda, Kazufumi J Med Imaging (Bellingham) Physics of Medical Imaging We propose an efficient optical tomography with discretized path integral. We first introduce the primal-dual approach to solve the inverse problem formulated as a constraint optimization problem. Next, we develop efficient formulations for computing Jacobian and Hessian of the cost function of the constraint nonlinear optimization problem. Numerical experiments show that the proposed formulation is faster ([Formula: see text]) than the previous work with the log-barrier interior point method ([Formula: see text]) for the Shepp–Logan phantom with a grid size of [Formula: see text] , while keeping the quality of the estimation results (root-mean-square error increasing by up to 12%). Society of Photo-Optical Instrumentation Engineers 2017-07-19 2017-07 /pmc/articles/PMC5516095/ /pubmed/28744477 http://dx.doi.org/10.1117/1.JMI.4.3.033501 Text en © The Authors. https://creativecommons.org/licenses/by/3.0/ Published by SPIE under a Creative Commons Attribution 3.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI. |
spellingShingle | Physics of Medical Imaging Yuan, Bingzhi Tamaki, Toru Raytchev, Bisser Kaneda, Kazufumi Primal-dual approach to optical tomography with discretized path integral with efficient formulations |
title | Primal-dual approach to optical tomography with discretized path integral with efficient formulations |
title_full | Primal-dual approach to optical tomography with discretized path integral with efficient formulations |
title_fullStr | Primal-dual approach to optical tomography with discretized path integral with efficient formulations |
title_full_unstemmed | Primal-dual approach to optical tomography with discretized path integral with efficient formulations |
title_short | Primal-dual approach to optical tomography with discretized path integral with efficient formulations |
title_sort | primal-dual approach to optical tomography with discretized path integral with efficient formulations |
topic | Physics of Medical Imaging |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516095/ https://www.ncbi.nlm.nih.gov/pubmed/28744477 http://dx.doi.org/10.1117/1.JMI.4.3.033501 |
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