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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...

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Detalles Bibliográficos
Autores principales: Yuan, Bingzhi, Tamaki, Toru, Raytchev, Bisser, Kaneda, Kazufumi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2017
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%).
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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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AT tamakitoru primaldualapproachtoopticaltomographywithdiscretizedpathintegralwithefficientformulations
AT raytchevbisser primaldualapproachtoopticaltomographywithdiscretizedpathintegralwithefficientformulations
AT kanedakazufumi primaldualapproachtoopticaltomographywithdiscretizedpathintegralwithefficientformulations