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Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint

Dual energy CT has the ability to give more information about the test object by reconstructing the attenuation factors under different energies. These images under different energies share identical structures but different attenuation factors. By referring to the fully sampled low-energy image, we...

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Detalles Bibliográficos
Autores principales: Wu, Dufan, Zhang, Li, Li, Liang, Shen, Le, Xing, Yuxiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3825219/
https://www.ncbi.nlm.nih.gov/pubmed/24282443
http://dx.doi.org/10.1155/2013/437917
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author Wu, Dufan
Zhang, Li
Li, Liang
Shen, Le
Xing, Yuxiang
author_facet Wu, Dufan
Zhang, Li
Li, Liang
Shen, Le
Xing, Yuxiang
author_sort Wu, Dufan
collection PubMed
description Dual energy CT has the ability to give more information about the test object by reconstructing the attenuation factors under different energies. These images under different energies share identical structures but different attenuation factors. By referring to the fully sampled low-energy image, we show that it is possible to greatly reduce the sampling rate of the high-energy image in order to lower dose. To compensate the attenuation factor difference between the two modalities, we use piecewise polynomial fitting to fit the low-energy image to the high-energy image. During the reconstruction, the result is constrained by its distance to the fitted image, and the structural information thus can be preserved. An ASD-POCS-based optimization schedule is proposed to solve the problem, and numerical simulations are taken to verify the algorithm.
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spelling pubmed-38252192013-11-26 Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint Wu, Dufan Zhang, Li Li, Liang Shen, Le Xing, Yuxiang Comput Math Methods Med Research Article Dual energy CT has the ability to give more information about the test object by reconstructing the attenuation factors under different energies. These images under different energies share identical structures but different attenuation factors. By referring to the fully sampled low-energy image, we show that it is possible to greatly reduce the sampling rate of the high-energy image in order to lower dose. To compensate the attenuation factor difference between the two modalities, we use piecewise polynomial fitting to fit the low-energy image to the high-energy image. During the reconstruction, the result is constrained by its distance to the fitted image, and the structural information thus can be preserved. An ASD-POCS-based optimization schedule is proposed to solve the problem, and numerical simulations are taken to verify the algorithm. Hindawi Publishing Corporation 2013 2013-10-27 /pmc/articles/PMC3825219/ /pubmed/24282443 http://dx.doi.org/10.1155/2013/437917 Text en Copyright © 2013 Dufan Wu et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wu, Dufan
Zhang, Li
Li, Liang
Shen, Le
Xing, Yuxiang
Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint
title Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint
title_full Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint
title_fullStr Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint
title_full_unstemmed Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint
title_short Prior Image Guided Undersampled Dual Energy Reconstruction with Piecewise Polynomial Function Constraint
title_sort prior image guided undersampled dual energy reconstruction with piecewise polynomial function constraint
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3825219/
https://www.ncbi.nlm.nih.gov/pubmed/24282443
http://dx.doi.org/10.1155/2013/437917
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