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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2013
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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. |
format | Online Article Text |
id | pubmed-3825219 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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