Cargando…

An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions

We improve data extrapolation for truncated computed tomography (CT) projections by using Helgason-Ludwig (HL) consistency conditions that mathematically describe the overlap of information between projections. First, we theoretically derive a 2D Fourier representation of the HL consistency conditio...

Descripción completa

Detalles Bibliográficos
Autores principales: Xia, Yan, Berger, Martin, Bauer, Sebastian, Hu, Shiyang, Aichert, Andre, Maier, Andreas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5541827/
https://www.ncbi.nlm.nih.gov/pubmed/28808441
http://dx.doi.org/10.1155/2017/1867025
_version_ 1783254886394101760
author Xia, Yan
Berger, Martin
Bauer, Sebastian
Hu, Shiyang
Aichert, Andre
Maier, Andreas
author_facet Xia, Yan
Berger, Martin
Bauer, Sebastian
Hu, Shiyang
Aichert, Andre
Maier, Andreas
author_sort Xia, Yan
collection PubMed
description We improve data extrapolation for truncated computed tomography (CT) projections by using Helgason-Ludwig (HL) consistency conditions that mathematically describe the overlap of information between projections. First, we theoretically derive a 2D Fourier representation of the HL consistency conditions from their original formulation (projection moment theorem), for both parallel-beam and fan-beam imaging geometry. The derivation result indicates that there is a zero energy region forming a double-wedge shape in 2D Fourier domain. This observation is also referred to as the Fourier property of a sinogram in the previous literature. The major benefit of this representation is that the consistency conditions can be efficiently evaluated via 2D fast Fourier transform (FFT). Then, we suggest a method that extrapolates the truncated projections with data from a uniform ellipse of which the parameters are determined by optimizing these consistency conditions. The forward projection of the optimized ellipse can be used to complete the truncation data. The proposed algorithm is evaluated using simulated data and reprojections of clinical data. Results show that the root mean square error (RMSE) is reduced substantially, compared to a state-of-the-art extrapolation method.
format Online
Article
Text
id pubmed-5541827
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-55418272017-08-14 An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions Xia, Yan Berger, Martin Bauer, Sebastian Hu, Shiyang Aichert, Andre Maier, Andreas Int J Biomed Imaging Research Article We improve data extrapolation for truncated computed tomography (CT) projections by using Helgason-Ludwig (HL) consistency conditions that mathematically describe the overlap of information between projections. First, we theoretically derive a 2D Fourier representation of the HL consistency conditions from their original formulation (projection moment theorem), for both parallel-beam and fan-beam imaging geometry. The derivation result indicates that there is a zero energy region forming a double-wedge shape in 2D Fourier domain. This observation is also referred to as the Fourier property of a sinogram in the previous literature. The major benefit of this representation is that the consistency conditions can be efficiently evaluated via 2D fast Fourier transform (FFT). Then, we suggest a method that extrapolates the truncated projections with data from a uniform ellipse of which the parameters are determined by optimizing these consistency conditions. The forward projection of the optimized ellipse can be used to complete the truncation data. The proposed algorithm is evaluated using simulated data and reprojections of clinical data. Results show that the root mean square error (RMSE) is reduced substantially, compared to a state-of-the-art extrapolation method. Hindawi 2017 2017-07-20 /pmc/articles/PMC5541827/ /pubmed/28808441 http://dx.doi.org/10.1155/2017/1867025 Text en Copyright © 2017 Yan Xia et al. https://creativecommons.org/licenses/by/4.0/ 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
Xia, Yan
Berger, Martin
Bauer, Sebastian
Hu, Shiyang
Aichert, Andre
Maier, Andreas
An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions
title An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions
title_full An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions
title_fullStr An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions
title_full_unstemmed An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions
title_short An Improved Extrapolation Scheme for Truncated CT Data Using 2D Fourier-Based Helgason-Ludwig Consistency Conditions
title_sort improved extrapolation scheme for truncated ct data using 2d fourier-based helgason-ludwig consistency conditions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5541827/
https://www.ncbi.nlm.nih.gov/pubmed/28808441
http://dx.doi.org/10.1155/2017/1867025
work_keys_str_mv AT xiayan animprovedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT bergermartin animprovedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT bauersebastian animprovedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT hushiyang animprovedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT aichertandre animprovedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT maierandreas animprovedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT xiayan improvedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT bergermartin improvedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT bauersebastian improvedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT hushiyang improvedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT aichertandre improvedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions
AT maierandreas improvedextrapolationschemefortruncatedctdatausing2dfourierbasedhelgasonludwigconsistencyconditions