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Optics Express
Article . 2015 . Peer-reviewed
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Optics Express
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Optics Express
Article . 2015
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Article . 2015
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TV-based conjugate gradient method and discrete L-curve for few-view CT reconstruction of X-ray in vivo data

Authors: Yang, Xiaoli; Hofmann, Ralf; Dapp, Robin; Kamp, Thomas Van de; Santos Rolo, Tomy dos; Xiao, Xianghui; Moosmann, Julian; +2 Authors
APC: 2,564.4 EUR

TV-based conjugate gradient method and discrete L-curve for few-view CT reconstruction of X-ray in vivo data

Abstract

High-resolution, three-dimensional (3D) imaging of soft tissues requires the solution of two inverse problems: phase retrieval and the reconstruction of the 3D image from a tomographic stack of two-dimensional (2D) projections. The number of projections per stack should be small to accommodate fast tomography of rapid processes and to constrain X-ray radiation dose to optimal levels to either increase the duration of in vivo time-lapse series at a given goal for spatial resolution and/or the conservation of structure under X-ray irradiation. In pursuing the 3D reconstruction problem in the sense of compressive sampling theory, we propose to reduce the number of projections by applying an advanced algebraic technique subject to the minimisation of the total variation (TV) in the reconstructed slice. This problem is formulated in a Lagrangian multiplier fashion with the parameter value determined by appealing to a discrete L-curve in conjunction with a conjugate gradient method. The usefulness of this reconstruction modality is demonstrated for simulated and in vivo data, the latter acquired in parallel-beam imaging experiments using synchrotron radiation.

Country
Germany
Keywords

ddc:620, Inverse problems, 570, Synchrotron radiation, X-ray imaging, 530, 620, Image reconstruction techniques, Image quality assessment, Engineering & allied operations, info:eu-repo/classification/ddc/620

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
41
Top 10%
Top 10%
Top 10%
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gold