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Total variation minimization approach in in-line x-ray phase-contrast tomography

Authors :
Andrew King
Alexander Kostenko
S. Erik Offerman
Lucas J. van Vliet
K. Joost Batenburg
Delft University of Technology (TU Delft)
Ctr Wiskunde & Informat, Sci Comp Grp, NL-1098 XG Amsterdam, Netherlands
Leiden Univ, Math Inst, NL-2300 RA Leiden, Netherlands
Univ Antwerp, Vis Lab, B-2610 Antwerp, Belgium
European Synchrotron Radiation Facility (ESRF)
Scientific Computing
Source :
Optics Express, Optics Express, Optical Society of America-OSA Publishing, 2013, 21 (10), pp.12185-12196. ⟨10.1364/OE.21.012185⟩, Optics Express, 21 (10), 2013, Optics express, Optics Express, 21(10), 12185-12196, 'Optics Express ', vol: 21, pages: 12185-12196 (2013)
Publication Year :
2013
Publisher :
HAL CCSD, 2013.

Abstract

International audience; The reconstruction problem in in-line X-ray Phase-Contrast Tomography is usually approached by solving two independent linearized sub-problems: phase retrieval and tomographic reconstruction. Both problems are often ill-posed and require the use of regularization techniques that lead to artifacts in the reconstructed image. We present a novel reconstruction approach that solves two coupled linear problems algebraically. Our approach is based on the assumption that the frequency space of the tomogram can be divided into bands that are accurately recovered and bands that are undefined by the observations. This results in an underdetermined linear system of equations. We investigate how this system can be solved using three different algebraic reconstruction algorithms based on Total Variation minimization. These algorithms are compared using both simulated and experimental data. Our results demonstrate that in many cases the proposed algebraic algorithms yield a significantly improved accuracy over the conventional L2-regularized closed-form solution. This work demonstrates that algebraic algorithms may become an important tool in applications where the acquisition time and the delivered radiation dose must be minimized. (C) 2013 Optical Society of America

Details

Language :
English
ISSN :
10944087
Database :
OpenAIRE
Journal :
Optics Express, Optics Express, Optical Society of America-OSA Publishing, 2013, 21 (10), pp.12185-12196. ⟨10.1364/OE.21.012185⟩, Optics Express, 21 (10), 2013, Optics express, Optics Express, 21(10), 12185-12196, 'Optics Express ', vol: 21, pages: 12185-12196 (2013)
Accession number :
edsair.doi.dedup.....0e0bb2d44919b5ab92e4061ebad3d434
Full Text :
https://doi.org/10.1364/OE.21.012185⟩