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Region-of-Interest CT Reconstruction using Object Extent and Singular Value Decomposition

Aurelien Coussat 1 Simon Rit 1 Rolf Clackdoyle 2 Michel Defrise 3 Laurent Desbat 2 Jean Michel Létang 1
1 Imagerie Tomographique et Radiothérapie
CREATIS - Centre de Recherche en Acquisition et Traitement de l'Image pour la Santé
2 TIMC-GMCAO - Gestes Medico-chirurgicaux Assistés par Ordinateur
TIMC - Translational Innovation in Medicine and Complexity / Recherche Translationnelle et Innovation en Médecine et Complexité - UMR 5525
Abstract : In computed tomography, a whole scan of the object may be impossible, generally because the object is larger than the scanner field-of-view. Such a set up leads to truncated projections. Using differentiated backprojection, the reconstruction problem can be reduced to a set of one-dimensional problems consisting of the inversion of the Hilbert transform. When the object partly overlaps the scanner field-of-view, this problem is commonly referred to as the "one-sided truncated Hilbert transform". Our work investigates this situation and proposes a novel approach to address it. Using differentiated backprojection, and the object extent supposedly known a priori, a pseudo-inverse of the truncated Hilbert transform is computed by truncated singular value decomposition, and its truncated singular values are replaced by a simple estimation. The estimation is calculated using the singular value decomposition of the known convex hull filled with a constant value per line computed from the corresponding projection in the direction of the Hilbert transform. Experiments illustrate the image quality improvements resulting from this approach compared to a simple truncation of the singular values and the reconstruction speed improvement compared to two-dimensional iterative reconstruction solving penalized least squares with the conjugate gradient algorithm.
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https://hal.archives-ouvertes.fr/hal-03275441
Contributor : Simon Rit Connect in order to contact the contributor
Submitted on : Tuesday, August 24, 2021 - 12:25:40 AM
Last modification on : Friday, September 24, 2021 - 3:36:02 PM

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Aurelien Coussat, Simon Rit, Rolf Clackdoyle, Michel Defrise, Laurent Desbat, et al.. Region-of-Interest CT Reconstruction using Object Extent and Singular Value Decomposition. IEEE Transactions on Radiation and Plasma Medical Sciences, IEEE, inPress, ⟨10.1109/TRPMS.2021.3091288⟩. ⟨hal-03275441v2⟩

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