The constrained split Bregman algorithm for enhancing the quality of image reconstruction and analysis in few-view computed tomography
Maryam Bahrkazemi12, Alexander Rohde12, Johannes Fieres12, Jonathan Hess110, Patricio Guerrero24, Sven Gondrom-Linke112, Wim Dewulf230 1aDevelopment Center X-ray technology (EZRT) bTechnical Consulting; Volume Graphics GmbH45, Heidelberg, Germany 2Department of Mechanical Engineering; KU Leuven (Catholic University of Leuven)127, Leuven, Belgium
Abstract: Decreasing the scanning time by limiting the number of projection images taken in in-line computed tomography (CT) increases the ill-posedness of the algebraic reconstruction problem. Reformulating the few-view CT reconstruction problem to the total variation (TV) regularization minimization reduces the ill-posedness of the problem significantly by selecting the solution with the sparsest image gradient. The split Bregman algorithm is an efficient solver for TV regularization minimization problems. A practical version of the split Bregman algorithm minimizes the constrained TV regularization problem using the Bregman update rule bound to a priori knowledge of the noise level. This paper investigates the effect of the constrained split Bregman reconstruction algorithm in image analysis of few-view realistically simulated CT data compared to the results of few-view and full-view reconstruction of standard method and unconstrained split Bregman algorithms. Our numerical results demonstrate the few-view reconstruction of the constrained split Bregman algorithm has a smaller computation time to converge to a similar result as the few-view reconstruction of unconstrained split Bregman applying regularization parameters adapted to the noise level. Also, both iterative reconstruction algorithms perform better than the few-view reconstruction of the standard method and present results very close to the reconstruction of the standard method using sufficient projections.
Bahrkazemi, M., Rohde, A., Fieres, J., Hess, J., Guerrero, P., Gondrom-Linke, S., & Dewulf, W. (2024). The constrained split Bregman algorithm for enhancing the quality of image reconstruction and analysis in few-view computed tomography. 13th Conference on Industrial Computed Tomography (iCT) 2023, 6 - 9 February 2024 in School of Engineering, Wels Campus, Austria. e-Journal of Nondestructive Testing . https://doi.org/10.58286/29237
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