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Perturbation-resilient block-iterative projection methods with application to image reconstruction from projections
R Davidi1, G T Herman, Y Censor
1Department of Computer Science, Graduate Center, City University of New York, New York, NY 10016, USA.
Abstract:
A block-iterative projection algorithm for solving the consistent convex feasibility problem in a finite-dimensional Euclidean space that is resilient to bounded and summable perturbations (in the sense that convergence to a feasible point is retained even if such perturbations are introduced in each iterative step of the algorithm) is proposed. This resilience can be used to steer the iterative process towards a feasible point that is superior in the sense of some functional on the points in the Euclidean space having a small value. The potential usefulness of this is illustrated in image reconstruction from projections, using both total variation and negative entropy as the functional.
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