A multilevel approach to the algebraic image reconstruction problem

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Last edited by CoverBot
May 23, 2020 | History

A multilevel approach to the algebraic image reconstruction problem

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The problem of reconstructing an image from its Radon transform profiles is outlined. This problem has medical, industrial and military applications. Using the computer assisted tomography (CAT) scan as an example, a discretization of the problem based on natural pixels is described, leading to a symmetric linear system that is in general smaller than that resulting from the conventional discretization. The linear algebraic properties of the system matrix are examined, and the convergence of the Gauss-Seidel iteration applied to the linear system is established. Next, multilevel technology is successfully incorporated through a multilevel projection method (PML) formulation of the problem. This results in a V-cycle algorithm, the convergence of which is established. Finally, the problem of spotlight computed tomography, where high quality reconstructions for only a portion of the image are required, is outlined. We establish the formalism necessary to apply fast adaptive composite (FAC) grids in this setting, and formulate the problem in a block Gauss-Seidel form. Numerical results and reconstructed images are presented which demonstrate the usefulness of these two multilevel approaches.

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Cover of: A multilevel approach to the algebraic image reconstruction problem
A multilevel approach to the algebraic image reconstruction problem
1994, Naval Postgraduate School, Available from National Technical Information Service
in English

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Book Details


Published in

Monterey, Calif, Springfield, Va

Edition Notes

Dissertation supervisor(s): V. Emden Henson.

"June 1994."

Dissertation (Ph.D. in Applied Mathematics) Naval Postgraduate School, June 1994.

Includes bibliographical references.

Approved for public release; distribution unlimited.

US Army (USA) author.

The Physical Object

Pagination
174 p. ;
Number of pages
174

ID Numbers

Open Library
OL25475154M
Internet Archive
multilevelapproa00robi

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Download catalog record: RDF / JSON / OPDS | Wikipedia citation
May 23, 2020 Edited by CoverBot Added new cover
July 24, 2014 Created by ImportBot Imported from Internet Archive item record.