Algebraic reconstruction techniques can be made computationally efficient [positron emission tomography application |
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Authors: | Herman G T Meyer L B |
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Affiliation: | Dept. of Radiol., Pennsylvania Univ., Philadelphia, PA. |
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Abstract: | Algebraic reconstruction techniques (ART) are iterative procedures for recovering objects from their projections. It is claimed that by a careful adjustment of the order in which the collected data are accessed during the reconstruction procedure and of the so-called relaxation parameters that are to be chosen in an algebraic reconstruction technique, ART can produce high-quality reconstructions with excellent computational efficiency. This is demonstrated by an example based on a particular (but realistic) medical imaging task, showing that ART can match the performance of the standard expectation-maximization approach for maximizing likelihood (from the point of view of that particular medical task), but at an order of magnitude less computational cost. |
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