ALGEBRAIC RECONSTRUCTION TECHNIQUES CAN BE MADE COMPUTATIONALLY EFFICIENT

Citation
Gt. Herman et Lb. Meyer, ALGEBRAIC RECONSTRUCTION TECHNIQUES CAN BE MADE COMPUTATIONALLY EFFICIENT, IEEE transactions on medical imaging, 12(3), 1993, pp. 600-609
Citations number
18
Categorie Soggetti
Engineering, Biomedical","Radiology,Nuclear Medicine & Medical Imaging
ISSN journal
02780062
Volume
12
Issue
3
Year of publication
1993
Pages
600 - 609
Database
ISI
SICI code
0278-0062(1993)12:3<600:ARTCBM>2.0.ZU;2-B
Abstract
Algebraic reconstruction techniques (ART) are iterative procedures for recovering objects from their projections. It is claimed in this pape r that by a careful adjustment of the order in which the collected dat a are accessed during the reconstruction procedure and of the so-calle d ''relaxation parameters'' that are to be chosen in an algebraic reco nstruction technique, ART can produce high-quality reconstructions wit h excellent computational efficiency. We demonstrate this by showing, on an example based on a particular (but realistic) medical imaging ta sk, that ART can match the performance of the standard EM approach for maximizing likelihood (from the point of view of that particular medi cal task), but at an order of magnitude less computational cost.