DocumentCode :
1395204
Title :
Computation of high overrelaxation parameters in iterative image reconstruction
Author :
Schmidlin, P. ; Brix, G. ; Bellemann, M.E. ; Lorenz, W.J.
Author_Institution :
Forschungschwerpunkt Radiol. Diagnostik & Therapie, Heidelberg, Germany
Volume :
45
Issue :
3
fYear :
1998
fDate :
6/1/1998 12:00:00 AM
Firstpage :
1737
Lastpage :
1742
Abstract :
Single-projection iterative reconstruction allows the use of high overrelaxation parameters. The parameters can be optimized in a pragmatic way by studying their influence on figures of merit extracted from the image. The resulting parameters are high in the beginning and drop down during further iteration. The value of the overrelaxation parameter which gives the best image after one iteration step is easily found. However, this value will change if an optimum image is postulated after two or more iteration steps. A procedure has been developed which rapidly finds the parameters to be used during a sequence of iteration steps to obtain optimum results for a later approximation. Comparing optimization during one and two steps, the initial parameters obtained with two-step optimization are about twice as high as those with one-step optimization, accelerating convergence by nearly a factor of two. Optimization within three or more steps again leads to different parameter sequences which, however, provide only minor convergence improvement. This indicates that different sequences of parameters may result in similar images, and parameters derived from a typical data set may be widely used for other data. Computation of new parameter sequences by the optimizing procedure is recommended if data from new equipment or with new characteristics have to be processed
Keywords :
image reconstruction; iterative methods; medical image processing; positron emission tomography; figure of merit; iterative image reconstruction; optimum image; overrelaxation parameters; single-projection iterative reconstruction; two-step optimization; Acceleration; Convergence; Estimation theory; Image reconstruction; Iterative algorithms; Parameter estimation; Radioactive decay; Subspace constraints;
fLanguage :
English
Journal_Title :
Nuclear Science, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9499
Type :
jour
DOI :
10.1109/23.685297
Filename :
685297
Link To Document :
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