DocumentCode
1508636
Title
An EM algorithm for dynamic SPECT
Author
Bauschke, Heinz H. ; Noll, Dominikus ; Celler, Anna ; Borwein, Jonathan M.
Author_Institution
Dept. of Combinatorics & Optimization, Waterloo Univ., Ont., Canada
Volume
18
Issue
3
fYear
1999
fDate
3/1/1999 12:00:00 AM
Firstpage
252
Lastpage
261
Abstract
Presents two variants of the EM algorithm for dynamic SPECT imaging, A version based on compartmental modeling which fits a sum of exponentials and a more general approach allowing for arbitrary decaying activities. The underlying probabilistic models are discussed and the incomplete and complete data spares are shown to be physically meaningful. The authors indicate that the second method, leading to a convex program in the M step, is easier to treat numerically and the authors present a possible numerical approach. Some preliminary numerical tests indicating the feasibility of the method are included.
Keywords
physiological models; single photon emission computed tomography; EM algorithm; M step; arbitrary decaying activities; compartmental modeling; dynamic SPECT; exponentials sum; medical diagnostic imaging; nuclear medicine; numerical tests; underlying probabilistic models; Cameras; Computed tomography; Face detection; Head; Heuristic algorithms; Instruments; Nuclear medicine; Pharmaceuticals; Positron emission tomography; Single photon emission computed tomography; Algorithms; Humans; Models, Statistical; Reproducibility of Results; Tomography, Emission-Computed, Single-Photon;
fLanguage
English
Journal_Title
Medical Imaging, IEEE Transactions on
Publisher
ieee
ISSN
0278-0062
Type
jour
DOI
10.1109/42.764899
Filename
764899
Link To Document