DocumentCode :
2003256
Title :
ML based positioning algorithms for scintillation cameras
Author :
Joung, Jinhun ; Miyaoka, Robert S. ; Kohlmyer, Steven ; Lewellen, Tom K.
Author_Institution :
Univ. of Washington Med. Centre, Seattle, WA, USA
Volume :
3
fYear :
1999
fDate :
1999
Firstpage :
1455
Abstract :
Positioning algorithms for scintillation cameras are investigated. Maximum Likelihood (ML) estimation techniques and centroid-based methods (e.g., weighted and local centroid) are evaluated. Two methods to reach the two-dimensional ML solution are proposed. First, we investigate a 1D based recursive ML positioning algorithm. The technique overcomes the dimensional separable violation for hexagonally packed photomultiplier tube (PMT) arrays. Second, we examine a 2D based ML method that uses local PMT clusters to reduce the computational demands of full 2D ML implementations. The methods are tested with data sets generated using Monte Carlo simulation and verified with experimental study. Simulation (experimental) results show that the full 2D ML algorithm is superior to the others. It has a 7(10)%, 67(47)% and 69(30)% improvement over the weighted centroid with bias subtraction method in terms of spatial resolution, linearity and MSE, respectively
Keywords :
Monte Carlo methods; biomedical equipment; cameras; gamma-ray detection; maximum likelihood estimation; photomultipliers; photon transport theory; positron emission tomography; solid scintillation detectors; 1D recursive ML positioning algorithm; 2D based ML method; Cramer Rao bounds; Monte Carlo simulation; centroid-based methods; dimensional separable violation; gamma cameras; hexagonally packed photomultiplier tube arrays; linearity; local tube clusters; maximum likelihood estimation; mean square error; photon transport; positioning algorithms; reduced computational demand; scintillation cameras; spatial resolution; two-dimensional solution; Cameras; Chromium; Clustering algorithms; Computational modeling; Linearity; Maximum likelihood estimation; Nonlinear distortion; Photomultipliers; Spatial resolution; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium, 1999. Conference Record. 1999 IEEE
Conference_Location :
Seattle, WA
ISSN :
1082-3654
Print_ISBN :
0-7803-5696-9
Type :
conf
DOI :
10.1109/NSSMIC.1999.842833
Filename :
842833
Link To Document :
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