AN EVALUATION OF MAXIMUM-LIKELIHOOD RECONSTRUCTION FOR SPECT

被引:42
作者
CHORNOBOY, ES
CHEN, CJ
MILLER, MI
MILLER, TR
SNYDER, DL
机构
[1] WASHINGTON UNIV,DEPT ELECT ENGN,ELECTR SYST & SIGNALS RES LAB,ST LOUIS,MO 63130
[2] WASHINGTON UNIV,SCH MED,MALLINCKRODT INST RADIOL,DEPT NUCL MED,ST LOUIS,MO 63130
关键词
D O I
10.1109/42.52987
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A reconstruction method for SPECT (single photon emission computerized tomography) that uses the maximum likelihood (ML) criterion and an iterative expectation-maximization (EM) algorithm solution is examined. The method is based on a model that incorporates the physical effects of photon statistics, nonuniform photon attenuation, and a camera-dependent point-spread response function. Reconstructions from simulation experiments are presented which illustrate the ability of the ML algorithm to correct for attenuation and point-spread. Standard filtered backprojection method reconstructions, using experimental and simulated data, are included for reference. Three studies were designed to focus on the effects of noise and point-spread, on the effect of nonuniform attenuation, and on the combined effects of all three. The last study uses a chest phantom and simulates Tl-201 imaging of the myocardium. A quantitative analysis of the reconstructed images is used to support the conclusion that the ML algorithm produces reconstructions that exhibit improved signal-to-noise ratios, improved image resolution, and image quantifiability.
引用
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页码:99 / 110
页数:12
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