Characteristics of feasible images obtained from real PET (Positron Emission Tomography) data by MLE (Maximum Likelihood Estimator), Bayesian and sieve methods
- Lawrence Berkeley Lab., CA (USA)
- California Univ., Berkeley, CA (USA). Dept. of Statistics
The frequency spectral characteristics, bias and variance of images reconstructed from real Positron Emission Tomography (PET) data have been studied. Feasible images obtained from statistically based reconstruction methods have been compared to Filtered Backprojection (FBP) images. Feasible images have been described as those images that are compatible with the measured data by consideration of the Poisson nature of the emission process. The results show that the spectral characteristics of reconstructions obtained by statistically based methods are at least as good as those obtained by the FBP methods. With some exceptions, statistically based reconstructions do not exhibit abnormal amounts of bias. The most significant difference between the two groups of reconstructions is in the image variance, where the statistically based methods yield substantially smaller variances in the regions with smaller image intensity than the FBP images. 14 refs., 12 figs., 3 tabs.
- Research Organization:
- Lawrence Berkeley Lab., CA (USA)
- Sponsoring Organization:
- DOE/ER; DOHHS
- DOE Contract Number:
- AC03-76SF00098
- OSTI ID:
- 6724680
- Report Number(s):
- LBL-29150; CONF-900756-22; ON: DE90015298
- Resource Relation:
- Conference: SPIE's international symposium on optical and optoelectronic applied science and engineering exhibit, San Diego, CA (USA), 8-13 Jul 1990
- Country of Publication:
- United States
- Language:
- English
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Related Subjects
99 GENERAL AND MISCELLANEOUS//MATHEMATICS, COMPUTING, AND INFORMATION SCIENCE
IMAGE PROCESSING
STATISTICAL MECHANICS
POSITRON COMPUTED TOMOGRAPHY
ALGORITHMS
IMAGES
OPTICAL FILTERS
RESOLUTION
COMPUTERIZED TOMOGRAPHY
DIAGNOSTIC TECHNIQUES
EMISSION COMPUTED TOMOGRAPHY
FILTERS
MATHEMATICAL LOGIC
MECHANICS
PROCESSING
TOMOGRAPHY
440600* - Optical Instrumentation- (1990-)
990200 - Mathematics & Computers