Title :
A portable PET image reconstruction system for parallel machines
Author :
Jeng, Wei-Min ; Huang, Shou-Hsuan Stephen ; Yang, David J.
Author_Institution :
Dept. of Comput. Sci., Houston Univ., TX, USA
Abstract :
With its unique diagnostic capabilities for imaging metabolic body functions, positron emission tomography (PET) has become the superior system among all noninvasive modalities for quantitatively evaluating physiology. Commonly-used reconstruction algorithms such as filtered backprojection (FBP) have been adopted due to their rapid computation but may compromise the resulting image quantitatively with inherent noise amplification. Expectation maximization (EM), an algorithm that includes the stochastic nature of the count data, has been proposed and proved to generate better images, but remains hard to use because of the high complexity of the algorithm. The EM reconstruction algorithm is becoming more feasible with parallel computers which are widely available in research organizations. Different schemes and high-cost hardware platforms have been introduced to speed up the reconstruction process but often incur high costs with their ad-hoc approaches. We introduce a hardware-independent parallel PET image reconstruction system with portable software implementation. To reduce the cost that comes with most parallel platforms, commercial off-the-shelf hardware and software components can be used to build a system with a low cost/performance ratio. The system architecture is also shown to be scalable with increasing image size to meet future needs
Keywords :
image reconstruction; medical image processing; optimisation; parallel algorithms; parallel programming; physiology; positron emission tomography; software portability; commercial off-the-shelf software components; computational complexity; cost/performance ratio; diagnostic capabilities; expectation maximization algorithm; filtered backprojection; hardware-independent system; image size; metabolic body function imaging; noise amplification; noninvasive modality; parallel algorithm; parallel computers; portable PET image reconstruction system; portable software implementation; positron emission tomography; quantitative physiology evaluation; scalable system architecture; stochastic count data; Concurrent computing; Costs; Hardware; Image generation; Image reconstruction; Parallel machines; Physiology; Positron emission tomography; Reconstruction algorithms; Stochastic resonance;
Conference_Titel :
Computer-Based Medical Systems, 1998. Proceedings. 11th IEEE Symposium on
Conference_Location :
Lubbock, TX
Print_ISBN :
0-8186-8564-6
DOI :
10.1109/CBMS.1998.701323