DocumentCode :
3342216
Title :
A modeled point spread function for a noise-free system matrix
Author :
Taschereau, Richard ; Rannou, Fernando R. ; Chatziioannou, Arion F.
Author_Institution :
Dept. of Mol. & Med. Pharmacology, Univ. of California, Los Angeles, CA, USA
fYear :
2011
fDate :
23-29 Oct. 2011
Firstpage :
4102
Lastpage :
4105
Abstract :
Iterative image reconstruction, can provide significant improvements in both image signal-to-noise ratio and spatial resolution when compared to linear methods such as filtered back-projection. Besides modeling Poisson noise, one of the key advantages of iterative image reconstruction is the ease of incorporation of detailed models of the system response. These models are typically obtained with Monte Carlo simulations, which can be computationally very expensive and introduce noise in the data, while being inflexible. In this work, we develop a fully parameterized analytical model, which in combination with relatively short Monte Carlo simulations, yields the spatially variant point spread function for a prototype pre-clinical PET scanner. The model is adaptable for small variations of pixel pitch, without the need for new Monte Carlo simulations, and can also easily incorporate results from physical measurements, which often differ from simulations in a systematic way. We demonstrate results from using this model in reconstructions of Monte Carlo simulated phantom data, as well as in-vivo data acquired with the prototype pre-clinical PET scanner.
Keywords :
Monte Carlo methods; Poisson distribution; data acquisition; image reconstruction; image resolution; iterative methods; medical image processing; optical transfer function; phantoms; positron emission tomography; Monte Carlo simulation; Poisson noise; filtered back-projection; image resolution; image signal-to-noise ratio; iterative image reconstruction; modeled point spread function; noise-free system matrix; parameterized analytical model; phantom data; pixel pitch variation; pre-clinical PET scanner; spatial resolution; Clocks; Irrigation; Logic gates;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2011 IEEE
Conference_Location :
Valencia
ISSN :
1082-3654
Print_ISBN :
978-1-4673-0118-3
Type :
conf
DOI :
10.1109/NSSMIC.2011.6153781
Filename :
6153781
Link To Document :
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