Title :
Fast, accurate and versatile Monte Carlo method for computing system matrix
Author :
Leroux, Jean-Daniel ; Thibaudeau, Christian ; Lecomte, Roger ; Fontaine, Rejean
Author_Institution :
Univ. de Sherbrooke, Sherbrooke
fDate :
Oct. 26 2007-Nov. 3 2007
Abstract :
A new methodology is proposed to mitigate the high computation cost required to derive accurate Monte Carlo (MC) based system matrix for tomographic image reconstruction. The strategy consists of taking advantage of the symmetries between the lines of response to increase the statistics of data collected for the determination of the system matrix coefficients. By using the rotation and axial symmetries of a cylindrical camera, the number of MC generated events can be reduced substantially without affecting the matrix coefficient accuracy. Moreover, using the GATE simulator list-mode saving capabilities for storing coincidence events, single events and/or single hits with all their relevant information, the MC simulation can be performed only once and system matrices for different system configurations be derived from the same simulation. Using for example Positron emission tomography (PET), the processing of the collected MC data can be fine tuned to the imaging system characteristics by setting accordingly the time and energy blurring, the detector efficiencies, the coincidence time window width and the energy thresholds. The system matrix can also include or exclude PET events like scatters and randoms. Furthermore, the system matrix can be computed for different image grids and basis functions without requiring a new MC simulation to be performed.
Keywords :
Monte Carlo methods; image reconstruction; matrix algebra; medical image processing; positron emission tomography; GATE simulator list-mode; accurate Monte Carlo based system matrix; axial symmetries cylindrical camera; imaging system characteristics; imaging system configurations; matrix coefficient accuracy; positron emission tomography; system matrix coefficients determination; tomographic image reconstruction; versatile Monte Carlo method; Cameras; Computational efficiency; Detectors; Discrete event simulation; Grid computing; Image reconstruction; Monte Carlo methods; Positron emission tomography; Scattering; Statistics;
Conference_Titel :
Nuclear Science Symposium Conference Record, 2007. NSS '07. IEEE
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-0922-8
Electronic_ISBN :
1095-7863
DOI :
10.1109/NSSMIC.2007.4436912