Title :
Acceleration of Monte Carlo SPECT simulation using convolution-based forced detection
Author :
De Jong, Hugo W A M ; Beekman, Freek J. ; Slijpen, Eddy T P
Author_Institution :
Dept. of Nucl. Med., Univ. Hosp. Utrecht, Netherlands
Abstract :
Monte Carlo (MC) simulation is an established tool to calculate photon transport through tissue in Emission Computed Tomography (ECT). Since the first appearance of MC a large variety of variance reduction techniques (VRT) have been introduced to speed up these notoriously slow simulations. One example of a very effective and established VRT is known as forced detection (FD). In standard FD the path from the photon´s scatter position to the camera is chosen stochastically from the appropriate probability density function (PDF). In order to speed up MC the authors propose a convolution-based FD (CFD) which involves replacing the sampling of the PDF by a convolution with a kernel which depends on the position of the scatter event. The authors validated CFD for parallel-hole Single Photon Emission Computed Tomography (SPECT) using a digital thorax phantom. Comparison of projections estimated with CFD and standard FD shows that both estimates converge to practically identical projections, despite the slightly different photon paths used in CFD and standard FD. CFD converges, however, to a noise-free projection 40 up to 75 times faster, which is extremely useful in many applications such as model-based image reconstruction
Keywords :
Monte Carlo methods; convolution; image reconstruction; medical image processing; single photon emission computed tomography; Monte Carlo SPECT simulation acceleration; convolution-based forced detection; digital thorax phantom; medical diagnostic imaging; noise-free projection; nuclear medicine; photon transport through tissue calculation; photon´s scatter position; probability density function; Acceleration; Computational fluid dynamics; Computational modeling; Computed tomography; Electrical capacitance tomography; Electromagnetic scattering; Image converters; Monte Carlo methods; Particle scattering; Single photon emission computed tomography;
Conference_Titel :
Nuclear Science Symposium, 1999. Conference Record. 1999 IEEE
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-5696-9
DOI :
10.1109/NSSMIC.1999.842850