DocumentCode :
374865
Title :
SS3D-fast fully 3-D PET iterative reconstruction using stochastic sampling
Author :
Kudrolli, H. ; Worstell, W. ; Zavarin, V.
Author_Institution :
Dept. of Phys., Boston Univ., MA, USA
Volume :
2
fYear :
2000
fDate :
2000
Abstract :
We have developed a three dimensional (3D) reconstruction procedure for Positron Emission Tomography using stochastic sampling techniques-the SS3D algorithm. A forward and back-projector pair has been developed which eliminates the need to explicitly calculate the system response matrix (SRM). This is advantageous as it eliminates the memory requirements for storing this matrix. As compared to on-the-fly methods, our method is more accurate in its assumptions and can readily incorporate various physical effects of attenuation, scatter and detector characteristics. This method can be efficiently used with “simultaneous” or “row action” algorithms like ISRA, EM and OSEM. We demonstrate the successful implementation of this technique with the ML-EM, MAP-EM, and MAP-OS-EM algorithms by evaluating the images on the basis of uniformity of noise, contrast recovery, signal to noise ratio, point spread function, structural accuracy and computational time
Keywords :
image reconstruction; iterative methods; medical image processing; positron emission tomography; stochastic systems; 3D PET iterative reconstruction; EM; ISRA; MAP-EM; MAP-OS-EM; ML-EM; OSEM; Positron Emission Tomography; back-projector; computational time; contrast recovery; forward projector; point spread function; signal to noise ratio; stochastic sampling; system response matrix; Attenuation; Detectors; Gamma ray detection; Image reconstruction; Iterative algorithms; Positron emission tomography; Reconstruction algorithms; Sampling methods; Signal to noise ratio; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium Conference Record, 2000 IEEE
Conference_Location :
Lyon
ISSN :
1082-3654
Print_ISBN :
0-7803-6503-8
Type :
conf
DOI :
10.1109/NSSMIC.2000.950112
Filename :
950112
Link To Document :
بازگشت