Title :
Direct estimation from list-mode data for reversible tracers using graphical modeling
Author :
Wentao Zhu ; Ning Guo ; Bing Bai ; Conti, Peter S. ; Leahy, Richard M. ; Quanzheng Li
Author_Institution :
Univ. of Southern California, Los Angeles, CA, USA
Abstract :
We propose a novel method to directly estimate parametric images from listmode PET data for reversible tracers based on an inhomogeneous Poisson process model. We use a relative equilibrium graphical model, similar to the Logan plot, to linearize the problem. A static sinogram from time of tracer injection to the steady state is incorporated to improve the ill-conditioning of the estimation problem. Cramer-Rao analysis and Monte-Carlo simulation demonstrate that our method improves the conditioning of the estimation problem and provides higher contrast recovery and smaller standard deviation compared with a sinogram based direct estimation approach.
Keywords :
Monte Carlo methods; Poisson equation; medical image processing; positron emission tomography; Cramer-Rao analysis; Monte-Carlo simulation; inhomogeneous Poisson process model; list-mode PET data; parametric image estimation; relative equilibrium graphical model; reversible tracers; sinogram based direct estimation approach; Computational modeling; Data models; Estimation; Image reconstruction; Kinetic theory; Mathematical model; Positron emission tomography;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164089