ISBI 2006: IEEE 2006 International Symposium on Biomedical Imaging, April 6-9, 2006, Crystal Gateway Marriott, Arlington, Virginia, U.S.A.

Technical Program

Paper Detail

Paper:SA-PM-PS3.4
Session:Functional, Dynamic and Parametric Imaging
Time:Saturday, April 8, 13:30 - 14:50
Presentation: Poster
Title: Preliminary Evaluation of a Kinetic Parameter Estimator with Application to Direct Parametric Reconstruction
Authors: David Schottlander; University of Oxford 
 Aurélien Louis; Siemens Molecular Imaging Ltd 
 Jérôme Declerck; Siemens Molecular Imaging Ltd 
 Michael Brady; University of Oxford 
Abstract: We present a ML-EM estimator for kinetic parameters from list-mode and histogram mode (hist-mode) dynamic PET data, based upon the observation that emissions originating from each contributing exponential mode in the compartment model are identically and independently distributed samples drawn from an inhomogeneous Poisson distribution. An approximation formula for the covariance of the estimator is developed based on the Cramer-Rao bound, validated for 1- and 2-compartment models, and compared with multiple noise realizations. 1D experimental data were simulated using various count levels and rate constants typical of metastatic colorectal cancer and glioma FDG uptake. We conclude that estimation of kinetic parameters from list-mode data is theoretically achievable and that estimate covariance can be usefully approximated from a single realization.



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