Title :
Region resolvability versus noise level characteristics for joint spatial and kinetic parameter estimation in inconsistent projection dynamic ECT
Author_Institution :
Center for Functional Imaging, Lawrence Berkeley Lab., CA, USA
fDate :
6/1/2000 12:00:00 AM
Abstract :
For emission computed tomography (ECT) studies of temporally static source distributions, well-known guidelines exist for the number of resolution elements which may be acceptably resolved in a reconstructed image, at a given noise level. Owing to the incomplete angular-temporal sampling in such ECT modalities as rotating camera dynamic single photon ECT (SPECT), the acquired sinogram is not a consistent representation of a Radon transform, and consequently, no analogous bounds on the performance of dynamic reconstruction algorithms may be derived from Radon transform theory. Applying what the authors believe to be the first spatiokinetic parameter estimation algorithm able to simultaneously estimate both the geometry and kinetics of multiple dynamic regions directly from inconsistent projections, the authors establish empirical estimates for the number of regions whose boundaries and time-activity curves (TAC´s) may be simultaneously estimated to a specified degree of accuracy at a given signal-to-noise ratio (SNR), Surprisingly, we find that regional TAC recovery for a segmented annulus myocardial phantom is relatively insensitive to noise at realistic SNR´s and to a twofold increase in the number of resolution elements. It is concluded that errors in the recovered regional TAC´s are due primarily to the poorly conditioned nature of the spatiokinetic parameter estimation problem
Keywords :
Radon transforms; cardiology; image reconstruction; image resolution; image segmentation; medical image processing; noise; parameter estimation; single photon emission computed tomography; Radon transform theory; SPECT; acquired sinogram; dynamic reconstruction algorithms; emission computed tomography studies; incomplete angular-temporal sampling; inconsistent projection dynamic ECT; joint spatial/kinetic parameter estimation; medical diagnostic imaging; noise level characteristics; nuclear medicine; region resolvability; rotating camera dynamic single photon ECT; spatiokinetic parameter estimation algorithm; temporally static source distributions; Cameras; Computed tomography; Electrical capacitance tomography; Guidelines; Image reconstruction; Image resolution; Image sampling; Noise level; Parameter estimation; Signal to noise ratio;
Journal_Title :
Nuclear Science, IEEE Transactions on