Title :
Estimation of images and nonrigid deformations in gated emission CT
Author :
Mair, B.A. ; Gilland, David R. ; Sun, Jing
Author_Institution :
Dept. of Math., Florida Univ., Gainesville, FL
Abstract :
In this paper, we propose and test a new iterative algorithm to simultaneously estimate the nonrigid motion vector fields and the emission images for a complete cardiac cycle in gated cardiac emission tomography. We model the myocardium as an elastic material whose motion does not generate large amounts of strain. As a result, our method is based on minimizing an objective function consisting of the negative logarithm of a maximum likelihood image reconstruction term, the standard biomechanical model of strain energy, and an image matching term that ensures a measure of agreement of intensities between frames. Simulations are obtained using data for the four-dimensional (4-D) NCAT phantom. The data models realistic noise levels in a typical gated myocardial perfusion SPECT study. We show that our simultaneous algorithm produces images with improved spatial resolution characteristics and noise properties compared with those obtained from postsmoothed 4-D maximum likelihood methods. The simulations also demonstrate improved motion estimates over motion estimation using independently reconstructed images
Keywords :
cardiology; haemorheology; image matching; image motion analysis; image reconstruction; image resolution; iterative methods; maximum likelihood estimation; medical image processing; noise; phantoms; single photon emission computed tomography; biomechanical model; complete cardiac cycle; four-dimensional NCAT phantom.; gated cardiac emission tomography; gated emission CT; gated myocardial perfusion SPECT; image estimation; image matching; iterative algorithm; maximum likelihood image reconstruction; motion estimation; myocardium; noise; nonrigid deformations; nonrigid motion vector fields; postsmoothed 4-D maximum likelihood methods; spatial resolution; strain energy; Biological materials; Capacitive sensors; Computed tomography; Image reconstruction; Iterative algorithms; Maximum likelihood estimation; Motion estimation; Myocardium; Strain measurement; Testing; Cardiac; elastic deformation; gated emission tomography; image reconstruction; motion estimation; penalized maximum likelihood (ML); positron emission tomography (PET); single photon emission computed tomography (SPECT); strain energy;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2006.879323