Title :
An efficient reconstruction method for nonuniform attenuation compensation in nonparallel beam geometries based on Novikov´s explicit inversion formula
Author :
Li, Tianfang ; You, Jiangsheng ; Wen, Junhai ; Liang, Zhengrong
Abstract :
This paper investigates an accurate reconstruction method to invert the attenuated Radon transform in nonparallel beam (NPB) geometries. The reconstruction method contains three major steps: 1) performing one-dimensional phase-shift rebinning; 2) implementing nonuniform Hilbert transform; and 3) applying Novikov´s explicit inversion formula. The method seems to be adaptive to different settings of fan-beam geometry from very long to very short focal lengths without sacrificing reconstruction accuracy. Compared to the conventional bilinear rebinning technique, the presented method showed a better spatial resolution, as measured by modulation transfer function. Numerical experiments demonstrated its computational efficiency and stability to different levels of Poisson noise. Even with complicated geometries such as varying focal-length and asymmetrical fan-beam collimation, the presented method achieved nearly the same reconstruction quality of parallel-beam geometry. This effort can facilitate quantitative reconstruction of single photon emission computed tomography for cardiac imaging, which may need NPB collimation geometries and require high computational efficiency.
Keywords :
Hilbert transforms; Radon transforms; cardiology; image reconstruction; medical image processing; optical transfer function; single photon emission computed tomography; Novikov explicit inversion formula; Poisson noise; attenuated Radon transform; cardiac imaging; fan-beam collimation; image reconstruction; modulation transfer function; nonparallel beam geometries; nonuniform Hilbert transform; nonuniform attenuation compensation; one-dimensional phase-shift rebinning; single photon emission computed tomography; spatial resolution; Attenuation; Collimators; Computational efficiency; Geometry; Image reconstruction; Noise level; Reconstruction algorithms; Spatial resolution; Stability; Transfer functions; Attenuated Radon transform; NPB collimation geometry; nonuniform Hilbert transform; phase shifting; Algorithms; Anisotropy; Artifacts; Computer Simulation; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Models, Biological; Models, Statistical; Numerical Analysis, Computer-Assisted; Phantoms, Imaging; Reproducibility of Results; Scattering, Radiation; Sensitivity and Specificity; Tomography, Emission-Computed, Single-Photon;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2005.857026