Title :
NATURE OF RINGING ARTIFACTS IN SPECT RECONSTRUCTION AND THEIR REDUCTION BY THE USE OF SIDE INFORMATION
Author :
Li, Jia ; Koral, Kenneth F.
Author_Institution :
Dept. of Electr. & Comput. Eng., Oakland Univ., Rochester, MI
Abstract :
ML-EM iterative reconstruction algorithms tend towards ringing artifacts, and high noise, after a large number of iterations just as filtered backprojection algorithms tend toward streak artifacts. OS-EM is a type of ML-EM algorithm and an edge overshoot has been observed experimentally for uniform-activity spheres of large size but not smaller size. Herein, we shed light on such artifacts by showing that they are a function of the object size relative to the FWHM of the collimator-detector response function. That is, for a given number of iterations, an over- or undershoot can occur at a given spatial location or not depending on the value of the ratio. We further show that a new, regularized, penalized-likelihood algorithm based on ordered subsets and employing side information stabilizes the iterative procedure against the development of artifacts
Keywords :
expectation-maximisation algorithm; image reconstruction; medical image processing; single photon emission computed tomography; SPECT reconstruction; collimator-detector response function; edge overshoot; filtered backprojection algorithms; iterative reconstruction algorithms; maximum likelihood-expectation maximization algorithm; penalized-likelihood algorithm; ringing artifacts; single photon emission computed tomography; streak artifacts; uniform-activity spheres; Cameras; Collimators; Computed tomography; Image reconstruction; Imaging phantoms; Information filtering; Information filters; Iterative algorithms; Noise reduction; Reconstruction algorithms;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2007. ISBI 2007. 4th IEEE International Symposium on
Conference_Location :
Arlington, VA
Print_ISBN :
1-4244-0672-2
Electronic_ISBN :
1-4244-0672-2
DOI :
10.1109/ISBI.2007.356818