DocumentCode :
1518972
Title :
Optimization of regularization of attenuation and scatter-corrected 99mTc cardiac SPECT studies for defect detection using hybrid images
Author :
Narayanan, Manoj V. ; King, Michael A. ; Leppo, Jeffrey ; Dahlbert, S. ; Pretorius, P. Hendrik ; Gifford, Howard C.
Author_Institution :
Med. Sch., Massachusetts Univ., Worcester, MA, USA
Volume :
48
Issue :
3
fYear :
2001
fDate :
6/1/2001 12:00:00 AM
Firstpage :
785
Lastpage :
789
Abstract :
Through means of a receiver-operating-characteristics study, we optimize the iteration number and three-dimensional (3-D) Gaussian postfiltering of 99mTc cardiac emission ordered-subset expectation-maximization (OSEM) reconstructions that implement corrections for both attenuation and scatter. Hybrid images, wherein artificial perfusion defects were added to clinical patient studies that were read as being normally perfused, were used for this optimization. The test conditions included three different iteration numbers of OSEM (1, 5 and 10) using four angles per subset, followed by 3-D Gaussian low-pass filtering at each iteration level. The level of Gaussian low-pass filtering was varied using standard deviations (σ) of 0.6, 0.75, 1 and 1.25 pixels, in addition to a case where no postfiltering was applied. Four observers read 80 images for each of the 15 test conditions being investigated, providing confidence ratings as to the presence or absence of perfusion defects. Results indicate that at all iterations, optimum detection performance is obtained for a broad plateau or range of postfilters (σ=0.6 to 1 pixel). As expected, a gradual reduction in performance is seen at either end of this broad maximum where the images either have been very heavily smoothed or have very little postfiltering. Finally, one iteration of OSEM appears to be the appropriate choice since no significant improvement in detection accuracy was observed with increasing iteration number as long as the reconstructions are postfiltered with σ in the range of 0.6 to 1 pixel
Keywords :
cardiology; filtering theory; image reconstruction; iterative methods; medical image processing; medical signal detection; single photon emission computed tomography; 3-D Gaussian low-pass filtering; 99mTc cardiac emission ordered-subset expectation-maximization reconstructions; Tc; artificial perfusion defects; attenuation-corrected 99mTc cardiac SPECT studies; clinical patient studies; confidence ratings; defect detection; detection accuracy; hybrid images; iteration level; iteration number; iteration numbers; optimization; optimum detection performance; perfusion defects; receiver-operating-characteristics study; regularization; scatter-corrected 99mTc cardiac SPECT studies; standard deviations; test conditions; three-dimensional Gaussian postfiltering; Attenuation; Collimators; Coronary arteriosclerosis; Filtering; Helium; Image reconstruction; Iterative algorithms; Low pass filters; Scattering; Testing;
fLanguage :
English
Journal_Title :
Nuclear Science, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9499
Type :
jour
DOI :
10.1109/23.940164
Filename :
940164
Link To Document :
بازگشت