DocumentCode
374778
Title
Optimization and evaluation of reconstruction-based compensation methods in myocardial perfusion SPECT using the channelized Hotelling observer
Author
Frey, E.C. ; La Croix, K.J. ; Tsui, Benjamin M. W.
Author_Institution
Dept. of Biomed. Eng., North Carolina Univ., Chapel Hill, NC, USA
Volume
2
fYear
2000
fDate
2000
Abstract
Summary form only given. We have applied the channelized Hotelling observer (CHO) using a defect detection task to the optimization and evaluation of iterative reconstruction compensation for myocardial perfusion SPECT. We used a population of 24 mathematical cardiac-torso (MCAT) phantoms that realistically model the activity and attenuation distribution in three classes of patients: females and males with flat and raised diaphragms. Defects were placed at 6 positions along myocardium. Projection data were generated and subsequently reconstructed using methods based on the ordered-subsets expectation-maximization algorithm. The methods evaluated included iterative reconstruction compensation for attenuation, detector response blurring and scatter in various combinations. We applied the CHO to find the optimal number of iterations and cutoff frequency of a post-reconstruction filter that gave the highest value of the area under the receiver operating characteristics (ROC) curve (AUC). We investigated from 1 to 12 iterations with 16 subsets per iteration and an order 8 Butterworth post-reconstruction filter with cutoff frequencies of 0.04 to 0.34 pixel-1. For the optimal reconstruction parameters, attenuation with either detector response or scatter compensation gave statistically significant increases in the AUC compared to attenuation compensation alone. The greatest increase in the AUC occurred when all three compensations were applied
Keywords
cardiology; haemorheology; image reconstruction; image segmentation; iterative methods; maximum likelihood estimation; medical image processing; observers; single photon emission computed tomography; area under ROC curve; attenuation distribution; cardiac-torso phantoms; channelized Hotelling observer; cutoff frequency; detector response blurring; iterative reconstruction compensation; myocardial perfusion SPECT; optimal number of iterations; optimization; ordered-subsets EM algorithm; post-reconstruction filter; reconstruction-based compensation methods; scatter compensation; Attenuation; Cutoff frequency; Detectors; Expectation-maximization algorithms; Filters; Imaging phantoms; Iterative methods; Mathematical model; Myocardium; Scattering;
fLanguage
English
Publisher
ieee
Conference_Titel
Nuclear Science Symposium Conference Record, 2000 IEEE
Conference_Location
Lyon
ISSN
1082-3654
Print_ISBN
0-7803-6503-8
Type
conf
DOI
10.1109/NSSMIC.2000.949988
Filename
949988
Link To Document