DocumentCode :
1294648
Title :
Factor analysis of dynamic structures in dynamic SPECT imaging using maximum entropy
Author :
Sitek, A. ; Di Bella, E.V.R. ; Gullberg, G.T.
Author_Institution :
Med. Imaging Res. Lab., Utah Univ., Salt Lake City, UT, USA
Volume :
46
Issue :
6
fYear :
1999
Firstpage :
2227
Lastpage :
2232
Abstract :
Factor analysis of dynamic structures (FADS) is a technique used in the automatic extraction of time activity curves (TACs) from dynamic sequences. Although it has been reported that factor analysis with non-negativity constraints can in certain cases correlate with region of interest (ROI) measurements in SPECT and PET heart studies, the method does not ensure a unique solution. In this work it is shown that the FADS result is improved by using the Maximum Entropy Principle. Both the FADS technique and the new maximum entropy method were tested on simulated data and experimental /sup 99m/Tc-teboroxime canine cardiac data. The results showed that the FADS technique, using only non-negativity constraints, produced curves that did not always closely approximate the true curves. The new method, however, resulted in TACs that closely resembled the true curves. Thus, the inclusion of an entropy term is a useful method for obtaining more accurate extractions of TACs from dynamic SPECT data.
Keywords :
image sequences; maximum entropy methods; medical image processing; single photon emission computed tomography; PET heart studies; Tc; dynamic SPECT imaging; dynamic structures factor analysis; experimental /sup 99m/Tc-teboroxime canine cardiac data; medical diagnostic imaging; more accurate extractions; nuclear medicine; region of interest measurements; simulated data; true curves; Biomedical imaging; Data mining; Entropy; Heart; Image analysis; Image reconstruction; Image sequence analysis; Optical scattering; Performance analysis; Positron emission tomography;
fLanguage :
English
Journal_Title :
Nuclear Science, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9499
Type :
jour
DOI :
10.1109/23.819308
Filename :
819308
Link To Document :
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