DocumentCode
438642
Title
Comparison of statistical reconstructions with isotropic and anisotropic resolution
Author
Qi, Jinyi
Author_Institution
Dept. of Biomed. Eng., California Univ., Davis, CA, USA
Volume
6
fYear
2004
fDate
16-22 Oct. 2004
Firstpage
3624
Abstract
Statistical reconstruction methods based on the penalized maximum likelihood (or maximum a posteriori) principle have gained increasing attention in emission tomography. Fessler and Rogers have shown that the penalized maximum likelihood reconstruction with a conventional quadratic penalty results in anisotropic point spread functions (PSFs). Several approaches have been developed to design modified penalty functions to achieve isotropic PSFs. While an image with an isotropic PSF may be useful in some situations, its performance on clinical detection and quantitation tasks is unknown. In this paper, we compare the task performances using computer simulations. The lesion detectability is measured by a channelized Hotelling observer. The quantitation is evaluated by the bias and variance. The results show that reconstructions with an isotropic PSF may not be suitable for lesion detection and quantitation.
Keywords
digital simulation; emission tomography; image reconstruction; maximum likelihood estimation; medical image processing; transfer functions; anisotropic point spread function; channelized Hotelling observer; computer simulation; emission tomography; lesion detection; maximum likelihood principle; statistical reconstruction method; Anisotropic magnetoresistance; Biomedical imaging; Computer simulation; Image reconstruction; Lesions; Maximum likelihood detection; Maximum likelihood estimation; Positron emission tomography; Reconstruction algorithms; Statistical analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Nuclear Science Symposium Conference Record, 2004 IEEE
ISSN
1082-3654
Print_ISBN
0-7803-8700-7
Electronic_ISBN
1082-3654
Type
conf
DOI
10.1109/NSSMIC.2004.1466668
Filename
1466668
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