• 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