• DocumentCode
    2909954
  • Title

    Integrating anatomical priors in ECT reconstruction via joint mixtures and mutual information

  • Author

    Rangarajan, A. ; Hsiao, T. ; Gindi, G.

  • Author_Institution
    Depts. of Diagnostic Radiol. & Electr. Eng., Yale Univ., New Haven, CT, USA
  • Volume
    3
  • fYear
    1998
  • fDate
    1998
  • Firstpage
    1584
  • Abstract
    Presents a joint mixture model for integrating anatomical information in ECT reconstruction. The mixture model acts as a Bayesian prior with the added benefit of the anatomical segmentation pixel-region labels guiding the reconstruction process. An additional hyper-prior on the mixture occupation probability is introduced. This has the novel interpretation of maximizing the mutual information between the anatomical image and the evolving ECT reconstruction. Results are presented on a phantom with the bias/variance tradeoff being the indicator of performance
  • Keywords
    emission tomography; image reconstruction; medical image processing; modelling; ECT reconstruction; anatomical image; anatomical priors integration; anatomical segmentation pixel-region labels; bias/variance tradeoff; hyper-prior; joint mixture model; medical diagnostic imaging; mixture occupation probability; mutual information; nuclear medicine; phantom; Anatomy; Bayesian methods; Electrical capacitance tomography; Image reconstruction; Image segmentation; Joints; Lesions; Mutual information; Pixel; Radiology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nuclear Science Symposium, 1998. Conference Record. 1998 IEEE
  • Conference_Location
    Toronto, Ont.
  • ISSN
    1082-3654
  • Print_ISBN
    0-7803-5021-9
  • Type

    conf

  • DOI
    10.1109/NSSMIC.1998.773845
  • Filename
    773845