• DocumentCode
    1508636
  • Title

    An EM algorithm for dynamic SPECT

  • Author

    Bauschke, Heinz H. ; Noll, Dominikus ; Celler, Anna ; Borwein, Jonathan M.

  • Author_Institution
    Dept. of Combinatorics & Optimization, Waterloo Univ., Ont., Canada
  • Volume
    18
  • Issue
    3
  • fYear
    1999
  • fDate
    3/1/1999 12:00:00 AM
  • Firstpage
    252
  • Lastpage
    261
  • Abstract
    Presents two variants of the EM algorithm for dynamic SPECT imaging, A version based on compartmental modeling which fits a sum of exponentials and a more general approach allowing for arbitrary decaying activities. The underlying probabilistic models are discussed and the incomplete and complete data spares are shown to be physically meaningful. The authors indicate that the second method, leading to a convex program in the M step, is easier to treat numerically and the authors present a possible numerical approach. Some preliminary numerical tests indicating the feasibility of the method are included.
  • Keywords
    physiological models; single photon emission computed tomography; EM algorithm; M step; arbitrary decaying activities; compartmental modeling; dynamic SPECT; exponentials sum; medical diagnostic imaging; nuclear medicine; numerical tests; underlying probabilistic models; Cameras; Computed tomography; Face detection; Head; Heuristic algorithms; Instruments; Nuclear medicine; Pharmaceuticals; Positron emission tomography; Single photon emission computed tomography; Algorithms; Humans; Models, Statistical; Reproducibility of Results; Tomography, Emission-Computed, Single-Photon;
  • fLanguage
    English
  • Journal_Title
    Medical Imaging, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0062
  • Type

    jour

  • DOI
    10.1109/42.764899
  • Filename
    764899