• DocumentCode
    994788
  • Title

    A system for the 3D reconstruction of retracted-septa PET data using the EM algorithm

  • Author

    Johnson, Calvin A. ; Yan, Yuchen ; Carson, Richard E. ; Martino, Robert L. ; Daube-Witherspoon, Margaret E.

  • Author_Institution
    Div. of Comput. Res. & Technol., Nat. Inst. of Health, Bethesda, MD, USA
  • Volume
    42
  • Issue
    4
  • fYear
    1995
  • fDate
    8/1/1995 12:00:00 AM
  • Firstpage
    1223
  • Lastpage
    1227
  • Abstract
    We have implemented the EM reconstruction algorithm for volume acquisition from current generation retracted-septa PET scanners. Although the software was designed for a GE Advance scanner, it is easily adaptable to other 3D scanners. The reconstruction software was written for an Intel iPSC/860 parallel computer with 128 compute nodes. Running on 32 processors, the algorithm requires approximately 55 minutes per iteration to reconstruct a 128×128×35 image. No projection data compression schemes or other approximations were used in the implementation. Extensive use of EM system matrix (Cij) symmetries (including the 8-fold in-plane symmetries, 2-fold axial symmetries, and axial parallel line redundancies) reduces the storage cost by a factor of 188. The parallel algorithm operates on distributed projection data which are decomposed by base-symmetry angles. Symmetry operators copy and index the Cij chord to the form required for the particular symmetry. The use of asynchronous reads, lookup tables, and optimized image indexing improves computational performance
  • Keywords
    image reconstruction; iterative methods; parallel algorithms; positron emission tomography; software performance evaluation; 2-fold axial symmetries; 3D reconstruction; 8-fold in-plane symmetries; Intel iPSC/860 parallel computer; asynchronous reads; axial parallel line redundancies; base-symmetry angles; computational performance; distributed projection data; expectation maximization algorithm; iteration; lookup tables; optimized image indexing; parallel algorithm; positron emission tomography; reconstruction algorithm; reconstruction software; retracted-septa PET data; retracted-septa PET scanners; storage cost reduction; symmetry operators; volume acquisition; Concurrent computing; Costs; Data compression; Image reconstruction; Matrix decomposition; Parallel algorithms; Positron emission tomography; Reconstruction algorithms; Software design; Table lookup;
  • fLanguage
    English
  • Journal_Title
    Nuclear Science, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9499
  • Type

    jour

  • DOI
    10.1109/23.467875
  • Filename
    467875