• DocumentCode
    1156852
  • Title

    Signal-to-Noise Ratio Equalized Filtered Back-Projection for Positron Emission Tomography

  • Author

    Watson, Charles C.

  • Author_Institution
    Siemens Med. Solutions Mol. Imaging, Knoxville, TN
  • Volume
    56
  • Issue
    1
  • fYear
    2009
  • Firstpage
    108
  • Lastpage
    115
  • Abstract
    We describe a new, noise-adaptive, quasi-linear image reconstruction algorithm for positron emission tomography that seeks to equalize the signal-to-noise ratio (SNR) across an image by applying spatially varying smoothing. It is based on the fact that for linear reconstruction algorithms such as filtered back-projection (FBP), operating on uncorrelated Poisson distributed data, it is possible to directly compute the corresponding noise variance image, and thus the SNR, at all points, for any smoothing kernel (or filter function). Increased smoothing generally results in higher SNR. Therefore, by varying the amount of smoothing locally, one can tune the image to achieve a target SNR at most points. The resulting image appears to share some of the advantages of maximum likelihood reconstruction (e.g., improved hot spot contrast versus noise trade-off) while retaining the quantitative advantages of FBP (biased only by the known smoothing kernel). Examples for clinical time-of-flight (TOF) and non-TOF reconstructions are shown.
  • Keywords
    image reconstruction; medical image processing; positron emission tomography; Poisson distributed data; clinical time-of-flight reconstructions; maximum likelihood reconstruction; nontime-of-flight reconstructions; positron emission tomography; quasilinear image reconstruction algorithm; signal-to-noise ratio equalized filtered back-projection; Image reconstruction; Iterative algorithms; Kernel; Maximum likelihood estimation; Nonlinear filters; Pixel; Positron emission tomography; Reconstruction algorithms; Signal to noise ratio; Smoothing methods; FBP; PET; SNR; image reconstruction;
  • fLanguage
    English
  • Journal_Title
    Nuclear Science, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9499
  • Type

    jour

  • DOI
    10.1109/TNS.2008.2006267
  • Filename
    4782139