• DocumentCode
    1440815
  • Title

    Band-Restricted Estimation of Noise Variance in Filtered Backprojection Reconstructions Using Repeated Scans

  • Author

    Wunderlich, Adam ; Noo, Frédéric

  • Author_Institution
    Dept. of Radiol., Univ. of Utah, Salt Lake City, UT, USA
  • Volume
    29
  • Issue
    5
  • fYear
    2010
  • fDate
    5/1/2010 12:00:00 AM
  • Firstpage
    1097
  • Lastpage
    1113
  • Abstract
    We introduce a new estimator for noise variance in tomographic images reconstructed using algorithms of the filtered backprojection type. The new estimator operates on data acquired from repeated scans of the object under examination, is unbiased, and is shown to have significantly lower variance than the conventional unbiased estimator for many scenarios of practical interest. We provide an extensive theoretical analysis of this estimator, highlighting the circumstances under which it is most effective. This analysis includes both general and specific data-correlation patterns. Moreover, we have applied our estimator to real X-ray computed tomography data and present preliminary results that support the theory and provide experimental evidence of the new estimator´s efficacy.
  • Keywords
    computerised tomography; data acquisition; image reconstruction; medical image processing; statistical analysis; X-ray computed tomography; band-restricted estimation; data-correlation patterns; filtered backprojection reconstructions; noise variance; repeated scans; Cities and towns; Computed tomography; Distributed computing; Image quality; Image reconstruction; Optical imaging; Pattern analysis; Pixel; Radiology; X-ray imaging; Computed tomography (CT); estimation; filtered backprojection (FBP); noise; variance; Algorithms; Image Interpretation, Computer-Assisted; Phantoms, Imaging; Tomography, X-Ray Computed;
  • fLanguage
    English
  • Journal_Title
    Medical Imaging, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0062
  • Type

    jour

  • DOI
    10.1109/TMI.2009.2034961
  • Filename
    5431004