• DocumentCode
    1419366
  • Title

    Electronic Cleansing for Computed Tomography (CT) Colonography Using a Scale-Invariant Three-Material Model

  • Author

    Serlie, Iwo W O ; Vos, Frans M. ; Truyen, Roel ; Post, Frits H. ; Stoker, Jaap ; Van Vliet, Lucas J.

  • Author_Institution
    Healthcare Inf., Philips Healthcare, Best, Netherlands
  • Volume
    57
  • Issue
    6
  • fYear
    2010
  • fDate
    6/1/2010 12:00:00 AM
  • Firstpage
    1306
  • Lastpage
    1317
  • Abstract
    A well-known reading pitfall in computed tomography (CT) colonography is posed by artifacts at T-junctions, i.e., locations where air-fluid levels interface with the colon wall. This paper presents a scale-invariant method to determine material fractions in voxels near such T-junctions. The proposed electronic cleansing method particularly improves the segmentation at those locations. The algorithm takes a vector of Gaussian derivatives as input features. The measured features are made invariant to the orientation-dependent apparent scale of the data and normalized in a way to obtain equal noise variance. A so-called parachute model is introduced that maps Gaussian derivatives onto material fractions near T-junctions. Projection of the noisy derivatives onto the model yields improved estimates of the true, underlying feature values. The method is shown to render an accurate representation of the object boundary without artifacts near junctions. Therefore, it enhances the reading of CT colonography in a 3-D display mode.
  • Keywords
    biomedical equipment; computerised tomography; image resolution; medical image processing; 3D display mode; Gaussian derivative vector; T-junctions; computed tomography colonography; electronic cleansing method; equal noise variance; noisy derivatives; orientation-dependent apparent scale; parachute model; scale-invariant three-material model; Computed tomography (CT) colonography; T-junctions; partial volume (PV) effect; rotation and scale invariance; translation; virtual colonoscopy; Algorithms; Colonography, Computed Tomographic; Humans; Imaging, Three-Dimensional; Models, Biological; Pattern Recognition, Automated; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2010.2040280
  • Filename
    5415647