• DocumentCode
    3503827
  • Title

    A spinning tangent based CAD system for detection of flat lesions in CT colonography

  • Author

    Ferraro, Francis O. ; Kawaler, Emily ; Suzuki, Kenji

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Rochester, Rochester, WI, USA
  • fYear
    2011
  • fDate
    March 30 2011-April 2 2011
  • Firstpage
    156
  • Lastpage
    159
  • Abstract
    While many computer-aided detection (CADe) systems for CT colonography can detect polypoid lesions at a high sensitivity level, very few are targeted toward detecting flat lesions. Research has shown that flat lesions are more likely to contain carcinoma than polypoid lesions; therefore, it is imperative that they be adequately detected in screenings and examinations. However, current CADe systems systems have a low sensitivity for flat lesions, with a relatively high false-positive (FP) rate. By generating a surface mesh of the colon and spinning a tangent line at each point of the mesh, we have developed a new CADe system for detecting flat lesions. With our system, we detected 82% (23/28) of flat lesions in our dataset with a small number of FPs (4.5 per patient), whereas a modified shape-index-based CADe system detected 68% (19/28) of them with 10 FPs per patient.
  • Keywords
    cancer; computerised tomography; diagnostic radiography; image segmentation; medical image processing; mesh generation; tumours; CAD system; CT colonography; colon; computer-aided detection; false-positive rate; flat lesions; mesh generation; polypoid lesions; segmentation; shape-index-based CADe system; spinning tangent; surface mesh; Colon; Colonography; Computed tomography; Lesions; Sensitivity; Shape; Spinning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
  • Conference_Location
    Chicago, IL
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-4127-3
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2011.5872377
  • Filename
    5872377