• DocumentCode
    2046904
  • Title

    CT Colonography Computer-Aided Polyp Detection using Topographical Height Map

  • Author

    Yao, Jianhua ; Li, Jiang ; Summers, Ronald

  • Author_Institution
    Nat. Institutes of Health, Bethesda
  • Volume
    5
  • fYear
    2007
  • fDate
    Sept. 16 2007-Oct. 19 2007
  • Abstract
    CT colonography (CTC) is an emerging noninvasive technique for screening and diagnosing colon cancers. Computer aided detection (CAD) techniques can increase sensitivity and reduce false positives. We propose to employ topographical height maps in our CAD pipeline. For every detection, a height map is computed using a ray-casting algorithm. Since colonic polyps are protrusions outward from the colon wall and are round in contour, their height maps present concentric patterns. The projection direction is optimized through a multi-scale spherical search. We derive several topographic features from the map, and also compute texture features from the Haar wavelet coefficients. We send the selected features to a committee of support vector machines for classification. We have tested our method on 1186 patients with 226 polyps. Results showed that the height map features can reduce false positives by about 50%.
  • Keywords
    Haar transforms; cancer; computerised tomography; image classification; image texture; medical image processing; support vector machines; CAD pipeline; CT colonography; Haar wavelet coefficient; colon cancer; computer-aided polyp detection; image classification; multiscale spherical search; noninvasive technique; ray-casting algorithm; support vector machine; texture feature; topographical height map; Cancer; Colon; Colonic polyps; Colonography; Noninvasive treatment; Pipelines; Support vector machine classification; Support vector machines; Virtual colonoscopy; Wavelet coefficients; CAD; CT Colonography; Height map;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2007. ICIP 2007. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1437-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2007.4379754
  • Filename
    4379754