• DocumentCode
    3108703
  • Title

    Enhancement of calcifications in mammograms using volterra series based quadratic filter

  • Author

    Hari, V.S. ; Jagathy, R.V.P. ; Gopikakumari, R.

  • Author_Institution
    Dept. of Electron. & Commun. Eng, Coll. of Eng., Karunagappally, Karunagappally, India
  • fYear
    2012
  • fDate
    18-20 July 2012
  • Firstpage
    85
  • Lastpage
    89
  • Abstract
    The paper summarizes the design and implementation of a quadratic edge detection filter, based on Volterra series, for enhancing calcifications in mammograms. The proposed filter can account for much of the polynomial nonlinearities inherent in the input mammogram image and can replace the conventional edge detectors like Laplacian, gaussian etc. The filter gives rise to improved visualization and early detection of microcalcifications, which if left undetected, can lead to breast cancer. The performance of the filter is analyzed and found superior to conventional spatial edge detectors.
  • Keywords
    Volterra series; cancer; edge detection; mammography; medical image processing; Volterra series; breast cancer; conventional edge detectors; conventional spatial edge detectors; mammograms; microcalcifications; polynomial nonlinearities; quadratic edge detection filter; quadratic filter; Image edge detection; Kernel; Laplace equations; PSNR; Polynomials; Singular value decomposition; Breast cancer; Mammogram; Volterra series; microcalcifications; quadratic filter; singular value decomposition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Science & Engineering (ICDSE), 2012 International Conference on
  • Conference_Location
    Cochin, Kerala
  • Print_ISBN
    978-1-4673-2148-8
  • Type

    conf

  • DOI
    10.1109/ICDSE.2012.6282309
  • Filename
    6282309