• DocumentCode
    2045336
  • Title

    A novel framework for edge detection of microcalcifications using a non-linear enhancement operator and morphological filter

  • Author

    Bhateja, Vikrant ; Devi, Swapna

  • Author_Institution
    Dept. of Electron. & Commun., Eng., SRMCEM, Lucknow, India
  • Volume
    5
  • fYear
    2011
  • fDate
    8-10 April 2011
  • Firstpage
    419
  • Lastpage
    424
  • Abstract
    Minute calcium deposits that appear as bright spots on mammograms are known as microcalcifications. Calcifications in ducts and lobules are common markers of malignancy; therefore its detection plays a vital role in early detection of breast cancer. This paper proposes a novel framework for edge detection of microcalcifications using a combination of non-linear enhancement operator and morphological filter. The contrast improvement of the region of interest for better visualization of mammographic abnormalities is obtained using the proposed non-linear operator. This enhancement operator is versatile in approach, producing promising results for dense as well as non dense breast tissues. The enhanced ROI is then convolved with the proposed mask of two stage iterative discrete morphological gradient operator with variable sized structuring elements leading to improved edge detection of microcalcifications.
  • Keywords
    biological tissues; calcium; cancer; edge detection; gradient methods; image enhancement; mammography; medical image processing; nonlinear filters; breast cancer; breast tissues; calcium deposits; edge detection; enhanced ROI; lobules; malignancy; mammogram; mammographic abnormalities visualization; microcalcification; morphological filter; nonlinear enhancement operator; region of interest; two stage iterative discrete morphological gradient operator; Breast tissue; Detectors; Image edge detection; Logistics; Morphology; Noise; Pixel; adaptive histogram equalization; contrast; improved logistic function; improvement index; microcalcifications; morphological gradient operator; non-linear enhancement operator;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics Computer Technology (ICECT), 2011 3rd International Conference on
  • Conference_Location
    Kanyakumari
  • Print_ISBN
    978-1-4244-8678-6
  • Electronic_ISBN
    978-1-4244-8679-3
  • Type

    conf

  • DOI
    10.1109/ICECTECH.2011.5942033
  • Filename
    5942033