• DocumentCode
    2439580
  • Title

    An artificial neural network for detecting microcalcifications in wavelet-enhanced digitised mammograms

  • Author

    Alaylioglu, B.A. ; Aghdasi, Farzin

  • Author_Institution
    Dept. of Electr. Eng., Univ. of the Witwatersrand, Johannesburg, South Africa
  • fYear
    1998
  • fDate
    7-8 Sep 1998
  • Firstpage
    127
  • Lastpage
    132
  • Abstract
    The presence of microcalcification clusters (MCCs) is a primary sign of breast cancer. Thus, the successful detection of microcalcifications during mammographic examination is vital for the early diagnosis of the cancer. Computer-based detection methods aim to ameliorate the diagnostic process by providing the radiologist with a second opinion. An automatic detection scheme making use of a neural network classifier, with input feature vectors containing spatial and spectral image attributes, is investigated. A wavelet-based image enhancement technique is employed to improve the detection. The detection scheme is tested and preliminary results are reported
  • Keywords
    cancer; diagnostic radiography; image classification; image enhancement; mammography; medical image processing; neural nets; wavelet transforms; artificial neural network; automatic detection scheme; breast cancer; computer-based detection methods; input feature vectors; microcalcification clusters; microcalcification detection; spatial image attributes; spectral image attributes; wavelet-based image enhancement technique; wavelet-enhanced digitised mammograms; Artificial neural networks; Breast cancer; Cancer detection; Image enhancement; Intelligent networks; Mammography; Neural networks; Tumors; X-ray detection; X-ray detectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications and Signal Processing, 1998. COMSIG '98. Proceedings of the 1998 South African Symposium on
  • Conference_Location
    Rondebosch
  • Print_ISBN
    0-7803-5054-5
  • Type

    conf

  • DOI
    10.1109/COMSIG.1998.736935
  • Filename
    736935