• DocumentCode
    3441233
  • Title

    Wavelets investigation for computer aided detection of microcalcification in breast cancer

  • Author

    Hamad, Nizar Ben ; Ellouze, M. ; Bouhlel, Med Salim

  • Author_Institution
    Sci. & Technol. of Image & Telecommun. (SETIT), ISBS, Sfax, Tunisia
  • fYear
    2009
  • fDate
    2-4 April 2009
  • Firstpage
    547
  • Lastpage
    552
  • Abstract
    Breast cancer can be diagnosed with an early training course by detecting the presence of microcalcifications in screening mammograms. 2D wavelet transform decomposition is widely used in computer aided detection of microcalcifications in mammograms. The aim of this work is to investigate the better type of wavelet and its optimal potential level of decomposition that gives us better detection. Our approach is divided into two phases. The first phase of our algorithm consists on multiresolution analysis based on 1D discrete wavelet transform over profiles of microcalcifications extracted from mammographic images. This analysis is carried out with several families of wavelets. The second phase of our algorithm is interested in the validation of the results of the first. In this stage, we apply 2D discrete wavelet transform in analysis and synthesis on screening mammograms extracted from the MIAS MiniMammographic database (Mammographic Image Analysis Society) in order to detect the microcalcifications.
  • Keywords
    biological organs; cancer; diagnostic radiography; discrete wavelet transforms; feature extraction; image reconstruction; image resolution; image segmentation; mammography; medical image processing; tumours; 1D discrete wavelet transform; 2D discrete wavelet transform decomposition; MIAS; Mammographic Image Analysis Society; breast cancer; computer aided detection; feature extraction; image reconstruction; image segmentation; mammogram; microcalcification; multiresolution analysis; Breast cancer; Cancer detection; Discrete wavelet transforms; Image analysis; Information analysis; Mammography; Multiresolution analysis; Telecommunication computing; Wavelet analysis; Wavelet transforms; Digital Mammograms; Discrete Wavelet Transform; MIAS; Microcalcification; Multiresolution analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Computing and Systems, 2009. ICMCS '09. International Conference on
  • Conference_Location
    Ouarzazate
  • Print_ISBN
    978-1-4244-3756-6
  • Electronic_ISBN
    978-1-4244-3757-3
  • Type

    conf

  • DOI
    10.1109/MMCS.2009.5256636
  • Filename
    5256636