• DocumentCode
    3437408
  • Title

    Fuzzy Logic Based Segmentation of Microcalcification in Breast Using Digital Mammograms Considering Multiresolution

  • Author

    Bhattacharya, Mahua ; Das, Arpita

  • Author_Institution
    Indian Inst. of Inf. Technol. & Manage., Gwalior
  • fYear
    2007
  • fDate
    5-7 Sept. 2007
  • Firstpage
    98
  • Lastpage
    105
  • Abstract
    Breast cancer is one of the leading causes of death for women. Small clusters of micro calcifications appearing as collection of white spots on mammograms show an early warning of breast cancer. In present paper a novel approach of segmentation implemented on X-ray mammograms for more accurate detection of microcalcification clusters has been introduced. The method is based on discrete wavelet transform due to its multiresolution properties. Morphological tophat algorithm is applied for contrast enhancement of the calcification clusters. Finally fuzzy c-means clustering (FCM) algorithm has been implemented for intensity-based segmentation. The proposed technique is compared with conventional global thresholding method and experimental results show the good properties of the proposed technique.
  • Keywords
    fuzzy logic; fuzzy set theory; image segmentation; mammography; medical image processing; X-ray mammograms; breast cancer; digital mammograms; fuzzy c-means clustering algorithm; fuzzy logic based segmentation; intensity-based segmentation; microcalcification clusters; morphological tophat algorithm; Breast cancer; Clustering algorithms; Discrete wavelet transforms; Fuzzy logic; Image processing; Image resolution; Image segmentation; Machine vision; Shape; Wavelet transforms; FCM algorithm.; Microcalcifications; Morphological Top-hat transformation; Wavelet Transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Vision and Image Processing Conference, 2007. IMVIP 2007. International
  • Conference_Location
    Kildare
  • Print_ISBN
    978-0-7695-2887-8
  • Type

    conf

  • DOI
    10.1109/IMVIP.2007.33
  • Filename
    4318143