• DocumentCode
    2573251
  • Title

    Detecting region-of-interest (ROI) in digital mammogram by using morphological bandpass filter

  • Author

    Yang, Jucheng ; Park, Dongsun

  • Author_Institution
    Dept of Infor. & Comm. Eng., Chonbuk Nat. Univ., Jeonju
  • Volume
    2
  • fYear
    2004
  • fDate
    30-30 June 2004
  • Firstpage
    1279
  • Abstract
    Microcalcifications are an early sign of breast cancer and appear as isolated bright spots in mammogram images, which are difficult to detect due to their small size. The paper introduces a morphological bandpass filter (MBF) to detect microcalcifications; it is implemented by opening the original image twice with two different structure elements, and subtracting one opened image using another one that can decompose the image into details of interest in the image domain where microcalcifications tend to appear. Series of MBFs are tuned for the detection task, and binary images containing microcalcification regions-of-interest (ROI) are obtained. Experimental results show that the proposed method with these bandpass filters can recognize ROI with a true positive of 93.07% and a false positive of 4.34%. Compared to the well-known discrete wavelet transform (DWT) method, this method is more accurate in position and size of microcalcifications
  • Keywords
    band-pass filters; cancer; image recognition; mammography; mathematical morphology; medical image processing; object detection; DWT; breast cancer; digital mammogram images; discrete wavelet transform; microcalcification detection; morphological bandpass filter; region-of-interest detection; Band pass filters; Breast cancer; Breast tumors; Cancer detection; Feature extraction; Frequency; Testing; Visualization; Wavelet transforms; X-ray imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
  • Conference_Location
    Taipei
  • Print_ISBN
    0-7803-8603-5
  • Type

    conf

  • DOI
    10.1109/ICME.2004.1394457
  • Filename
    1394457