• DocumentCode
    320164
  • Title

    Multichannel filtering for texture feature extraction in digital mammograms

  • Author

    Gulsrud, Thor Ole ; Loland, E.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Stavanger Coll., Norway
  • Volume
    3
  • fYear
    1996
  • fDate
    31 Oct-3 Nov 1996
  • Firstpage
    1153
  • Abstract
    Breast cancer is a major cause of cancer deaths among women. Early detection of the primary tumor is an essential and effective method to reduce mortality. Here, the authors present a new automated method for detection of tumors in digital mammograms based on the application of multichannel filtering for texture feature extraction. The channel filters are represented by a computationally efficient infinite impulse response (IIR) QMF bank. The texture feature extraction method is applied to detect stellate lesions in mammograms from the MIAS database. The experiments demonstrate that the authors´ approach can provide a true detection rate of approximately 86% and 0 false detections per image for fatty-glandular mammograms
  • Keywords
    diagnostic radiography; feature extraction; image texture; medical image processing; MIAS database; breast cancer; cancer deaths cause; computationally efficient infinite impulse response QMF bank; digital mammograms; false detections per image; fatty-glandular mammograms; medical diagnostic imaging; multichannel filtering; stellate lesions detection; texture feature extraction; true detection rate; women; Breast cancer; Breast neoplasms; Channel bank filters; Digital filters; Feature extraction; Filtering; IIR filters; Image databases; Lesions; Spatial databases;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 1996. Bridging Disciplines for Biomedicine. Proceedings of the 18th Annual International Conference of the IEEE
  • Conference_Location
    Amsterdam
  • Print_ISBN
    0-7803-3811-1
  • Type

    conf

  • DOI
    10.1109/IEMBS.1996.652751
  • Filename
    652751