• DocumentCode
    3393276
  • Title

    Classification of microcalcifications using a multichannel filtering approach

  • Author

    Gulsrud, Thor Ole ; Gabrielsen, Stein-Ole

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Rogaland Univ. Centre, Stavanger, Norway
  • Volume
    2
  • fYear
    1995
  • fDate
    20-23 Sep 1995
  • Firstpage
    889
  • Abstract
    Presents a method for classification of Mammographic Microcalcifications using Quadrature Mirror Filter (QMF) bank subband decomposition as a tool for extracting textural features. The QMF bank splits the input image into four subbands: low-low band, low-high band, high-low band and high-high band, and textural features based on co-occurrence matrices are computed from the subsampled subbands. The low-low band extracts the information of spatial dependence and the higher frequency bands extract the structural information. The experiments demonstrate that our approach can provide significant discrimination for classification of benign and malignant microcalcifications
  • Keywords
    diagnostic radiography; image classification; image texture; medical image processing; quadrature mirror filters; benign microcalcifications; breast cancer; co-occurrence matrices; high-high band; high-low band; low-high band; low-low band; malignant microcalcifications; medical diagnostic imaging; microcalcifications classification; multichannel filtering approach; quadrature mirror filter bank subband decomposition; spatial dependence; textural features; Biopsy; Breast neoplasms; Cancer; Electronic mail; Entropy; Filter bank; Filtering; Image analysis; Image segmentation; Mirrors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 1995., IEEE 17th Annual Conference
  • Conference_Location
    Montreal, Que.
  • Print_ISBN
    0-7803-2475-7
  • Type

    conf

  • DOI
    10.1109/IEMBS.1995.579255
  • Filename
    579255