• DocumentCode
    1590855
  • Title

    An image analysis system for automated detection of breast cancer nuclei

  • Author

    Tsapatsoulis, Nicolas ; Schnorrenberg, Frank ; Pattichis, Costas ; Kollias, Stefanos

  • Author_Institution
    Div. of Comput. Sci., Nat. Tech. Univ. of Athens, Greece
  • Volume
    3
  • fYear
    1997
  • Firstpage
    512
  • Abstract
    A study for breast cancer nuclei detection is presented. The proposed algorithm determines the centers of nuclei in biopsy images using block-based processing of the images followed by singular value decomposition of each block. The normalized singular value vector, which consists of the normalized singular values of the block in decreasing order, is fed as the input to an appropriate neural network which classifies the block into nuclei and background ones. Examples are presented which illustrate the ability of the proposed technique to model the knowledge provided by experts in the nuclei detection task
  • Keywords
    diagnostic radiography; feature extraction; image classification; medical expert systems; medical image processing; neural nets; singular value decomposition; algorithm; automated detection; background; biopsy images; block-based processing; breast cancer nuclei; experts knowledge; feature extraction; image analysis system; neural network classifier; normalized singular value vector; singular value decomposition; Biopsy; Breast cancer; Cancer detection; Computer science; Discrete cosine transforms; Feature extraction; Image analysis; Multi-layer neural network; Neural networks; Singular value decomposition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1997. Proceedings., International Conference on
  • Conference_Location
    Santa Barbara, CA
  • Print_ISBN
    0-8186-8183-7
  • Type

    conf

  • DOI
    10.1109/ICIP.1997.632170
  • Filename
    632170