• DocumentCode
    3237429
  • Title

    Fixed block-based lossless compression of digital mammograms

  • Author

    Al-Saiegh, Marwan Y. ; Krishnan, Sridhar

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Ryerson Polytech. Univ., Toronto, Ont., Canada
  • Volume
    2
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    937
  • Abstract
    Breast cancer is a leading cause of death among women in Canada. Computer-aided diagnosis of mammograms (X-ray films of breast tissue) is a noninvasive and an inexpensive way of diagnosing breast cancer. The objective of this project is to investigate image compression schemes for faithful transmission and reproduction of digital mammography data over a communication link. A fixed block-based (FBB) near lossless compression scheme for mammograms has been developed which runs in conjunction with traditional compression schemes such as Huffman coding and Lempel-Ziv Welch (1978) coding. The algorithm codes blocks of pixels within the image that contain the same intensity value (the odds of having blocks of the same pixel values in a mammography image are very high), thus reducing the size of the image substantially while encoding the image at the same time. The proposed compression scheme was applied on 44 mammograms (22 benign and 22 malignant), and the compression scheme provided a compression ratio of 1.7:1. When Huffman (1952) coding and LZW coding were used in conjunction with the FBB compression scheme, the compression ratio was 3.81:1 for Huffman, and 5:1 for LZW coding. The proposed FBB lossless compression technique seems to be promising for teleradiology applications
  • Keywords
    biological tissues; cancer; data compression; diagnostic radiography; image coding; mammography; medical image processing; Canada; Huffman coding; LZW coding; Lempel-Ziv Welch coding; X-ray films; benign mammograms; breast cancer; breast tissue; communication link; compression ratio; computer-aided diagnosis; digital mammograms; digital mammography data reproduction; digital mammography data transmission; fixed block-based lossless compression; image compression; malignant mammograms; mammograms; near lossless compression; pixels; teleradiology applications; Breast cancer; Breast tissue; Computer aided diagnosis; Data compression; Discrete wavelet transforms; Huffman coding; Image coding; Pixel; Production; Transform coding;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and Computer Engineering, 2001. Canadian Conference on
  • Conference_Location
    Toronto, Ont.
  • ISSN
    0840-7789
  • Print_ISBN
    0-7803-6715-4
  • Type

    conf

  • DOI
    10.1109/CCECE.2001.933567
  • Filename
    933567