• DocumentCode
    2161080
  • Title

    Teager energy based blood cell segmentation

  • Author

    Kumar, B. Ravi ; Joseph, Danny K. ; Sreenivas, T.V.

  • Author_Institution
    Dept. of Electr. Commun. Eng., Indian Inst. of Sci., Bangalore, India
  • Volume
    2
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    619
  • Abstract
    A new method for fast and simple segmentation of peripheral blood smears using the Teager energy operator (TEO) is presented. The two-part algorithm efficiently segments leucocytes present in the smear into nucleus and cytoplasm. The local mean weighted high pass filtering property of the Teager energy operator is used to identify and distinguish the nucleus of white blood cells. Cytoplasm present in the white blood cells is segmented using selective mathematical morphology. Experimental results are shown for a blood smear containing multiple nuclei. It was observed that modified histogram developed using the TEO can efficiently segment even multiple nuclei. Experiments have been conducted to verify the accuracy of the proposed segmentation scheme for all the major types of leucocytes. Simulation results have shown that our algorithm segments nuclei effectively even at low percentage of impulse noise.
  • Keywords
    blood; high-pass filters; image segmentation; impulse noise; mathematical morphology; medical image processing; statistical analysis; TEO; Teager energy operator; blood cell segmentation; cytoplasm; impulse noise; leucocytes; local mean weighted high pass filtering; modified histogram; multiple nuclei; peripheral blood smears; selective mathematical morphology; white blood cells; Cells (biology); Digital signal processing; Filtering; Filters; Histograms; Image edge detection; Image segmentation; Morphology; Power engineering and energy; White blood cells;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing, 2002. DSP 2002. 2002 14th International Conference on
  • Print_ISBN
    0-7803-7503-3
  • Type

    conf

  • DOI
    10.1109/ICDSP.2002.1028167
  • Filename
    1028167