• DocumentCode
    2048698
  • Title

    Fast 8-Bit Median Filtering Based on Separability

  • Author

    Cline, David ; White, Kenric B. ; Egbert, Parris K.

  • Author_Institution
    Brigham Young Univ., Provo
  • Volume
    5
  • fYear
    2007
  • fDate
    Sept. 16 2007-Oct. 19 2007
  • Abstract
    We present a fast 8-bit median filter implementation based on a separability argument. Our strategy is to start with a naive separable implementation of the median filter which displays O(1) time complexity per pixel, and then optimize this implementation to reduce the time constant. The optimizations that we employ include (a) lowering the histogram memory requirements by using unsigned shorts or bytes as histogram elements, (b) consolidating operations by performing multiple short additions with a single integer addition, (c) employing SSE instructions to further speed up the histogram updates, and (d) updating only the part of the histogram that contains the median. We show that by employing these rather straightforward optimizations, we can achieve filter speeds that approach the performance of the fastest proprietary median filters currently in use.
  • Keywords
    computational complexity; image processing; median filters; optimisation; 8-bit median filtering; histogram memory requirement; image processing; optimization; separability argument; time complexity; Displays; Filtering; Filters; Handwriting recognition; Histograms; Image denoising; Image processing; Kernel; Pixel; Sorting; Image processing; Median filters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2007. ICIP 2007. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1437-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2007.4379820
  • Filename
    4379820