• DocumentCode
    1569073
  • Title

    Anisotropic Gaussian Filtering using Fixed Point Arithmetic

  • Author

    Lampert, Christoph H. ; Wirjadi, O.

  • Author_Institution
    German Res. Center for Artificial Intelligence, Kaiserslautern, Germany
  • fYear
    2006
  • Firstpage
    1565
  • Lastpage
    1568
  • Abstract
    Gaussian filtering in one, two or three dimensions is among the most commonly needed tasks in signal and image processing. Finite impulse response filters in the time domain with Gaussian masks are easy to implement in either floating or fixed point arithmetic, because Gaussian kernels are strictly positive and bounded. But these implementations are slow for large images or kernels. With the recursive IIR-filters and FFT-based methods, there are at least two alternative methods to perform Gaussian filtering in a faster way, but so far they are only applicable when floating-point hardware is available. In this paper, a fixed-point implementation of recursive Gaussian filtering is discussed and applied to isotropic and anisotropic image filtering by making use of a non-orthogonal separation scheme of the Gaussian filter.
  • Keywords
    FIR filters; Gaussian processes; IIR filters; fast Fourier transforms; fixed point arithmetic; image processing; recursive filters; time-domain analysis; FFT-based method; Gaussian kernel; anisotropic image filtering; fast Fourier transform; finite impulse response filter; fixed point arithmetic; floating point arithmetic; image processing; isotropic image filtering; nonorthogonal separation scheme; recursive IIR-filter; signal processing; time domain; Anisotropic magnetoresistance; Digital filters; Field programmable gate arrays; Filtering; Finite impulse response filter; Fixed-point arithmetic; Hardware; Image processing; Kernel; Smoothing methods; Image processing; fixed point arithmetic; multidimensional digital filters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2006 IEEE International Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    1522-4880
  • Print_ISBN
    1-4244-0480-0
  • Type

    conf

  • DOI
    10.1109/ICIP.2006.312606
  • Filename
    4106842