• DocumentCode
    2577751
  • Title

    An extension to the analytical Gabor expansion with applications in image coding

  • Author

    Teuner, Andreas ; Nielsen, Per Asbeck ; Hosticka, Bedrich J.

  • Author_Institution
    Dept. of Electr. Eng., Duisburg Univ., Germany
  • fYear
    1994
  • fDate
    19-22 Apr 1994
  • Abstract
    We present an unified method that can be used to compute analytically the coefficients of the discrete non-orthogonal Gabor expansion for arbitrary type of orthogonal kernel. Based on the proposed algorithm an architecture is derived that enables a fast computation of modified time-frequency transforms such as Gabor-DCT. It is shown that for the special case of equidistant elementary cells the generalized Gabor transform can be modeled as a conventional block transform of modulated and filtered input signals. From this point of view it follows that the biorthogonal analysis window which is used in the modulation necessary for computation of the transform coefficients is independent of the selected orthogonal kernel. The problems caused by the non-stationarity of the modulated and filtered signal are discussed and the coding performance and energy compaction of the classical Gabor transform, the Gabor-DCT, and the well known block DCT are compared
  • Keywords
    discrete cosine transforms; filtering theory; image coding; modulation; time-frequency analysis; Gabor-DCT; algorithm; analytical Gabor expansion; biorthogonal analysis window; block DCT; block transform; coding performance; discrete nonorthogonal Gabor expansion; energy compaction; equidistant elementary cells; filtered input signals; generalized Gabor transform; image coding; modified time-frequency transforms; modulated input signals; nonstationarity; orthogonal kernel; transform coefficients; Discrete cosine transforms; Discrete transforms; Discrete wavelet transforms; Frequency; Gabor filters; Image analysis; Image coding; Kernel; Shape; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
  • Conference_Location
    Adelaide, SA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-1775-0
  • Type

    conf

  • DOI
    10.1109/ICASSP.1994.389444
  • Filename
    389444