• DocumentCode
    178644
  • Title

    Adaptive Gabor frames by projection onto time-frequency subspaces

  • Author

    Dorfler, Monika ; Velasco, Gino Angelo

  • Author_Institution
    Fac. of Math., Univ. of Vienna, Vienna, Austria
  • fYear
    2014
  • fDate
    4-9 May 2014
  • Firstpage
    3097
  • Lastpage
    3101
  • Abstract
    The application of adaptive, time-frequency based signal analysis has recently attracted increasing attention. While using adapted time-frequency atoms has shown promising results for example in audio processing, the reconstruction from the corresponding analysis coefficients usually exhibits significant error. In this contribution we propose a method to reduce the reconstruction error by using modified time-frequency atoms in the transition region between adjacent areas of time-frequency adaptation. The modification is obtained by projecting the relevant atoms onto a system of weighted vectors which are optimally concentrated inside the desired regions of adaptation. We give a theoretical derivation of the improvement of error and illustrate our method with numerical examples.
  • Keywords
    Gabor filters; audio signal processing; signal reconstruction; time-frequency analysis; adaptive Gabor frames; adaptive time-frequency atoms; analysis coefficients; audio processing; reconstruction error; time-frequency adaptation; time-frequency based signal analysis; time-frequency subspaces; Acoustics; Approximation methods; Eigenvalues and eigenfunctions; Speech; Speech processing; Time-frequency analysis; Transforms; Gabor frames; adaptive representations; audio processing; time-frequency localization operator;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
  • Conference_Location
    Florence
  • Type

    conf

  • DOI
    10.1109/ICASSP.2014.6854170
  • Filename
    6854170