• DocumentCode
    934681
  • Title

    Quasi-periodic spatiotemporal filtering

  • Author

    Burghouts, Gertjan J. ; Geusebroek, Jan-Mark

  • Author_Institution
    Intelligent Syst. Lab of Amsterdam, Univ. of Amsterdam, Netherlands
  • Volume
    15
  • Issue
    6
  • fYear
    2006
  • fDate
    6/1/2006 12:00:00 AM
  • Firstpage
    1572
  • Lastpage
    1582
  • Abstract
    This paper presents the online estimation of temporal frequency to simultaneously detect and identify the quasiperiodic motion of an object. We introduce color to increase discriminative power of a reoccurring object and to provide robustness to appearance changes due to illumination changes. Spatial contextual information is incorporated by considering the object motion at different scales. We combined spatiospectral Gaussian filters and a temporal reparameterized Gabor filter to construct the online temporal frequency filter. We demonstrate the online filter to respond faster and decay faster than offline Gabor filters. Further, we show the online filter to be more selective to the tuned frequency than Gabor filters. We contribute to temporal frequency analysis in that we both identify ("what") and detect ("when") the frequency. In color video, we demonstrate the filter to detect and identify the periodicity of natural motion. The velocity of moving gratings is determined in a real world example. We consider periodic and quasiperiodic motion of both stationary and nonstationary objects.
  • Keywords
    Gabor filters; Gaussian processes; filtering theory; frequency estimation; image colour analysis; image motion analysis; video signal processing; Gabor filter; Gaussian filters; image color analysis; image motion analysis; quasi-periodic spatiotemporal filtering; temporal frequency estimation; video signal processing; Filtering; Frequency estimation; Gabor filters; Gratings; Lighting; Motion detection; Motion estimation; Object detection; Robustness; Spatiotemporal phenomena; Color; time-frequency analysis; video signal processing; Algorithms; Artificial Intelligence; Color; Computer Systems; Filtration; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Movement; Periodicity; Signal Processing, Computer-Assisted; Subtraction Technique; Video Recording;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2005.864234
  • Filename
    1632211