• DocumentCode
    1166958
  • Title

    Image sequence stabilisation using fuzzy adaptive Kalman filtering

  • Author

    Güllü, M.K. ; Yaman, E. ; Erturk, S.

  • Author_Institution
    Dept. of Electron. & Telecommun. Eng., Univ. of Kocaeli, Izmit, Turkey
  • Volume
    39
  • Issue
    5
  • fYear
    2003
  • fDate
    3/6/2003 12:00:00 AM
  • Firstpage
    429
  • Lastpage
    431
  • Abstract
    Image sequence stabilisation based on fuzzy adaptive Kalman filtering of absolute frame displacements is proposed. Two Kalman filters are operated in parallel, one of which is used as a reference filter and is run with a constant high process noise variance to enable smooth and close tracking of global camera displacements. The process noise variance of the stabilisation filter is adaptively varied according to the residual between the stabilisation filter and the reference filter output.
  • Keywords
    adaptive Kalman filters; adaptive signal processing; filtering theory; fuzzy control; image sequences; noise; stability; tracking; absolute frame displacements; constant high process noise variance; fuzzy adaptive Kalman filtering; global camera displacements tracking; image sequence stabilisation; parallel operation; reference filter; stabilisation filter;
  • fLanguage
    English
  • Journal_Title
    Electronics Letters
  • Publisher
    iet
  • ISSN
    0013-5194
  • Type

    jour

  • DOI
    10.1049/el:20030323
  • Filename
    1189994