• DocumentCode
    590929
  • Title

    Real-time video stabilization by adaptive fuzzy filtering

  • Author

    Tanakian, M.J. ; Rezaei, Mahdi ; Mohanna, Farahnaz

  • Author_Institution
    Fac. of Electr. & Comput. Eng, Univ. of Sistan & Baluchestan, Zahedan, Iran
  • fYear
    2011
  • fDate
    13-14 Oct. 2011
  • Firstpage
    126
  • Lastpage
    131
  • Abstract
    Digital video stabilization (DVS) allows acquiring video sequences without disturbing jerkiness, removing unwanted camera movements. In this paper, we propose a novel DVS algorithm that adaptively compensates the camera jitters utilizing an adaptive fuzzy filter on the global motion of video frames. The adaptive fuzzy filter is a simple infinite impulse response (IIR) filter which is tuned adaptively by a fuzzy system. The fuzzy system has two inputs which are used as quantitative representations of unwanted and intentional camera motion. The fuzzy system is also tuned adaptively during operation according to the characteristics of camera jitters. The global motion of video frames is estimated based on the block motion vectors which are resulted by video encoder during motion estimation operation. The proposed method also utilizes an adaptive criterion for validating of motion vectors. Experimental results have indicated a good performance for the proposed DVS algorithm.
  • Keywords
    IIR filters; adaptive filters; compensation; fuzzy set theory; image sequences; jitter; motion estimation; video cameras; video coding; DVS algorithm; IIR filter; adaptive fuzzy filter; block motion vector; camera jitter compensation; camera motion estimation; digital video stabilization; fuzzy system; global video frame motion estimation; infinite impulse response; video encoder; video sequence; Cameras; Fuzzy systems; IIR filters; Motion estimation; Smoothing methods; Vectors; Voltage control; adaptive; fuzzy filter; motion; video coding; video stabilization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Knowledge Engineering (ICCKE), 2011 1st International eConference on
  • Conference_Location
    Mashhad
  • Print_ISBN
    978-1-4673-5712-8
  • Type

    conf

  • DOI
    10.1109/ICCKE.2011.6413338
  • Filename
    6413338