• DocumentCode
    318283
  • Title

    Optimal schemes for motion estimation on colour image sequences

  • Author

    Magarey, Julian ; Kokaram, Anil ; Kingsbury, Nick

  • Author_Institution
    CSSIP, The Levels, SA, Australia
  • Volume
    2
  • fYear
    1997
  • fDate
    26-29 Oct 1997
  • Firstpage
    187
  • Abstract
    This paper describes a method for incorporating the chrominance information when estimating the motion in a colour image sequence. It is based on a maximum likelihood formulation of the motion estimation problem which assumes homogeneous additive Gaussian noise in each colour component, with known inter-field correlation statistics. The formulation is applied to the complex-wavelet-domain matching algorithm of Magarey and Kingsbury (see Proc. IEEE Int. Conf. on Image Processing, p.969-72, 1996). We also define a noise-decorrelating colour space transform which provides a simple implementation of the ML formulation in the wavelet domain. Results for noisy synthesised colour sequences with known motion and noise statistics demonstrate the superiority of the exact ML formulation over straightforward, unweighted three-component estimation, most noticeably in high noise conditions
  • Keywords
    Gaussian noise; image colour analysis; image matching; image sequences; maximum likelihood estimation; motion estimation; optimisation; statistical analysis; wavelet transforms; chrominance information; colour component; colour image sequences; complex-wavelet-domain matching algorithm; homogeneous additive Gaussian noise; inter-field correlation statistics; maximum likelihood formulation; motion estimation; motion statistics; noise statistics; noise-decorrelating colour space transform; optimal schemes; unweighted three-component estimation; Additive noise; Colored noise; Gaussian noise; Image processing; Image sequences; Maximum likelihood estimation; Motion estimation; Statistics; Wavelet domain; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1997. Proceedings., International Conference on
  • Conference_Location
    Santa Barbara, CA
  • Print_ISBN
    0-8186-8183-7
  • Type

    conf

  • DOI
    10.1109/ICIP.1997.638714
  • Filename
    638714