• DocumentCode
    329996
  • Title

    Motion estimation using adaptive correlation and local directional smoothing

  • Author

    Calway, Andrew ; Krüger, Stefan ; Tweed, David

  • Author_Institution
    Dept. of Comput. Sci., Bristol Univ., UK
  • fYear
    1998
  • fDate
    4-7 Oct 1998
  • Firstpage
    614
  • Abstract
    We present two forms of correlation for addressing the problems presented by non-translational and multiple motions in region based motion estimation. The first-registered correlation-enables affine motion parameters to be estimated; whilst the second-iterated partial correlation-enables the identification and estimation of two motion components within a region. Incorporation of both techniques in a multiresolution framework provides for more flexibility in region selection in terms of size versus robustness. We also present a local directional smoothing algorithm based on certainty measures obtained from the correlations which further improves the motion estimation. Results of experiments involving both types of region motions illustrate the effectiveness of the three schemes
  • Keywords
    adaptive signal processing; correlation methods; image resolution; image segmentation; iterative methods; motion estimation; parameter estimation; smoothing methods; adaptive correlation; affine motion parameter estimation; certainty measures; experiments; identification; image segmentation; image sequences; iterated partial correlation; local directional smoothing algorithm; motion components; multiple motions; multiresolution framework; nontranslational motion; region based motion estimation; region selection; registered correlation; robustness; size; Apertures; Computer science; Image motion analysis; Image sequences; Motion estimation; Motion measurement; Noise robustness; Optical noise; Parameter estimation; Robustness; Smoothing methods;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    0-8186-8821-1
  • Type

    conf

  • DOI
    10.1109/ICIP.1998.727338
  • Filename
    727338