• DocumentCode
    943387
  • Title

    Non-Gaussian velocity distributions integrated over space, time, and scales

  • Author

    Willert, Volker ; Eggert, Julian ; Adamy, Jürgen ; Körner, Edgar

  • Author_Institution
    Inst. for Autom. Control, Darmstadt Univ. of Technol., Germany
  • Volume
    36
  • Issue
    3
  • fYear
    2005
  • fDate
    6/1/2005 12:00:00 AM
  • Firstpage
    482
  • Lastpage
    493
  • Abstract
    Velocity distributions are an enhanced representation of image velocity containing more velocity information than velocity vectors. In particular, non-Gaussian velocity distributions allow for the representation of ambiguous motion information caused by the aperture problem or multiple motions at motion boundaries. To resolve motion ambiguities, discrete non-Gaussian velocity distributions are suggested, which are integrated over space, time, and scales using a joint Bayesian prediction and refinement approach. This leads to a hierarchical velocity-distribution representation from which robust velocity estimates for both slow and high speeds as well as statistical confidence measures rating the velocity estimates can be computed.
  • Keywords
    Bayes methods; image sequences; motion estimation; statistical distributions; discrete nonGaussian velocity distribution; hierarchical velocity-distribution representation; image velocity; joint Bayesian prediction; motion ambiguity; motion estimation; robust velocity estimation; statistical confidence measures; Apertures; Bayesian methods; High speed optical techniques; Image motion analysis; Image sequences; Motion estimation; Optical sensors; Pixel; Robustness; Velocity measurement; Bayesian tracking; multiscale representation; optical flow; velocity likelihood; Algorithms; Computer Simulation; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Models, Biological; Models, Statistical; Movement; Normal Distribution; Statistical Distributions; Time Factors; Video Recording;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4419
  • Type

    jour

  • DOI
    10.1109/TSMCB.2005.861068
  • Filename
    1634643