• DocumentCode
    2070271
  • Title

    An objective function for 3-D motion estimation from optical flow with lower error variance than maximum likelihood estimator

  • Author

    Tagawa, Norio ; Toriu, Takashi ; Endoh, Toshio

  • Author_Institution
    Dept. of Electr. Eng., Tokyo Metropolitan Univ., Japan
  • Volume
    2
  • fYear
    1994
  • fDate
    13-16 Nov 1994
  • Firstpage
    252
  • Abstract
    This paper describes a new objective function for estimating 3-D motion from an optical flow. We construct a generalized Rayleigh-quotient form objective function, which provides an unbiased estimator and whose use drastically reduces the computational cost. This function includes an arbitrary weighting function. We show by numerical evaluations that with a suitable weighting function it provides an estimator whose variance is smaller than that of the maximum likelihood estimator
  • Keywords
    error analysis; functions; image sequences; matrix algebra; maximum likelihood estimation; motion estimation; 3-D motion estimation; computational cost reduction; error variance; generalized Rayleigh-quotient; maximum likelihood estimator; numerical evaluations; objective function; optical flow; projection matrix; unbiased estimator; weighting function; Computational efficiency; Humans; Image motion analysis; Laboratories; Maximum likelihood estimation; Motion estimation; Nonlinear equations; Nonlinear optics; Optical noise; Surface structures;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference
  • Conference_Location
    Austin, TX
  • Print_ISBN
    0-8186-6952-7
  • Type

    conf

  • DOI
    10.1109/ICIP.1994.413570
  • Filename
    413570