• DocumentCode
    1851896
  • Title

    Constraints for the computation of optical flow

  • Author

    Girosi, F. ; Verri, Alessandro ; Torre, V.

  • Author_Institution
    Dipartimento di Fisica, Genoa Univ., Italy
  • fYear
    1989
  • fDate
    20-22 Mar 1989
  • Firstpage
    116
  • Lastpage
    124
  • Abstract
    A number of constraints are proposed for which both the components of optical flow can be obtained by local differential techniques and the aperture problem can usually be solved. The constraints are suggested by the observation that it is possible to describe spatial and temporal changes of the image brightness in terms of infinitesimal deformations. An arbitrary choice of two of the four equations which correspond to the elementary deformations of a 2-D pattern implies that the spatial gradient of the image brightness is stationary and leads to a linear system of equations for optical flow which seems best suited for numerical implementation on real data in the absence of a priori information. In that case, the error term between the computed optical flow and the motion field-that is, the 2-D vector field associated with the true displacement of points on the image plane-is derived and the conditions under which it can safely be neglected are discussed. Experiments on real images are reported which show that the obtained optical flows allow the estimate of 3-D motion parameters, the detection of discontinuities in the flow field, and the segmentation of the image in different moving objects
  • Keywords
    computerised picture processing; optical information processing; parameter estimation; 2-D pattern; 2-D vector field; 3-D motion parameters estimation; aperture problem; differential techniques; elementary deformations; image brightness; image segmentation spatial changes; motion field; numerical implementation; optical flow computation constraints; temporal changes; Apertures; Brightness; Equations; Image motion analysis; Linear systems; Motion estimation; Object detection; Optical computing; Optical devices; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Visual Motion, 1989.,Proceedings. Workshop on
  • Conference_Location
    Irvine, CA
  • Print_ISBN
    0-8186-1903-1
  • Type

    conf

  • DOI
    10.1109/WVM.1989.47101
  • Filename
    47101