• DocumentCode
    2549153
  • Title

    Equivalence of subpixel motion estimators based on optical flow and block matching

  • Author

    Davis, C.Q. ; Karu, Zoher Z. ; Freeman, Dennis M.

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., MIT, Cambridge, MA, USA
  • fYear
    1995
  • fDate
    21-23 Nov 1995
  • Firstpage
    7
  • Lastpage
    12
  • Abstract
    We compare two classes of algorithms for estimating subpixel, rigid-body translation between two images. One class is based on optical flow. Optical flow algorithms determine translations between images from estimates of spatial and temporal derivatives of brightness. The other class is based on block matching. Block matching algorithms determine translations between images by minimizing the difference between shifted (warped) versions of the original images. We show that these two classes of algorithms are equivalent for subpixel displacements. Specifically, we show that all block matching algorithms that use bilinear interpolation can be recast into equivalent optical flow formulations, and that all algorithms based on optical flow using first-order derivative estimators can be recast into equivalent block matching formulations
  • Keywords
    computer vision; image registration; image sequences; interpolation; motion estimation; bilinear interpolation; block matching; equivalent block matching formulations; first-order derivative estimators; optical flow; rigid-body translation; spatial derivatives; subpixel motion estimators equivalence; temporal derivatives; Brightness; Cameras; Ear; Equations; Image motion analysis; Interpolation; Laboratories; Motion detection; Motion estimation; Physiology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision, 1995. Proceedings., International Symposium on
  • Conference_Location
    Coral Gables, FL
  • Print_ISBN
    0-8186-7190-4
  • Type

    conf

  • DOI
    10.1109/ISCV.1995.476969
  • Filename
    476969