• DocumentCode
    760098
  • Title

    Adjusting shape parameters using model-based optical flow residuals

  • Author

    DeCarlo, Douglas ; Metaxas, Dimitris

  • Author_Institution
    Dept. of Comput. Sci., State Univ. of New Jersey, Piscataway, NJ, USA
  • Volume
    24
  • Issue
    6
  • fYear
    2002
  • fDate
    6/1/2002 12:00:00 AM
  • Firstpage
    814
  • Lastpage
    823
  • Abstract
    We present a method for estimating the shape of a deformable model using the least-squares residuals from a model-based optical flow computation. This method is built on top of an estimation framework using optical flow and image features, where optical flow affects only the motion parameters of the model. Using the results of this computation, our new method adjusts all of the parameters so that the residuals from the flow computation are minimized. We present face tracking experiments that demonstrate that this method obtains a better estimate of shape compared to related frameworks
  • Keywords
    image sequences; motion estimation; parameter estimation; deformable models; least-squares residuals; motion estimation; optical flow; shape estimation; shape parameters; Computational modeling; Deformable models; Facial animation; Image motion analysis; Motion estimation; Optical computing; Robotics and automation; Shape; Tracking; Videos;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2002.1008387
  • Filename
    1008387