• DocumentCode
    2819583
  • Title

    Fast TV-L1 optical flow for interactivity

  • Author

    D´Angelo, Emmanuel ; Paratte, Johan ; Puy, Gilles ; Vandergheynst, Pierre

  • Author_Institution
    Signal Process. Lab., Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
  • fYear
    2011
  • fDate
    11-14 Sept. 2011
  • Firstpage
    1885
  • Lastpage
    1888
  • Abstract
    Vision is a natural tool for human-computer interaction, since it provides visual feedback to the user and mimics some human behaviors. It requires however the fast and robust computation of motion primitives, which remains a difficult problem. In this work, we propose to apply some recent mathematical results about convex optimization to the TV-L1 optical flow problem. At the cost of a small smoothing of the Total Variation (TV), the convergence speed of the numerical scheme is improved, leading to earlier termination. Furthermore, we successfully implement our algorithm on GPU for realtime performance using the OpenCL framework. We demonstrate the potential of our optical flow by using it as primary sensor in a remotely controlled image browsing software.
  • Keywords
    graphics processing units; human computer interaction; image sequences; optimisation; GPU; OpenCL framework; convex optimization; fast TV-L1 optical flow; human computer interaction; mathematical results; remotely controlled image browsing software; total variation smoothing; visual feedback; Adaptive optics; Computer vision; Graphics processing unit; Minimization; Optical imaging; Optical sensors; TV; OpenCL; Optical flow; four; three; two;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2011 18th IEEE International Conference on
  • Conference_Location
    Brussels
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4577-1304-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2011.6115836
  • Filename
    6115836