• DocumentCode
    2916773
  • Title

    Auto-directed video stabilization with robust L1 optimal camera paths

  • Author

    Grundmann, Matthias ; Kwatra, Vivek ; Essa, Irfan

  • Author_Institution
    Google Res., Mountain View, CA, USA
  • fYear
    2011
  • fDate
    20-25 June 2011
  • Firstpage
    225
  • Lastpage
    232
  • Abstract
    We present a novel algorithm for automatically applying constrainable, L1-optimal camera paths to generate stabilized videos by removing undesired motions. Our goal is to compute camera paths that are composed of constant, linear and parabolic segments mimicking the camera motions employed by professional cinematographers. To this end, our algorithm is based on a linear programming framework to minimize the first, second, and third derivatives of the resulting camera path. Our method allows for video stabilization beyond the conventional filtering of camera paths that only suppresses high frequency jitter. We incorporate additional constraints on the path of the camera directly in our algorithm, allowing for stabilized and retargeted videos. Our approach accomplishes this without the need of user interaction or costly 3D reconstruction of the scene, and works as a post-process for videos from any camera or from an online source.
  • Keywords
    cameras; cinematography; linear programming; motion estimation; video signal processing; autodirected video stabilization; camera motion; cinematography; constant segments; constrainable L1-optimal camera path; linear programming; linear segments; parabolic segments; robust L1 optimal camera path; undesired motion removal; Agriculture; Cameras; Computational modeling; Motion segmentation; Optimization; Three dimensional displays; Transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition (CVPR), 2011 IEEE Conference on
  • Conference_Location
    Providence, RI
  • ISSN
    1063-6919
  • Print_ISBN
    978-1-4577-0394-2
  • Type

    conf

  • DOI
    10.1109/CVPR.2011.5995525
  • Filename
    5995525