• DocumentCode
    462976
  • Title

    An Arbitrary Point Tracking using Multi-scale Refined Optical Flow

  • Author

    Lee, Jaekwang ; Park, Chang-Joon ; Lee, In-Ho

  • Author_Institution
    Digital Actor Res. Team, Electron. & Telecommun. Res. Inst., Daejeon
  • Volume
    1
  • fYear
    2007
  • fDate
    12-14 Feb. 2007
  • Firstpage
    373
  • Lastpage
    377
  • Abstract
    This paper describes an algorithm for an arbitrary point tracking using multi-scale refined optical flow. Spatio-temporal approach used for optical flow estimation has been often criticized because of their limitations in handling large motions. We propose a novel method how to adapt it in a multi-scale refined strategy in this paper. In order to calculate optical flow which is sensitive to small and big motion, multi-scale representation is used and when combining two methods, Lucas-Kanade´s optical flow estimation and multi-scale representation, refined method is used to prevent estimation error from increasing as the pyramid level goes down from top level. In addition, an accuracy of estimation is enhanced using optical flow constraints and also it makes possible to track points which has no characteristics of edge or corner using surrounded optical flow information of the point in an image. The proposed algorithm is implemented and primary results are shown in this paper.
  • Keywords
    image representation; image sequences; iterative methods; arbitrary point tracking; iterative optical flow; multi-scale refined optical flow; multi-scale representation; optical flow estimation; Cameras; Computer vision; Estimation error; Image analysis; Image motion analysis; Low pass filters; Motion estimation; Optical filters; Optical sensors; Spatiotemporal phenomena; Lucas-Kanade; multi-scale representation; optical flow; point tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Communication Technology, The 9th International Conference on
  • Conference_Location
    Gangwon-Do
  • ISSN
    1738-9445
  • Print_ISBN
    978-89-5519-131-8
  • Type

    conf

  • DOI
    10.1109/ICACT.2007.358375
  • Filename
    4195154