• DocumentCode
    2459515
  • Title

    Robust Object Trackinng wvith Regional Affine Invariant Features

  • Author

    Tran, Son ; Davis, Larry

  • Author_Institution
    UMIACS Univ. of Maryland, College Park
  • fYear
    2007
  • fDate
    14-21 Oct. 2007
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    We present a tracking algorithm based on motion analysis of regional affine invariant image features. The tracked object is represented with a probabilistic occupancy map. Using this map as support, regional features are detected and probabilistically matched across frames. The motion of pixels is then established based on the feature motion. The object occupancy map is in turn updated according to the pixel motion consistency. We describe experiments to measure the sensitivities of our approach to inaccuracy in initialization, and compare it with other approaches.
  • Keywords
    feature extraction; image matching; image motion analysis; image resolution; object detection; tracking; feature detection; motion analysis; pixel motion consistency; regional affine invariant features; robust object tracking algorithm; Computer vision; Degradation; Educational institutions; Gaussian processes; Kernel; Motion analysis; Noise shaping; Robustness; Shape; Tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision, 2007. ICCV 2007. IEEE 11th International Conference on
  • Conference_Location
    Rio de Janeiro
  • ISSN
    1550-5499
  • Print_ISBN
    978-1-4244-1630-1
  • Electronic_ISBN
    1550-5499
  • Type

    conf

  • DOI
    10.1109/ICCV.2007.4408948
  • Filename
    4408948