• DocumentCode
    3373849
  • Title

    Range based object tracking and segmentation

  • Author

    Lee, Jehoon ; Karasev, Peter ; Tannenbaum, Allen

  • Author_Institution
    Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    4641
  • Lastpage
    4644
  • Abstract
    We present an approach for tracking a moving object based on range information in stereoscopic temporal imagery. Range information is filtered by the proposed dynamic scheme to improve the quality of active contour segmentation, and to better estimate the global motion of the object. Region-based active contours using Bhattacharyya gradient flow is exploited due to its robustness to noise of a cluttered depth map. Such a sensor-fusion approach of an active contour segmentation of the image data with the statistics of a depth map provides a state estimate that is more accurate than what would be possible with either of the two alone. Experimental results demonstrate the applicability of the proposed method on several stereoscopic sequences.
  • Keywords
    edge detection; gradient methods; image fusion; image segmentation; image sequences; motion estimation; object tracking; statistical analysis; stereo image processing; Bhattacharyya gradient flow; active contour segmentation; cluttered depth map; global motion estimation; image data; moving object tracking; range based object tracking; range information; region-based active contour; sensor fusion; statistics; stereoscopic sequence; stereoscopic temporal imagery; Active contours; Cameras; Image segmentation; Kernel; Level set; Robustness; Tracking; Visual tracking; depth maps; geometric active contours; range information; segmentation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2010 17th IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-7992-4
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2010.5653988
  • Filename
    5653988