• DocumentCode
    1864490
  • Title

    Audiovisual Tracking Using STAC Sensors

  • Author

    Zhou, Huiyu ; Taj, Murtaza ; Cavallaro, Andrea

  • Author_Institution
    Queen Mary Univ. of London, London
  • fYear
    2007
  • fDate
    25-28 Sept. 2007
  • Firstpage
    170
  • Lastpage
    177
  • Abstract
    In this paper we present an audiovisual tracking algorithm using a stereo audio and cycloptic vision (STAC) sensor. A STAC sensor is composed of a single camera mounted between two microphones. Target localization is performed using color-based change detection in the video modality and on estimation of time difference of arrival (TDOA) between the two microphones in the audio modality. The TDOA is computed by means of a multi-band generalized cross correlation (GCC) analysis. The estimated directions of arrival are then ltered using a Riccati Kalman Iter . The visual and audio estimates are nally integrated, at likelihood level, into a particle Iter that uses a zero-order motion model. We demonstrate that the Kalman ltering improves the accuracy of the audio source localization and sensor fusion with particle ltering under image occlusions. We also demonstrate the proposed audiovisual tracker to generate metadata for very low bitrate teleconferencing.
  • Keywords
    Kalman filters; Riccati equations; audio signal processing; cameras; image colour analysis; sensor fusion; sensors; time-of-arrival estimation; tracking; video signal processing; Riccati Kalman iter; STAC sensor fusion; audiovisual tracking; color-based change detection; image occlusion; multiband generalized cross correlation analysis; stereo audio-and-cycloptic vision sensor; target localization; video modality; zero-order motion model; Cameras; Change detection algorithms; Direction of arrival estimation; Kalman filters; Microphones; Motion estimation; Riccati equations; Sensor fusion; Target tracking; Time difference of arrival; Audiovisual; Kalman lter; occlusion; particle lter; tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Distributed Smart Cameras, 2007. ICDSC '07. First ACM/IEEE International Conference on
  • Conference_Location
    Vienna
  • Print_ISBN
    978-1-4244-1354-6
  • Electronic_ISBN
    978-1-4244-1354-6
  • Type

    conf

  • DOI
    10.1109/ICDSC.2007.4357521
  • Filename
    4357521