• DocumentCode
    3204023
  • Title

    Tracking using normalized cross correlation and color space

  • Author

    Sebastian, Patrick ; Voon, Yap Vooi

  • Author_Institution
    Electr. & Electron. Eng. Dept., Univ. Teknol. Petronas, Tronoh
  • fYear
    2007
  • fDate
    25-28 Nov. 2007
  • Firstpage
    770
  • Lastpage
    774
  • Abstract
    The aim of this paper is to describe the implementation a face tracking algorithm for video conferencing environment using the normalized cross correlation method. The reference image was selected based on human skin properties in the YCbCr color space. The results obtained on different color spaces showed that the YCbCr color space had higher tracker detection rates (TDR) compared to the RGB and grayscale color spaces. In addition to the TDR being used as a metric to determine the accuracy of a tracking method, another metric was formulated to quantify the accuracy of a tracking algorithm. The metric developed was object tracking variance (OTV) and object tracking standard deviation (OTStd). The OTV and OTStd are used to indicate the accuracy of tracking a reference point. Based on the results obtained, it indicates that the YCbCr color space has lower standard deviation compared to the RGB and grayscale color spaces. The results also indicate that the CbCr components of the YCbCr can be used for correct tracking without the Y component.
  • Keywords
    correlation methods; face recognition; image colour analysis; image matching; object detection; teleconferencing; tracking; video communication; video signal processing; RGB; YCbCr color space; face tracking algorithm; grayscale color space; human skin property; image matching; normalized cross correlation method; object tracking standard deviation; object tracking variance; tracker detection rate; video conferencing; Color; Correlation; Face detection; Gray-scale; Humans; Intelligent systems; Skin; Standards development; Target tracking; Videoconference; color spaces; face tracking; normalized correlation; phase correlation; skin properties;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent and Advanced Systems, 2007. ICIAS 2007. International Conference on
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-1-4244-1355-3
  • Electronic_ISBN
    978-1-4244-1356-0
  • Type

    conf

  • DOI
    10.1109/ICIAS.2007.4658490
  • Filename
    4658490