• DocumentCode
    1814484
  • Title

    Video stabilization and tampering detection for surveillance systems using homography

  • Author

    Javadi, M.S. ; Kadim, Zulaikha ; Hon Hock Woon ; Khairunnisa, Mohamed Johari ; Samudin, Norshuhada

  • Author_Institution
    Adv. Inf. Archit. Dev., Mimos Berhad, Kuala Lumpur, Malaysia
  • fYear
    2015
  • fDate
    21-23 April 2015
  • Firstpage
    275
  • Lastpage
    279
  • Abstract
    Video stabilization is one of the key enhancements of video technology to compensate the variations in camera orientation and translation. In this paper, a method is proposed for surveillance systems to stabilize the camera vibrations and also to detect camera tampering. This method uses SURF feature detection and matching using RANSAC algorithm to achieve homogenous coordinates and then estimates the motion between consecutive frames. The motion is compensated in the region of interest using the calculated transformation matrix. The displacement of the region of interest in image sequence is also calculated to detect the attempts for camera tampering. The result shows the developed system has a promising performance in comparison with current methods in removing camera fluctuations from the input video and detecting camera tampering with high accuracy.
  • Keywords
    cameras; feature extraction; image matching; image registration; image sequences; iterative methods; matrix algebra; motion compensation; transforms; video surveillance; RANSAC algorithm; SURF feature detection; SURF feature matching; camera fluctuation removal; camera orientation; camera tampering detection; camera translation; camera vibration stabilization; consecutive frames; homogenous coordinates; homography; image sequence; input video; motion compensation; motion estimation; region-of-interest; transformation matrix; variation compensation; video stabilization; video surveillance systems; video technology; Cameras; Conferences; Feature extraction; Fluctuations; Streaming media; Surveillance; Vibrations; Video stabilization; camera tampering detection; feature detection; homography; image registration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer, Communications, and Control Technology (I4CT), 2015 International Conference on
  • Conference_Location
    Kuching
  • Type

    conf

  • DOI
    10.1109/I4CT.2015.7219580
  • Filename
    7219580