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
Link To Document :
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