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Overcoming Object Tracking Challenges for Abnormal Behavior Recognition

Khalid Abdul-Aziz Al-Shalfan
This paper is about developing an Intelligent Video System which takes advantage of the latest technology and research enhancement. The goal is to let such a system automatically recognize an abnormal human behavior. We realized it and implemented it with a several scenarios using the SVM model. The results were excellent as we reached the rate of less than 1% of false positives in certain conditions. Many datasets have been developed for such activities like the UT-Interaction dataset and the UCR Video web dataset. As far as our work was concerned, we used a dataset we developed within the university premises containing both simple and complex activities. The experimental results on real-time video streams show the feasibility of our system and its effectiveness in human activity tracking and recognition.
Select Volume / Issues:
Year:
2014
Type of Publication:
Article
Keywords:
Abnormal Behavior; Real-Time Detection; Multi-Camera Tracking; Video Surveillance
Journal:
IJECCE
Volume:
5
Number:
3
Pages:
478-484
Month:
May
Hits: 1757

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