NDLI: A real time dual-camera surveillance system based on tracking-learning-detection algorithm

Content Provider	IEEE Xplore Digital Library
Author	Jilin Hu Shiqiang Hu Zhuojin Sun
Copyright Year	2013
Description	Author affiliation: Sch. of Aeronaut. & Astronaut., Shanghai Jiao Tong Univ., Shanghai, China (Jilin Hu; Shiqiang Hu; Zhuojin Sun)
Abstract	In this paper, a master-slave dual camera (MSDC) system is designed to monitor the scene and acquire detailed information of distant object at the same time. The selected target, in the wide field of view (FOV) of master camera, is detected and tracked by algorithms of codebook and Tracking-Learning-Detection (TLD), respectively. According to the method of Look Up Table (LUT), the slave camera (pan-tilt-zoom camera, PTZ camera) is directed to gaze at the target. In this way, the high resolution image of the object is available in the PTZ camera. Experiments of indoor and outdoor scenes have been conducted and the application of this dual-camera surveillance system in real time is illustrated. Furthermore, by comparing these two algorithms, it is found that TLD is more robust to illumination variation and the scene of multi motion objects. Besides, this set of system has the potential of being more intelligent through the employment of a video containing certain objects to initialize TLD, thus enabling the track of objects in real scene. Certain attempt in this point has been made in our experiment, which proves successful.
Sponsorship	IEEE Control Syst. Soc.
Starting Page	886
Ending Page	891
File Size	658167
Page Count	6
File Format	PDF
ISBN	9781467355339
e-ISBN	9781467355346
DOI	10.1109/CCDC.2013.6561048
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2013-05-25
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Target tracking Surveillance Dual-camera surveillance Tracking-Learning-Detection Detectors Cameras Long term tracking Real-time systems Table lookup codebook
Content Type	Text
Resource Type	Article

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