Title :
An effective approach for active tracking with a PTZ camera
Author :
Zhang, Lei ; Xu, Ke ; Yu, Shiqi ; Fu, Ruiqing ; Xu, Yangsheng
Author_Institution :
Shenzhen Institutes of Adv. Technol., Chinese Acad. of Sci., Shenzhen, China
Abstract :
The concept of active tracking is presented to simulate the characteristics of human vision in intelligent visual surveillance. The Pan/Tilt/Zoom (PTZ) camera is generally used for active tracking. In this paper, we present a novel and effective approach for active object tracking with a PTZ camera, and construct a near real-time system for indoor and outdoor scenes. The tracking algorithm of our system is based on the feature matching, with the PID control to drive the camera. The feature extracted from moving people is described as a region covariance matrix which combines the spatial and statistical properties of the targets (e.g. coordinates, color, and gradient). Results from indoor and outdoor experiments demonstrate the effectiveness and accuracy of our approach.
Keywords :
cameras; feature extraction; image matching; object tracking; real-time systems; three-term control; video surveillance; visual servoing; PID control; PTZ camera; active object tracking; feature extraction; feature matching; indoor scene; intelligent visual surveillance; outdoor scene; pan-tilt-zoom camera; real-time system; Cameras; Covariance matrix; Image color analysis; Image sequences; Pixel; Target tracking;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2010 IEEE International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-9319-7
DOI :
10.1109/ROBIO.2010.5723599