CLEAR IMAGE CAPTURE - Active Cameras System for Tracking a High-speed Moving Object
Hiroshi Oike, Haiyuan Wu, Chunsheng Hua, Toshikazu Wada
2007
Abstract
In this paper, we propose a high-performance object tracking system for obtaining high-quality images of a high-speed moving object at video rate by controlling a pair of active cameras that consists of two cameras with zoom lens mounted on two pan-tilt units. In this paper, “high-quality image” implies that the object image is in focus and not blurred, the size of the object in the image remains unchanged, and the object is located at the image center. To achieve our goal, we use the K-means tracker algorithm for tracking objects in an image sequence captured by the active cameras. We use the results of the K-means tracker to control the angular position and speed of each pan-tilt-zoom unit by employing the PID control scheme. By using two cameras, the binocular stereo vision algorithm can be used to obtain the 3D position and velocity of the object. These results are used in order to adjust the focus and zoom. Moreover, our system allows the two cameras to gaze at a single point in 3D space. However, this system may become unstable when the time response deteriorates by excessively interfering in a mutual control loop or by strict restriction of the camera action. In order to solve these problems, we introduce the concept of reliability into the K-means tracker, and propose a method for controlling the active cameras by using relative reliability. We have developed a prototype system and confirmed through extensive experiments that we can obtain focused and motion-blur-free images of a high-speed moving object at video rate.
References
- Bjorkman, M. and Eklundh, J. O. (2002). Real-time epipolar geometry estimation of binocular stereo heads. PAMI, 24-3:425-432.
- C. Hua, H. Wu, Q. C. and Wada, T. (2006a). Kmeans tracker: A general tacking algorithm for tracking people. Journal of Multimedia, 4.
- C. Hua, H. Wu, Q. C. and Wada, T. (2006b). Object tracking with target and background samples. IEICE (accepted).
- Comaniciu, D., Ramesh, V., and Meer, P. (2003). Kernelbased object tracking. PAMI, 25-5:564-577.
- Coombs, D. and Brown, C. (1993). Real-time binocular smooth pursuit. International Journal of Computer Vision, 11-2:147-165.
- Corke, P. I. and Good, M. C. (1996). Dynamic effects in visual closed-loop systems. IEEE transaction on Robotics Automation, 12-5:671-683.
- Isard, M. and Blake, A. (1998). Condensation-conditional density propagatiojn for visual tracking. IJCV, 29- 1:5-28.
- Komuro, T., Ishii, I., Ishikawa, M., and Yoshida, A. (2003). A digital vision chip specialized for high-speed target tracking. IEEE transaction on Electron Devices, 50:191-199.
- Matsuyama, T., Hiura, S., Wada, T., Murase, K., and Yoshioka, A. (2000). Dynamic memory: Architecture for real time integration of visual perception, camera action, and network communication. CVPR, pages 728- 735.
- Okada, R., Oaki, J., and Kondo, N. (2004). High-speed computer vision system for robot. TOSHIBA Review (in Japanese), 59-9:29-32.
Paper Citation
in Harvard Style
Oike H., Wu H., Hua C. and Wada T. (2007). CLEAR IMAGE CAPTURE - Active Cameras System for Tracking a High-speed Moving Object . In Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO, ISBN 978-972-8865-84-9, pages 94-102. DOI: 10.5220/0001647600940102
in Bibtex Style
@conference{icinco07,
author={Hiroshi Oike and Haiyuan Wu and Chunsheng Hua and Toshikazu Wada},
title={CLEAR IMAGE CAPTURE - Active Cameras System for Tracking a High-speed Moving Object},
booktitle={Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,},
year={2007},
pages={94-102},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001647600940102},
isbn={978-972-8865-84-9},
}
in EndNote Style
TY - CONF
JO - Proceedings of the Fourth International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO,
TI - CLEAR IMAGE CAPTURE - Active Cameras System for Tracking a High-speed Moving Object
SN - 978-972-8865-84-9
AU - Oike H.
AU - Wu H.
AU - Hua C.
AU - Wada T.
PY - 2007
SP - 94
EP - 102
DO - 10.5220/0001647600940102