个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:天津大学
学位:博士
所在单位:信息与通信工程学院
学科:通信与信息系统. 信号与信息处理
办公地点:大连理工大学创新园大厦B510
联系方式:电子邮箱:whyu@dlut.edu.cn 办公电话:0411-84707675 移动电话:13842827170
电子邮箱:whyu@dlut.edu.cn
A multi-camera tracking algorithm based on homography
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论文类型:期刊论文
发表时间:2012-09-01
发表刊物:International Journal of Advancements in Computing Technology
收录刊物:EI、Scopus
卷号:4
期号:17
页面范围:326-333
ISSN号:20058039
摘要:In this paper, we propose a novel homography-based multiple cameras tracking algorithm. Firstly, the foreground likelihood map in each view is obtained by using the Codebook background modeling algorithm. Then, the view-to-view homographies induced by the chosen plane are computed by using several static landmarks. Trajectories of multiple objects on the plane are calculated by using the Shortest Path Algorithm (SPA). Finally, we achieve the 3D tracking of multiple objects by combining the trajectories on the selected plane and the results of foreground detection. Compared with other popular methods, our proposed algorithm does not require computing the vanishing points of multiple cameras. Therefore, it reduces the complexity and improves the accuracy in the meanwhile. The tracking efficiency is also improved by using SPA algorithm. The experimental results demonstrate that our method is robust to occlusion and also achieves real-time tracking performance.