A Fast Multi-object Tracking Algorithm by Fusing Color and Motion Information

被引:0
作者
Hua Juliang [1 ]
Lian Haicheng [2 ]
Li Shijin [2 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Comp Sci & Engn, Nanjing, Jiangsu, Peoples R China
[2] Hohai Univ, Sch Comp & Informat, Nanjing, Jiangsu, Peoples R China
来源
PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON ESTIMATION, DETECTION AND INFORMATION FUSION ICEDIF 2015 | 2015年
关键词
multi-target tracking; Camshift; color and motion information fusion; bookshop warehouse;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a fast algorithm for multiple targets tracking in complex environment of industrial workshop, which integrates the background modeling and the motion information. First, the probability density image is calculated based on histogram of color from each target object. Second, these probability density images are filtered according to background image obtained from previous background modeling. Third, the motion information is fused into its tracking process, and the optimal position is thus predicted. Finally, the algorithm removes the false targets in the previous frame from those images of color probability density, in order to avoid the disturbance to other targets in the later tracking procedure. The experimental results have demonstrated that the proposed new algorithm is capable of reducing background and similar objects disturbance and achieving real-time performance.
引用
收藏
页码:176 / 181
页数:6
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