System Design for Moving Target Tracking based on Mean-Shift Algorithm

被引:0
|
作者
Yang, Yu [1 ]
Mu, Chengpo [1 ]
Liu, Kai [1 ]
机构
[1] Beijing Inst Technol, Beijing 100081, Peoples R China
关键词
Target tracking; Mean-shift; FPGA; PTZ control;
D O I
10.1117/12.2503040
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
This paper designs a moving target tracking system. Firstly, on the aspect of hardware, a moving target tracking platform is designed, which consists of visible CCD camera, servo PTZ, FPGA control card and PC. The platform can achieve target image acquisition, image transmission, PTZ control and algorithm processing. Secondly, on the aspect of algorithm, aiming at the deficiency of the Mean Shift (MS) algorithm in poor anti-background interference ability, a target modeling method is proposed. The method fuses HSV color feature and edge orientation feature for Mean-Shift iteration. Then the improved algorithm is tested on the DAPRA Egtest01 test sets. Experiment results show that the improved algorithm is good at tracking target whose color is similar to the background color. Finally, the improved algorithm is implemented on the hardware platform. The real-time automatic tracking experiment shows that the system can obtain a satisfied tracking target result.
引用
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页数:8
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