A Multispectral target tracking algorithm based on particle filter | |
Gao, Zhen-Zhen1,2; Zhang, Geng1; Hu, Bing-Liang1![]() | |
2017 | |
会议日期 | 2017-06-04 |
会议地点 | Beijing, China |
卷号 | 10462 |
DOI | 10.1117/12.2284791 |
英文摘要 | Target detection and tracking important in many applications including intelligent monitoring system, defense system and terminal guidance system. Aiming to solve the problem of simulated target tracking, this paper proposes an adaptive algorithm which uses the fusion of the spectral and morphological features of multispectral image to realize the target tracking based on the Particle Filter. Firstly, the target area is manually initialized in the multispectral image and the spectral and texture features of the target are extracted. Secondly, we build the adaptive tracking model of multiple features under the framework of Particle Filter. We validate the effectiveness of the proposed approach on the MATLAB platform. The results show that the proposed approach achieves accurate and stable multispectral target tracking in complex scenes by improving the efficiency of particles usage under defective tracking conditions, which is of great theoretical and practical values for the application of multispectral target tracking technology. © 2017 SPIE. |
产权排序 | 1 |
会议录 | AOPC 2017: Optical Sensing and Imaging Technology and Applications
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会议录出版者 | SPIE |
语种 | 英语 |
ISSN号 | 0277786X |
ISBN号 | 9781510614055 |
内容类型 | 会议论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/29921] ![]() |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
作者单位 | 1.Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, 710119, China 2.University of Chinese Academy of Sciences, Beijing, 100049, China |
推荐引用方式 GB/T 7714 | Gao, Zhen-Zhen,Zhang, Geng,Hu, Bing-Liang. A Multispectral target tracking algorithm based on particle filter[C]. 见:. Beijing, China. 2017-06-04. |
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