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Dim targets detection and tracking by self-adaptive segmentation and particle filter in starry images
Deng, Wen-Kang1,2; Song, Zong-Xi1; Gao, Wei1; Li, Fei-Peng1,2; Qi, Yin-Long1,2; Wang, Chen-Chen1,2; Deng, Wen-Kang (dengwenkang@opt.cn)
作者部门空间光学应用研究室
2017
发表期刊Journal of Applied Science and Engineering
ISSN15606686
卷号20期号:2页码:183-192
产权排序1
摘要

An effective method for dim and small multi-targets detection and tracking through successive CCD images in complex starry background is put forward in this paper. Optical starry background images contain a lot of interference noise besides the moving targets. Firstly, self-adaptive threshold segmentation can play an important role in eliminating noise and improving detection rate. Furthermore, back neighborhood frame correlation (BNFC) is proposed to detect and locate the target, which is sheltered by bigger interfered stars. After detection framework acquiring the location of moving targets, particle filter which has nonlinear filtering feature is applied to track the trajectories for multi-targets in real-time. Experimental results show that by using the adaptive target detection and improved particle filter, the trajectories could be achieved at a relative low signal to noise ratio (SNR ≥ 3.5) in the case of multi-targets detection and tracking in real time. The method has good prospect for engineering application.

DOI10.6180/jase.2017.20.2.06
收录类别EI
语种英语
引用统计
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/29225
专题空间光学技术研究室
通讯作者Deng, Wen-Kang (dengwenkang@opt.cn)
作者单位1.Space Optics Laboratory, Xi'An Institute of Optics and Precision Mechanics of CAS, Xi'an; 710119, China
2.University of Chinese Academy of Sciences, Beijing; 100049, China
推荐引用方式
GB/T 7714
Deng, Wen-Kang,Song, Zong-Xi,Gao, Wei,et al. Dim targets detection and tracking by self-adaptive segmentation and particle filter in starry images[J]. Journal of Applied Science and Engineering,2017,20(2):183-192.
APA Deng, Wen-Kang.,Song, Zong-Xi.,Gao, Wei.,Li, Fei-Peng.,Qi, Yin-Long.,...&Deng, Wen-Kang .(2017).Dim targets detection and tracking by self-adaptive segmentation and particle filter in starry images.Journal of Applied Science and Engineering,20(2),183-192.
MLA Deng, Wen-Kang,et al."Dim targets detection and tracking by self-adaptive segmentation and particle filter in starry images".Journal of Applied Science and Engineering 20.2(2017):183-192.
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