Robust moving objects detection in long-distance imaging through turbulent medium
Xu, Xinggui1,2,3; Yang, Ping3; Xian, Hao3; Liu, Yong1
刊名Infrared Physics and Technology
2019-08-01
卷号100页码:87-98
关键词Atmospheric turbulence Image recognition, Infrared image Imaging through turbulent media Image detection systems
ISSN号1350-4495
DOI10.1016/j.infrared.2019.02.014
文献子类期刊论文
英文摘要The tough challenges of detecting moving objects in long-distance imaging stems from the optical turbulence effects, which leads to blurred image, flickering pixel value and shifted object positions. To address this problem, we propose a coarse-to-fine method based on dynamic background subtraction and pipeline filter. First, we model the turbulent foregrounds with a specific mixture of Gaussian (MoG)distribution, which is regularized by online low-rank subspace factorization. Moreover, we embed a transformation operator into the model to ensure that the low-rank space is not damaged in practical camera jitters or rotation. Then, to avoid the interference of residual turbulence and marginal noise, a method of Variable Weighted Pipeline Filter (VWPF)is proposed to discriminate the true from false objects by taking full advantage of objects’ spatial-temporal property. Compared with other state-of-art methods, the proposed method shows better false alarm and miss detection rates. © 2019
WOS关键词SELECTION
WOS研究方向Instruments & Instrumentation ; Optics ; Physics, Applied
语种英语
出版者Elsevier B.V.
WOS记录号WOS:000485855500012
内容类型期刊论文
源URL[http://ir.ioe.ac.cn/handle/181551/9716]  
专题光电技术研究所_自适应光学技术研究室(八室)
作者单位1.School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China, Chengdu; 610054, China;
2.University of Chinese Academy of Sciences, Beijing; 100039, China
3.Key Laboratory on Adaptive Optics and Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu; 610209, China;
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GB/T 7714
Xu, Xinggui,Yang, Ping,Xian, Hao,et al. Robust moving objects detection in long-distance imaging through turbulent medium[J]. Infrared Physics and Technology,2019,100:87-98.
APA Xu, Xinggui,Yang, Ping,Xian, Hao,&Liu, Yong.(2019).Robust moving objects detection in long-distance imaging through turbulent medium.Infrared Physics and Technology,100,87-98.
MLA Xu, Xinggui,et al."Robust moving objects detection in long-distance imaging through turbulent medium".Infrared Physics and Technology 100(2019):87-98.
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