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
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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 |
DOI | 10.1016/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; |
推荐引用方式 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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