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An Unknown Hidden Target Localization Method Based on Data Decoupling in Complex Scattering Media

Authors :
Chen Wang
Jiayan Zhuang
Sichao Ye
Wei Liu
Yaoyao Yuan
Hongman Zhang
Jiangjian Xiao
Source :
Photonics, Vol 9, Iss 12, p 956 (2022)
Publication Year :
2022
Publisher :
MDPI AG, 2022.

Abstract

Due to the effect of the complex scattering medium, the photons carrying target information will be attenuated when passing through scattering media, and target localization is difficult. The resolution of the target-position information from scattered images is crucial for achieving accurate target localization in environments such as dense fog in military applications. In this paper, a target localization network incorporating an attention mechanism was designed based on the robust feature resolution ability of neural networks and the characteristics of scattering formation. A training dataset with basic elements was constructed to achieve data decoupling, and then realize the position estimation of targets in different domains in complex scattering environments. Experimental validation showed that the target was accurately localized in speckle images with different domain data by the above method. The results will provide ideas for future research on the localization of typical targets in natural scattering environments.

Details

Language :
English
ISSN :
23046732
Volume :
9
Issue :
12
Database :
Directory of Open Access Journals
Journal :
Photonics
Publication Type :
Academic Journal
Accession number :
edsdoj.923cc7d3699493eb0b5fb5df8279343
Document Type :
article
Full Text :
https://doi.org/10.3390/photonics9120956