Review of deep learning-based algorithms for ship target detection from remote sensing images

doi:10.37188/OPE.20233115.2295

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	Review of deep learning-based algorithms for ship target detection from remote sensing images
	Z. Huang; F. Wu; Y. Fu; Y. Zhang and X. Jiang
	2023
发表期刊	Guangxue Jingmi Gongcheng/Optics and Precision Engineering
ISSN	1004924X
卷号	31 期号:15 页码:2295-2318
摘要	The detection of naval targets is a key area of research interest in the field of remote sensing im⁃ age processing and pattern recognition. Moreover，the automatic detection of naval targets is crucial to both civil and military applications. In this study，we discuss and analyze the advantages and disadvantages of typical deep-learning-based target-detection algorithms，compare and summarize them，and summarize state-of-the-art deep-learning-based ship target detection methods. We also provide a detailed introduction to five aspects of state-of-the-art ship target detection methods，including multi-scale detection，multi-an⁃ gle detection，small target detection，model light-weighting，and large-format wide remote sensing imag⁃ ing. We also introduce the common evaluation criteria of ship target recognition algorithms and existing ship image datasets，and discuss the current problems faced by ship target detection algorithms using re⁃ mote sensing images and future development trends in the field. © 2023 Chinese Academy of Sciences. All rights reserved.
DOI	10.37188/OPE.20233115.2295
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收录类别	ei
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文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/67542
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	Z. Huang,F. Wu,Y. Fu,et al. Review of deep learning-based algorithms for ship target detection from remote sensing images[J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2023,31(15):2295-2318.
APA	Z. Huang,F. Wu,Y. Fu,&Y. Zhang and X. Jiang.(2023).Review of deep learning-based algorithms for ship target detection from remote sensing images.Guangxue Jingmi Gongcheng/Optics and Precision Engineering,31(15),2295-2318.
MLA	Z. Huang,et al."Review of deep learning-based algorithms for ship target detection from remote sensing images".Guangxue Jingmi Gongcheng/Optics and Precision Engineering 31.15(2023):2295-2318.

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