Real-time ship target detection based on aerial remote sensing images

doi:10.37188/OPE.20202810.2360

CIOMP OpenIR

	Real-time ship target detection based on aerial remote sensing images
	X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao
	2020
发表期刊	Guangxue Jingmi Gongcheng/Optics and Precision Engineering
ISSN	1004924X
卷号	28 期号:10 页码:2360-2369
摘要	Ships are vital marine targets. Real-time ship target detection based on aerial remote-sensing images is useful in civil engineering as well as national defense security. Based on the engineering application background, land-sea segmentation and ship detection was investigated in this study using aerial remote-sensing images. Gray-scale information was used to segment the remote-sensing images with adaptive threshold; the morphological operator and hole-filling technique were combined to achieve land-sea segmentation. Furthermore, ship geometry features were used to detect the straight-line segment, and K-means density clustering was applied to complete the ship target detection. The experimental results showed that for land-sea segmentation, the land detection rate was 95.8%, the land detection error rate was 5.7%, and the land detection accuracy rate was 94.4%. For ship target detection, the detection accuracy rate was 94.1%, and the detection false alarm rate was 3.9%. The proposed technique effectively segmented the ocean and land areas of the images, and the segmentation effect was ideal. The proposed technique had the following advantages: rapid ship target detection, high accuracy, low false alarm rate, simple calculation, and easy engineering applicability. 2020, Science Press. All right reserved.
DOI	10.37188/OPE.20202810.2360
URL	查看原文
收录类别	EI
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/64827
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	X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao. Real-time ship target detection based on aerial remote sensing images[J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2020,28(10):2360-2369.
APA	X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao.(2020).Real-time ship target detection based on aerial remote sensing images.Guangxue Jingmi Gongcheng/Optics and Precision Engineering,28(10),2360-2369.
MLA	X. Jiang,W.-X. Chen,H.-T. Nie,M. Zhu and Z.-C. Hao."Real-time ship target detection based on aerial remote sensing images".Guangxue Jingmi Gongcheng/Optics and Precision Engineering 28.10(2020):2360-2369.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Real-time ship targe（1569KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载