Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Automatic Detection Method of Ships Based on Shortwave Infrared Remote Sensing Images | |
Bao, Songze; Zhong, Xing; Zhu, Ruifei; Yu, Shuhai; Yu, Ye; Li, Lanmin | |
2018 | |
发表期刊 | Guangxue Xuebao/Acta Optica Sinica |
ISSN | 2532239 |
卷号 | 38期号:5 |
摘要 | ing at the problem of the ship detection with a low accuracy in the offshore and inland river scenes, a method based on shortwave infrared multispectral remote sensing images is proposed to realize water segmentation and automatic detection of ship. Based on the low reflectance characteristic of water area in the shortwave infrared frequency range, the water area is rapidly and accurately extracted from the images by using the threshold segmentation and morphological processing. Then, the image chips of candidate targets are extracted by using the visual saliency model for searching the targets in the water areas. As for the possible existence of phony targets, the gray-scale distribution histogram is proposed to describe the characteristics of gray-scale distribution of the target chips, which are combined with the gradient direction information to eliminate phony targets by the method of threshold constraint. The results show that the proposed method can efficiently detect the ship targets with different sizes in offshore and inland rivers. 279 candidate targets are obtained after the saliency detection and 138 of 142 true targets are detected after the target discrimination step. The false discovery rate is less than 6% and the recall rate is higher than 97%. 2018, Chinese Lasers Press. All right reserved. |
关键词 | Remote sensing Extraction Image processing Image segmentation Ships |
DOI | 10.3788/AOS201838.0528001 |
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/181722/60581 |
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 | Bao, Songze,Zhong, Xing,Zhu, Ruifei,et al. Automatic Detection Method of Ships Based on Shortwave Infrared Remote Sensing Images[J]. Guangxue Xuebao/Acta Optica Sinica,2018,38(5). |
APA | Bao, Songze,Zhong, Xing,Zhu, Ruifei,Yu, Shuhai,Yu, Ye,&Li, Lanmin.(2018).Automatic Detection Method of Ships Based on Shortwave Infrared Remote Sensing Images.Guangxue Xuebao/Acta Optica Sinica,38(5). |
MLA | Bao, Songze,et al."Automatic Detection Method of Ships Based on Shortwave Infrared Remote Sensing Images".Guangxue Xuebao/Acta Optica Sinica 38.5(2018). |
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