Improved Ship and Wake Detection Using Sentinel-2A Satellite Data

被引:3
作者
Jeon, Uujin [1 ]
Seo, Minji [2 ]
Seong, Noh-hun [1 ]
Choi, Sungwon [1 ]
Sim, Suyoung [1 ]
Byeon, Yugyeong [1 ]
Han, Kyung-soo [1 ]
机构
[1] Pukyong Natl Univ, Spatial Informat Engn, Div Earth Environm Sci, Busan, South Korea
[2] Korea Polar Res Inst, Ctr Remote Sensing & GIS, Incheon, South Korea
关键词
Ship Detection; Wake; Sentinel-2A; Optical Image; OBJECT DETECTION; IMAGE;
D O I
10.7780/kjrs.2021.37.3.15
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
It is necessary to quickly detect and respond to ship accidents that occur continuously due to the influence of the recently increased maritime traffic. For this purpose, ship detection research is being actively conducted based on satellite images that can be monitored in real time over a wide area. However, there is a possibility that the wake may be falsely detected as a ship because the wake removal is not performed in previous studies that performed ship detection using spectral characteristics. Therefore, in this study, ship detection was performed using SDI (Ship Detection Index) based on the Sentinel-2A satellite image, and the wake was removed by utilizing the difference in the spectral characteristics of the ship and the wake. Probability of detection (POD) and false alarm rate (FAR) indices were used to verify the accuracy of the ship detection algorithm in this study. As a result of the verification, POD was similar and FAR was improved by 6.4% compared to the result of applying only SDI.
引用
收藏
页码:559 / 566
页数:8
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