A New Method on Inshore Ship Detection in High-Resolution Satellite Images Using Shape and Context Information

被引:127
作者
Liu, Ge [1 ]
Zhang, Yasen [1 ]
Zheng, Xinwei [1 ]
Sun, Xian [1 ]
Fu, Kun [1 ]
Wang, Hongqi [1 ]
机构
[1] Chinese Acad Sci, Inst Elect, Key Lab Technol Geospatial Informat Proc & Applic, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Active contour model; binary linear programming; context information; inshore ship detection; shape analysis;
D O I
10.1109/LGRS.2013.2272492
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
In this letter, we present a new method to detect inshore ships using shape and context information. We first propose a new energy function based on an active contour model to segment water and land and minimize it with an iterative global optimization method. The proposed energy performs well on the different intensity distributions between water and land and produces a result that can be well used in shape and context analyses. In the segmented image, ships are detected with successive shape analysis, including shape analysis in the localization of ship head and region growing in computing the width and length of ship. Finally, to locate ships accurately and remove the false alarms, we unify them with a binary linear programming problem by utilizing the context information. Experiments on QuickBird images show the robustness and precision of our method.
引用
收藏
页码:617 / 621
页数:5
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