Ship detection in optical remote sensing image based on visual saliency and AdaBoost classifier

被引:13
|
作者
Wang H.-L. [1 ,2 ]
Zhu M. [1 ]
Lin C.-B. [1 ]
Chen D.-B. [1 ,2 ]
机构
[1] Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun
[2] University of Chinese Academy of Sciences, Beijing
基金
中国国家自然科学基金;
关键词
A;
D O I
10.1007/s11801-017-7014-9
中图分类号
学科分类号
摘要
In this paper, firstly, target candidate regions are extracted by combining maximum symmetric surround saliency detection algorithm with a cellular automata dynamic evolution model. Secondly, an eigenvector independent of the ship target size is constructed by combining the shape feature with ship histogram of oriented gradient (S-HOG) feature, and the target can be recognized by AdaBoost classifier. As demonstrated in our experiments, the proposed method with the detection accuracy of over 96% outperforms the state-of-the-art method. © 2017, Tianjin University of Technology and Springer-Verlag Berlin Heidelberg.
引用
收藏
页码:151 / 155
页数:4
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