CIOMP OpenIR
Ship Detection on Sea Surface Based on Visual Saliency
Ding, Peng; Zhang, Ye; Jia, Ping; Chang, Xu-Ling; Liu, Rang
2018
发表期刊ACTA ELECTRONICA SINICA
ISSN3722112
卷号46期号:1页码:127-134
摘要The ship detection technology is of special significance in both military and civilian level. In order to detect ship targets quickly, efficiently and accurately in a wide and complex sea surface environment, a new method for ship detection based on multi-features and multi-scale visual saliency is proposed. This method makes full use of features of the hyper-complex images which can be operated simultaneously in a number of channels, save operation time, and guarantee the characteristics of different scale characteristics. First, the method uses top-hat algorithm for image preprocessing of the original image to suppress the interference of clouds and oil. Secondly, a variety of features are extracted to form hyper-complex images to detect the significance of ship targets. When we get the last saliency map, we segment ships to ensure the target location by using the OTSU algorithm, and then we mark the ship target in the original image. We make the experimental analysis in several sea conditions, and experimental results show that the algorithm can eliminate fog, cloud and grease interfering with accurate detection of ship targets. In this algorithm, true rate meets 96.52% and the false alarm rate is as low as 2.11%. Compared to other saliency detection algorithm in ship detection, this algorithm has obvious advantages. 2018, Chinese Institute of Electronics. All right reserved.
关键词Feature extraction Image segmentation Ships Surface waters Visualization
DOI10.3969/j.issn.0372-2112.2018.01.018
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/181722/60807
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
Ding, Peng,Zhang, Ye,Jia, Ping,et al. Ship Detection on Sea Surface Based on Visual Saliency[J]. ACTA ELECTRONICA SINICA,2018,46(1):127-134.
APA Ding, Peng,Zhang, Ye,Jia, Ping,Chang, Xu-Ling,&Liu, Rang.(2018).Ship Detection on Sea Surface Based on Visual Saliency.ACTA ELECTRONICA SINICA,46(1),127-134.
MLA Ding, Peng,et al."Ship Detection on Sea Surface Based on Visual Saliency".ACTA ELECTRONICA SINICA 46.1(2018):127-134.
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