Changchun Institute of Optics,Fine Mechanics and Physics,CAS
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 |
ISSN | 3722112 |
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 |
DOI | 10.3969/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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Ship Detection on Se(3503KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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