Ship Detection in Panchromatic Optical Remote Sensing Images Based on Visual Saliency and Multi-Dimensional Feature Description

doi:10.3390/rs12010152

CIOMP OpenIR

	Ship Detection in Panchromatic Optical Remote Sensing Images Based on Visual Saliency and Multi-Dimensional Feature Description
	T. Nie,X. Y. Han,B. He,X. S. Li,H. X. Liu and G. L. Bi
	2020
发表期刊	Remote Sensing
卷号	12 期号:1 页码:24
摘要	Ship detection in panchromatic optical remote sensing images is faced with two major challenges, locating candidate regions from complex backgrounds quickly and describing ships effectively to reduce false alarms. Here, a practical method was proposed to solve these issues. Firstly, we constructed a novel visual saliency detection method based on a hyper-complex Fourier transform of a quaternion to locate regions of interest (ROIs), which can improve the accuracy of the subsequent discrimination process for panchromatic images, compared with the phase spectrum quaternary Fourier transform (PQFT) method. In addition, the Gaussian filtering of different scales was performed on the transformed result to synthesize the best saliency map. An adaptive method based on GrabCut was then used for binary segmentation to extract candidate positions. With respect to the discrimination stage, a rotation-invariant modified local binary pattern (LBP) description was achieved by combining shape, texture, and moment invariant features to describe the ship targets more powerfully. Finally, the false alarms were eliminated through SVM training. The experimental results on panchromatic optical remote sensing images demonstrated that the presented saliency model under various indicators is superior, and the proposed ship detection method is accurate and fast with high robustness, based on detailed comparisons to existing efforts.
DOI	10.3390/rs12010152
URL	查看原文
收录类别	SCI
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/64878
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	T. Nie,X. Y. Han,B. He,X. S. Li,H. X. Liu and G. L. Bi. Ship Detection in Panchromatic Optical Remote Sensing Images Based on Visual Saliency and Multi-Dimensional Feature Description[J]. Remote Sensing,2020,12(1):24.
APA	T. Nie,X. Y. Han,B. He,X. S. Li,H. X. Liu and G. L. Bi.(2020).Ship Detection in Panchromatic Optical Remote Sensing Images Based on Visual Saliency and Multi-Dimensional Feature Description.Remote Sensing,12(1),24.
MLA	T. Nie,X. Y. Han,B. He,X. S. Li,H. X. Liu and G. L. Bi."Ship Detection in Panchromatic Optical Remote Sensing Images Based on Visual Saliency and Multi-Dimensional Feature Description".Remote Sensing 12.1(2020):24.

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Nie-2020-Ship Detect（9985KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览请求全文