SEA clutter modeling by statistical majority consistency for ship detection in SAR imagery | |
Zhao, Di1; Lang, Haitao1; Zhang, Xi2; Meng, Junmin2; Laiquan3 | |
刊名 | International Geoscience and Remote Sensing Symposium (IGARSS)
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2015 | |
卷号 | 2015-November页码:3695-3698 |
DOI | 10.1109/IGARSS.2015.7326625 |
英文摘要 | Probability density function (pdf) estimation of sea clutter in synthetic aperture radar (SAR) imagery has a fundamental role in constructing a constant false alarm rate (CFAR) based ship detector. This paper proposes a semi-parametric sea clutter modeling method for SAR amplitude imagery. The pdf of sea clutter is estimated point by point for each amplitude value, by selecting an optimal component from a given dictionary. For a specific point, the optimal component is selected by measuring the statistical consistency between pdfs of different components and the pdf of sample data within a local window in pdf domain. The statistical consistency is measured by Kullback-Leibler distance (KL-distance). The size of local window is determined based on smoothness criterion. Experimental results on several real SAR imageries demonstrate that the proposed method accurately models the sea clutter, and is flexible to combine with CFAR to construct a ship detector. © 2015 IEEE. |
语种 | 英语 |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
内容类型 | 期刊论文 |
源URL | [http://ir.fio.com.cn/handle/2SI8HI0U/6659] ![]() |
专题 | 业务部门_海洋物理与遥感研究室 |
作者单位 | 1.Department of Applied Physics, Beijing University of Chemical Technology, Beijing, China;; 2.First Institute of Oceanography, State Oceanic Administration, Qingdao, China;; 3.Inner Mongolia Key Laboratory of Remote Sensing and Geography Information System, Inner Mongolia Normal University, Hohhot, China |
推荐引用方式 GB/T 7714 | Zhao, Di,Lang, Haitao,Zhang, Xi,et al. SEA clutter modeling by statistical majority consistency for ship detection in SAR imagery[J]. International Geoscience and Remote Sensing Symposium (IGARSS),2015,2015-November:3695-3698. |
APA | Zhao, Di,Lang, Haitao,Zhang, Xi,Meng, Junmin,&Laiquan.(2015).SEA clutter modeling by statistical majority consistency for ship detection in SAR imagery.International Geoscience and Remote Sensing Symposium (IGARSS),2015-November,3695-3698. |
MLA | Zhao, Di,et al."SEA clutter modeling by statistical majority consistency for ship detection in SAR imagery".International Geoscience and Remote Sensing Symposium (IGARSS) 2015-November(2015):3695-3698. |
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