Compact Polarimetric SAR Ship Detection with m- Decomposition Using Visual Attention Model | |
Xu, Lu1; Zhang, Hong1; Wang, Chao1; Zhang, Bo1; Tian, Sirui1 | |
刊名 | REMOTE SENSING |
2016 | |
卷号 | 8期号:9 |
关键词 | CROP CLASSIFICATION CANOPY REFLECTANCE UNITED-STATES MODIS-EVI LANDSAT IMAGERY COVER PHOTOSYNTHESIS TRANSPIRATION XINJIANG |
通讯作者 | Zhang, H (reprint author), Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China. |
英文摘要 | A few previous studies have illustrated the potentials of compact polarimetric Synthetic Aperture Radar (CP SAR) in ship detection. In this paper, we design a ship detection algorithm of CP SAR from the perspective of computer vision. A ship detection algorithm using the pulsed cosine transform (PCT) visual attention model is proposed to suppress background clutter and highlight conspicuous ship targets. It is the first time that a visual attention model is introduced to CP SAR application. The proposed algorithm is a quick and complete framework for practical use. Polarimetric featuresthe relative phase and volume scattering componentare extracted from m- decomposition to eliminate false alarms and modify the PCT model. The constant false alarm rate (CFAR) algorithm based on lognormal distribution is adopted to detect ship targets, after a clutter distribution fitting procedure of the modified saliency map. The proposed method is then tested on three simulated circular-transmit-linear-receive (CTLR) mode images, which covering East Sea of China. Compared with the detection results of SPAN and the saliency map with only single-channel amplitude, the proposed method achieves the highest detection rates and the lowest misidentification rate and highest figure of merit, proving the effectiveness of polarimetric information of compact polarimetric SAR ship detection and the enhancement from the visual attention model. |
学科主题 | Remote Sensing |
类目[WOS] | Remote Sensing |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000385488000061 |
内容类型 | 期刊论文 |
源URL | [http://ir.radi.ac.cn/handle/183411/39214] |
专题 | 遥感与数字地球研究所_SCI/EI期刊论文_期刊论文 |
作者单位 | 1.Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Nanjing Univ Sci & Technol, Sch Elect & Opt Engn, Dept Elect Engn, Nanjing 210094, Jiangsu, Peoples R China |
推荐引用方式 GB/T 7714 | Xu, Lu,Zhang, Hong,Wang, Chao,et al. Compact Polarimetric SAR Ship Detection with m- Decomposition Using Visual Attention Model[J]. REMOTE SENSING,2016,8(9). |
APA | Xu, Lu,Zhang, Hong,Wang, Chao,Zhang, Bo,&Tian, Sirui.(2016).Compact Polarimetric SAR Ship Detection with m- Decomposition Using Visual Attention Model.REMOTE SENSING,8(9). |
MLA | Xu, Lu,et al."Compact Polarimetric SAR Ship Detection with m- Decomposition Using Visual Attention Model".REMOTE SENSING 8.9(2016). |
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