Modification of CFAR Algorithm for Oil Spill Detection from SAR Data | |
Wang, Siyuan1; Fu, Xingyu1; Zhao, Yan1; Wang, Hui1 | |
刊名 | INTELLIGENT AUTOMATION AND SOFT COMPUTING |
2015 | |
卷号 | 21期号:2页码:652-667 |
关键词 | CFAR Oil spill detection Ratio edge detection SAR |
通讯作者 | Wang, SY (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing, Peoples R China. |
英文摘要 | It is very difficult to detect oil spills when the scattering intensity of background clutter is inhomogeneous in synthetic aperture radar (SAR) images. To improve the oil detection capability, we propose a modified constant false alarm rate (CFAR)-based method for the detection of oil spills in SAR images. This proposed method combines edge detection technique and CFAR detection theory to improve the accuracy of oil spills detection. First, we segment the image into the areas of interest (AOIs) by using ratio edge detection. Second, to get a more accurate detection result, an improved Weibull-CFAR detector is applied to these AOIs. Experimental results demonstrate that the modified CFAR algorithm can work more effectively than a global CFAR detector for oil spill detection, especially for the inhomogeneous intensity SAR images. This model can detect the target more effectively, and false alarms can be greatly diminished. |
研究领域[WOS] | Automation & Control Systems ; Computer Science, Artificial Intelligence |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000351908100003 |
内容类型 | 期刊论文 |
源URL | [http://ir.ceode.ac.cn/handle/183411/38228] |
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.[Wang, Siyuan 2.Zhao, Yan 3.Wang, Hui] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing, Peoples R China 4.[Fu, Xingyu] Chinese Acad Sci, Inst Elect, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Siyuan,Fu, Xingyu,Zhao, Yan,et al. Modification of CFAR Algorithm for Oil Spill Detection from SAR Data[J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING,2015,21(2):652-667. |
APA | Wang, Siyuan,Fu, Xingyu,Zhao, Yan,&Wang, Hui.(2015).Modification of CFAR Algorithm for Oil Spill Detection from SAR Data.INTELLIGENT AUTOMATION AND SOFT COMPUTING,21(2),652-667. |
MLA | Wang, Siyuan,et al."Modification of CFAR Algorithm for Oil Spill Detection from SAR Data".INTELLIGENT AUTOMATION AND SOFT COMPUTING 21.2(2015):652-667. |
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