Marine oil spill detection using improved polarimetric feature based on polarization SAR image | |
Wang, Dawei1; Song, Shasha2; Yang, Junfang1; Xu, Mingming1; Song, Dongmei1; Guo, Jie3![]() | |
发表期刊 | INTERNATIONAL JOURNAL OF REMOTE SENSING
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ISSN | 0143-1161 |
2024-02-01 | |
卷号 | 45期号:3页码:911-929 |
关键词 | polarimetric feature quad-polarization dual-polarization oil spill detection SAR image |
DOI | 10.1080/01431161.2024.2305181 |
通讯作者 | Liu, Shanwei(20110052@upc.edu.cn) |
英文摘要 | Monitoring marine oil pollution holds both practical and scientific significance. Synthetic Aperture Radar (SAR) is an active microwave remote sensing technique capable of all-weather and all-day with fine spatial resolution. However, under low wind conditions, rain cells and young ice are examples of look-alikes affect the accuracy of oil spill detection. Polarimetric SAR assumes a crucial role in this context, as it can extract abundant polarimetric features by polarimetric target decomposition. Drawing inspiration from this advancement, an improved polarimetric feature named relative feature based on Cloude-Pottier target decomposition was proposed. The Jeffries-Matusita distance indicates the substantial potential of the relative feature in detecting oil spills. The improved polarimetric feature within U-Net, FCN-8s, and DeepLabv3+ResNet-18 for oil spill detection using polarization SAR images. Experiment results demonstrated that the relative feature has superior performance compared to other polarimetric features and obtained the highest accuracy and dice within U-Net compared to the other two models. These findings introduce promising concepts for achieving rapid and precise detection of oil spills in future applications. |
资助机构 | National Natural Science Foundation of China ; Shandong Province Joint Fund Key Project |
收录类别 | SCI |
语种 | 英语 |
关键词[WOS] | DECOMPOSITION ; BACKSCATTER ; IMPACT ; SCHEME ; MODEL |
研究领域[WOS] | Remote Sensing ; Imaging Science & Photographic Technology |
WOS记录号 | WOS:001151643200001 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.yic.ac.cn/handle/133337/34838 |
专题 | 中国科学院烟台海岸带研究所 |
通讯作者 | Liu, Shanwei |
作者单位 | 1.China Univ Petr East China, Coll Oceanog & Space Informat, Qingdao, Peoples R China 2.Safety & Environm Protect Tech Res Inst, CNOOC EnerTech Safety & Environm Protect Branch, Tianjin, Peoples R China 3.Chinese Acad Sci, Yantai Inst Coastal Zone Res, Yantai, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Dawei,Song, Shasha,Yang, Junfang,et al. Marine oil spill detection using improved polarimetric feature based on polarization SAR image[J]. INTERNATIONAL JOURNAL OF REMOTE SENSING,2024,45(3):911-929. |
APA | Wang, Dawei.,Song, Shasha.,Yang, Junfang.,Xu, Mingming.,Song, Dongmei.,...&Liu, Shanwei.(2024).Marine oil spill detection using improved polarimetric feature based on polarization SAR image.INTERNATIONAL JOURNAL OF REMOTE SENSING,45(3),911-929. |
MLA | Wang, Dawei,et al."Marine oil spill detection using improved polarimetric feature based on polarization SAR image".INTERNATIONAL JOURNAL OF REMOTE SENSING 45.3(2024):911-929. |
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