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Oil Spill Detection Using LBP Feature and K-Means Clustering in Shipborne Radar Image
Xu, Jin1; Pan, Xinxiang1; Jia, Baozhu1; Wu, Xuerui2,3,4; Liu, Peng5; Li, Bo6
2021
Source PublicationJOURNAL OF MARINE SCIENCE AND ENGINEERING
Volume9Issue:1Pages:20
AbstractOil spill accidents have seriously harmed the marine environment. Effective oil spill monitoring can provide strong scientific and technological support for emergency response of law enforcement departments. Shipborne radar can be used to monitor oil spills immediately after the accident. In this paper, the original shipborne radar image collected by the teaching-practice ship Yukun of Dalian Maritime University during the oil spill accident of Dalian on 16 July 2010 was taken as the research data, and an oil spill detection method was proposed by using LBP texture feature and K-means algorithm. First, Laplacian operator, Otsu algorithm, and mean filter were used to suppress the co-frequency interference noises and high brightness pixels. Then the gray intensity correction matrix was used to reduce image nonuniformity. Next, using LBP texture feature and K-means clustering algorithm, the effective oil spill regions were extracted. Finally, the adaptive threshold was applied to identify the oil films. This method can automatically detect oil spills in shipborne radar image. It can provide a guarantee for real-time monitoring of oil spill accidents.
Keywordoil spill LBP K-means shipborne radar remote sensing oil pollution image analysis machine learning radar detection
Funding OrganizationNational Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University
DOI10.3390/jmse9010065
Language英语
Funding ProjectNational Natural Science Foundation of China[51709031] ; National Natural Science Foundation of China[51979045] ; Fundamental Research Funds for the Central Universities[3132019138] ; Innovation Support Project of Dalian[2018RQ22] ; Enterprise-university-research Cooperation Project of the Ministry of Education of China[201702043016] ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province[2019KZDZX1035] ; program for scientific research start-up funds of Guangdong Ocean University
Funding OrganizationNational Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Fundamental Research Funds for the Central Universities ; Fundamental Research Funds for the Central Universities ; Innovation Support Project of Dalian ; Innovation Support Project of Dalian ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Enterprise-university-research Cooperation Project of the Ministry of Education of China ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; Special projects in key fields (Artificial Intelligence) of Universities in Guangdong Province ; program for scientific research start-up funds of Guangdong Ocean University ; program for scientific research start-up funds of Guangdong Ocean University
WOS Research AreaOceanography
WOS SubjectOceanography
WOS IDWOS:000610353200001
PublisherMDPI
Citation statistics
Document Type期刊论文
Identifierhttp://ir.bao.ac.cn/handle/114a11/79787
Collection中国科学院国家天文台
Corresponding AuthorWu, Xuerui
Affiliation1.Guangdong Ocean Univ, Maritime Coll, Zhanjiang 524088, Peoples R China
2.Chifeng Univ, Sch Resources Environm & Architectural Engn, Chifeng 024000, Inner Mongolia, Peoples R China
3.Suzhou Univ Sci & Technol, Res Ctr BeiDou Nav & Environm Remote Sensing, Suzhou 215009, Peoples R China
4.Chinese Acad Sci, Shanghai Astron Observ, Shanghai 200030, Peoples R China
5.Dalian Maritime Univ, Nav Coll, Dalian 116026, Peoples R China
6.Guangdong Ocean Univ, Continuing Educ Coll, Zhanjiang 524088, Peoples R China
Recommended Citation
GB/T 7714
Xu, Jin,Pan, Xinxiang,Jia, Baozhu,et al. Oil Spill Detection Using LBP Feature and K-Means Clustering in Shipborne Radar Image[J]. JOURNAL OF MARINE SCIENCE AND ENGINEERING,2021,9(1):20.
APA Xu, Jin,Pan, Xinxiang,Jia, Baozhu,Wu, Xuerui,Liu, Peng,&Li, Bo.(2021).Oil Spill Detection Using LBP Feature and K-Means Clustering in Shipborne Radar Image.JOURNAL OF MARINE SCIENCE AND ENGINEERING,9(1),20.
MLA Xu, Jin,et al."Oil Spill Detection Using LBP Feature and K-Means Clustering in Shipborne Radar Image".JOURNAL OF MARINE SCIENCE AND ENGINEERING 9.1(2021):20.
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