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《Science of Surveying and Mapping》 2013-03
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A SVM-based classification method for fully polarimetric SAR imagery considering feature optimization

WU Zhao-cong ①,OUYANG Qun-dong ①,LI Fang-fang ②(①School of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China;②Key Lab of C4ISR Technology of National Defense Science and Technology,National Univ.of Defense Technology,Changsha 410073,China)  
An improved SVM classification method for fully polarimetric SAR imagery concerned with feature optimization was proposed in this paper,which is based on the assessment of support vector number and correlation analysis,and combining with SFS search strategy.Experimental results showed that the proposed method could not only retain good generalization with limited samples,but also obtain higher classification accuracy with less number of features in a wider range of SVM parameters.
【Fund】: 国家863计划资助项目(2007AA12Z143);; 国家自然科学基金资助项目(40201039 40771157 41001260)
【CateGory Index】: P225
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Chinese Journal Full-text Database 5 Hits
1 ZHOU Xiao-guang KUANG Gang-yao WAN Jian-wei (College of Electronic Science and Engineering,National Univ.of Defense Technology,Changsha 410073);A Review of Polarimetric SAR Image Classification[J];信号处理;2008-05
2 HE Zhi-guo LU Jun KUANG Gang-yao (School of Electronic Science and Engineering,NUDT,Changsha,Hunan 410073,China);A survey on feature extraction and selection of SAR images[J];信号处理;2008-05
3 WU Yong-hui,JI Ke-feng,YU Wen-xian(College of Electronics Science and Engineering,NUDT,Changsha 410073,China);Classification of Polarimetric SAR Images Based on Support Vector Machine[J];现代雷达;2007-06
4 HE Zhi-wen,LI Xi-hai, LIU Dai-zhi,ZHANG Bin (Sec. 602, The Second Artillery Institute of Engineering, Xi'an of Shaanxi Prov. 710025,China);A study on methods of feature selection based on the correlation analysis[J];核电子学与探测技术;2005-06
5 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];自动化学报;2000-01
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5 He Wei 1,2,3,Yang Hua 1,2,3(1.School of Geography and Remote Sensing Science,Beijing Normal University,Beijing 100875 China;2.State Key Laboratory of Remote Sensing Science,Jointly Sponsored by Beijing Normal University and the Institute of Remote Sensing Applications of CAS,Beijing 100875 China;3.Beijing Key Laboratory of Environmental Remote Sensing and Digital City,Beijing 100875 China);Winter wheat leaf area index retrieval with multi-angle and multi-spectral Terra/Aqua MODIS data[J];农业工程学报;2013-04
6 Xu Jia1,2,Chen Yuanyuan1,Huang Qihuan1,3,He Xiufeng1 (1.School of Earth Sciences and Engineering,Hohai University,Nanjing 210098,China; 2.Key Lab for Land Environment and Disaster Monitoring of SBSM,China University of Mining and Technology,Xuzhou 221116,China;3.Wentian College,Hohai University,Ma'anshan 243031,China);Built-up Areas Extraction in High Resolution Spaceborne SAR Image based on the Integration of Grey and Texture Features[J];遥感技术与应用;2012-05
7 DONG Heng,MENG Qing-Ye,WANG Jin-Liang,QIN Qi-Ming, FENG Hai-Xia,JIANG Hong-Bo,LIU Ming-Chao(Institute of Remote Sensing and Geographic Information System,Peking University,Beijing 100871,China);A modified vegetation index for crop canopy chlorophyll content retrieval[J];红外与毫米波学报;2012-04
8 FAN Xin①②,WANG Yun-jia①②,ZHANG Shu-jia①②(School of Environment and Spatial Informatics,China University of Mining and Technolog,Jiangsu Xuzhou 221008,China;②Jiangsu Key Laboratory of Resources and Environmental Information Engineering,Xuzhou 221008,China);Water subsidence land information extraction in mining area based on improved P-WSVM[J];测绘科学;2012-04
9 MENG Yunshan;Research on Polarimetric SAR Image Classification Based on Least Squares Support Vector Machine[J];地理空间信息;2012-03
10 YANG Na①②,QIN Zhi-yuan①,ZHANG Jun②(①School of Geomatics,Information Engineering University,Zhengzhou 450052,China;②Troops 65015,Liaoning Dalian 116023,China);Remotely sensed imagery classification by SVM-based Infinite Ensemble Learning method[J];测绘科学;2013-01
【Secondary Citations】
Chinese Journal Full-text Database 9 Hits
1 ZHAO Ling-jun,JIA Cheng-li,KUANG Gang-yao(School of Electronic Science and Engineering,National University of Defense Technology,Changsha 410073);Overview of Edge Detection in SAR Images[J];中国图象图形学报;2007-12
2 LIU Xiu-qing 1,2,YANG Ru-liang 1(1.Institute of Electronics,Chinese Academy of Sciences,Beijing 100080,China;2.The National Key Laboratory of microwave Imaging Technology,Beijing 100080,China;3.Graduate School,Chinese Academy of Sciences,Beijing 100039,China);The Iteration Classification Method and Experiment Study Based on Unsupervised Classification of Fully Polarimetric SAR Image[J];电子学报;2004-12
3 Wu Xiaojun 1, 2, 3 , Yang Jingyu 2, Wang Shitong 1, 2 , Liu Tongming 1, Josef Kittler 4 (1. East China Shipbuilding Institute, Zhenjiang, Jiangsu 212003, China; 2. School of Information, Nanjing University of Science & Technology, Nanjing 210094, China; 3. Shenyang Institute of Automation, Chinese Academy of Science, Shenyang 110015, China; 4 CVSSP, University of Surrey, Surrey GU2 7XH, UK);A Study on the Essence of Optimal Statistical Uncorrelated Discriminant Vectors[J];中国工程科学;2004-02
4 TU Qing hua, YANG Jian, YANG Jing yu (Department of Computer Science, Nanjing University of Science & Technology, Nanjing 210094,China);Orthogonal Projection Method Based Feature Extraction[J];小型微型计算机系统;2003-03
5 YangJian YangJingyu LiuNingzhong (Department of Computer Science and Technology,NUST,Nanjing 210094);Theory and Algorithm of Uncorrelated Optimal Discriminant Analysis[J];南京理工大学学报(自然科学版);2002-02
6 JI Xiao-jun, LI Shi-zhong, LI Ting (Dept. of Mechatronic Engineering, North China Institute of Technology, Taiyuan 030051, China);Application of the Correlation Analysis in Feature Selection[J];测试技术学报;2001-01
7 Liu Guoqing Xiong Hong Huang Shunji (College of E. E., Univ. of Electron. Sci. and Tech. of China, Chengdu 610054);AUTOMATIC MULTIRESOLUTION CLASSIFICATION OF POLARIMETRIC SAR IMAGE WITH WAVELET TRANSFORM AND MARKOV RANDOM FIELD[J];电子科学学刊;2000-03
8 JIN Zhong YANG Jing Yu LU Jian Feng (Department of Computer Science, Nanjing University of Science and Technology, Nanjing 210094);AN OPTIMAL SET OF UNCORRELATED DISCRIMINANT FEATURES[J];计算机学报;1999-10
9 LU Zengxiang, LI Yanda Department of Automation, Tsinghua University, Beijing 100084, China;Interactive support vector machine learning algorithm and its application[J];清华大学学报(自然科学版);1999-07
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