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《Geospatial Information》 2013-03
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Land Cover Classification with ZY-3 Satellite Image Based on Support Vector Machines

CHEN Cheng  
Taking Yixing city as the research area,this paper classified ZY-3 satellite image using support vector machines.The classification result showed that total classification accuracy was 97.76%,total Kappa accuracy was 0.968 7.In order to evaluate the algorithm applicability,it calculated classification result by maximum likelihood method and minimum distance method.This study shows that SVM method has higher classification accuracy,and it can be used for land cover classification survey.
【Fund】: 国家科技支撑计划资助项目(2011BAB01B06)
【CateGory Index】: P228
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【Citations】
Chinese Journal Full-text Database 5 Hits
1 CHEN Bo,ZHANG You-jing,CHEN Liang (College of Water Resource and Environment,Hehai University,Nanjing 210098,China);RS Image classification based on SVM method with texture[J];Engineering of Surveying and Mapping;2007-05
2 TAN Kun,DU Peijun,WANG Xiaomei;Hyperspectral RS Data Classification Based on SVM and Multivariate Analysis[J];Bulletin of Surveying and Mapping;2009-11
3 TANG Xinming1,ZHANG Guo1,2,ZHU Xiaoyong1,PAN Hongbo2,JIANG Yonghua2,ZHOU Ping1,WANG Xia1,GUO Li1 1.Satellite Surveying and Mapping Application Center,National Administration of Surveying,Mapping and Geo-information,Beijing 100830,China;2.State Key Laboratory of Information Engineering in Surveying,mapping and Remote Sensing,Wuhan University,Wuhan 430079,China;Triple Linear-array Imaging Geometry Model of Ziyuan-3 Surveying Satellite and Its Validation[J];Acta Geodaetica et Cartographica Sinica;2012-02
4 ZHANG Rui1,2,MA Jianwen3(1.Institute of Remote Sensing Applications,CAS,Beijing 100101,China; 2.Graduate University of CAS,Beijing 100049,China;3.Center for Earth Observation and Digital Earth,CAS,Beijing 100190,China);State of the Art on Remotely Sensed Data Classification Based on Support Vector Machines[J];Advances in Earth Science;2009-05
5 TIAN Yuan~(1,2),TASHPOLAT.Tiyip~(1,2),DING Jian-li~(1~3),ZHANG Fei~(1,2),ILYAS.Nurmuhammat~(1,2),WEI Jian-bo~(1,2)(1.College of Resources and Environment Science,Xinjiang University Urumqi,Xinjiang 830046,China;2.Key Laboratory of Oasis Ecology,Xinjiang University Urumqi,Xinjiang 830046, China;3.Postdoctoral Laboratory of Theoretical Economics,Xinjiang University Urumqi,Xinjiang 830046,China);Land Cover Classification Using Remote Sensing Image Based on Support Vector Machines[J];Resources Science;2008-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 DU Zi-tao et al(College of Civil Engineering,Hebei University of Technology,Tianjin 300401);Analysis on the Land Use/Coverage Change in Naiman Banner Based on TM Images[J];Journal of Anhui Agricultural Sciences;2011-21
2 Niu Rui-qing,Peng Ling,Ye Run-qing,Wu Xue-ling Institute of Geophysics and Geomatics,China University of Geosciences,Wuhan 430074,China;Landslide Susceptibility Assessment Based on Rough Sets and Support Vector Machine[J];Journal of Jilin University(Earth Science Edition);2012-02
3 YANG Kai,ZENG Yong-nian,LI Hua(①Info-Physics and Geomatics Engineering College,Central South University,Changsha 410083,China;②Geomatics and Applications Laboratory,Liaoning Technical University,Fuxin 123000,China);Research on land use/cover remote sensing classification using surface biophysical parameters——A case study of Changsha city[J];Science of Surveying and Mapping;2008-04
4 ZHANG Fei①②③,Tashpolat.Tiyip①②,DING Jian-li①②,TIAN Yuan①②,Ilyas.Nurmuhammat①②①College of Resources and Environment Science,Xinjiang University Urumqi,Xinjiang 830046,China;②Key Laboratory of Oasis Ecology,Xinjiang University Urumqi,Xinjiang 830046,China;③Graduate school of Xinjiang University with Academic Degrees Committee,Urumqi 830046,China);Study on extracting of soil salinization by remote sensing based on SVM method with spectrum and texture information[J];Science of Surveying and Mapping;2009-03
5 LI Deren State Key Laboratory of Information Engineering in Surveying,Mapping and Remote Sensing,Wuhan University,Wuhan 430079,China;China's First Civilian Three-line-array Stereo Mapping Satellite: ZY-3[J];Acta Geodaetica et Cartographica Sinica;2012-03
6 Xing XiaoLi1,Xu MingKui2,Tang ShiHua1,Li JingYuan1(1.Civil Engineering college of Guilin University of Technology,Guilin 541004,China;2.Beijing tian he shu wei technology limited compony,Beijing 100875,China);Based on the Envirenmental Disaster Mitigation Satellite Technology of Remote Sesening in Agricultural Application——Take the Beijing Wheat as an Example[J];Urban Geotechnical Investigation & Surveying;2010-06
7 LIU Aixia,WANG Jing,LV Chunyan (Key Laboratory of Land Use, Ministry of Land and Resources, China Land Surveying & Planning Institute, Beijing 100035);Land Cover Classification Based on MODIS Data in Area to the North-west of Beijing[J];Progress in Geography;2006-02
8 (LI Zhi-feng1,ZHU Gu-chang1,2, DONG Tai-feng3) (1.Centre South University,Changsha,Hunan 410083; 2.China Non-ferrous Metals Resource Geological Survey,Beijing 100012; 3.Chinese Academy of Sciences Institute of Remote Sensing Applications,Beijing 100101);Application of GLCM-Based Texture Features to Remote Sensing Image Classification[J];Geology and Exploration;2011-03
9 JIA Kun1,2,LI Qiang-zi1*,TIAN Yi-chen1,WU Bing-fang11.Institute of Remote Sensing Applications,Chinese Academy of Sciences,Beijing 100101,China2.Graduate University of Chinese Academy of Sciences,Beijing 100049,China;A Review of Classification Methods of Remote Sensing Imagery[J];Spectroscopy and Spectral Analysis;2011-10
10 ZHANG Yan et al(School of Computer and Information,Southwest Forestry University,Kunming,Yunnan 650224);Research Dynamics of the Classification Methods of Remote Sensing Images[J];Journal of Anhui Agricultural Sciences;2012-28
China Proceedings of conference Full-text Database 3 Hits
1 Han Tao1 Xu Xiaotao2 Xie Yaowen2(1.Institute of Arid Meteorology, CMA, Lanzhou. Key Laboratory of Arid Climatic Change and Reducing Disaster of Gansu Province, KeyOpen Laboratory of Arid Climatic Change and Reducing Disaster of CMA,730020, China; 2. National Laboratory of Western China’s Environment Systems, Ministry of Education, Lanzhou University, Lanzhou, China,730000;);A study of automated construction and classification of decision tree classifier based on single-temporal MODIS data[A];[C];2009
2 Han Tao1,2 Xu Xiaotao3 Xie Yaowen3 (1.Institute of Arid Meteorology, CMA, Lanzhou. Key Laboratory of Arid Climatic Change and Reducing Disaster of Gansu Province, KeyOpen Laboratory of Arid Climatic Change and Reducing Disaster of CMA,730020, China; 2. Xibei Regional Climate Center, 730020, Lanzhou, China;3. National Laboratory of Western China’s Environment Systems, Ministry of Education, Lanzhou University, Lanzhou, China,730000;);A study of automated construction and classification of decision tree classifier based on single-temporal MODIS data[A];[C];2010
3 Han Tao1 Xu Xiaotao2 Xie Yaowen2 (1.Institute of Arid Meteorology, CMA, Lanzhou. Key Laboratory of Arid Climatic Change and Reducing Disaster of Gansu Province, KeyOpen Laboratory of Arid Climatic Change and Reducing Disaster of CMA,730020, China; 2. National Laboratory of Western China’s Environment Systems, Ministry of Education, Lanzhou University, Lanzhou, China,730000;);A study of automated construction and classification of decision tree classifier based on single-temporal MODIS data[A];[C];2012
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Li, ZHANG Ji-xian(Chinese Academy of Surveying and Mapping, Beijing 100039 , China);Multi-image matching for DEM generation from satellite imagery[J];Science of Surveying and Mapping;2008-S2
2 GUO Jian1,2,ZHANG Ji-xian1,ZHANG Yong-hong1,CAO Yin-xuan1 1.Institute of Photogrammetry and Remote Sensing,Chinese Academy of Surveying and Mapping,Beijing 100039,China;2.School of Geomatics,Liaoning Technical University,Fuxin 123000,China;Study of the Comparison of Land Cover Classification for Multitemporal MODIS Images[J];Acta Geodaetica et Cartographica Sinica;2009-01
3 ZHANG Guo1,2,CHEN Tan3,PAN Hongbo1,JIANG Wanshou11.State Key Laboratory for Information Engineering in Surveying,Mapping and Remote Sensing,Wuhan University,Wuhan 430079,China;2.Satellite Surveying and Mapping Application Center,State Bureau of Surveying and Mapping,Beijing 100083,China;3.School of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China;Patch-based Least Squares Image Matching Based on Rational Polynomial Coefficients Model[J];Acta Geodaetica et Cartographica Sinica;2011-05
4 ZHU Xiao-yong1,ZHANG Guo2,TANG Xin-ming1,ZHU Xin-xin3,ZHAI Liang1(1.Chinese Academy of Surveying and Mapping,Beijing 100039;2.State Key Laboratory of Information Engineering in Surveying,Mapping and Remote Sensing,Wuhan University,Wuhan 430079;3.Chengdu Land and Resources Information Center,Chengdu 610072,China);Research and Application of CBRS02B Image Geometric Exterior Calibration[J];Geography and Geo-Information Science;2009-03
5 Li Xiubin(Institute of Geography,Chinese academy of Science and the State Planning ommission of P.R.China,Beijing 100101);A REVIEW OF THE INTERNATIONAL RESEARCHES ON LAND USE/LAND COVER CHANGE[J];ACTA GEOGRAPHICA SINICA;1996-06
6 ZHANG Yaobo, ZHANG Qian (General Institute of Surveying & Mapping of Anhui Province, Hefei 230031,China);Support Vector Machine for Classification of Remotely Sensed Image[J];Geospatial Information;2005-04
7 LI Quan1, WANG Hai-yan2, LI Lin1 (1.School of Resource and Environment Science, Wuhan University, Wuhan, 430079, China; 2.Information Center of Qinghai Provincial Bureau of Surveying and Mapping, Xining, 810000, China);A Study of Accuracy Control of Land Cover Classification Based on MLH Algorithm[J];Management Geological Science and Technology;2005-04
8 Gan Fuping 1 Wang Runsheng 2 Wang Yongjiang 2 Fu Zhengwen 1 1 (China University of Geoscience Beijing 100083) 2 (Aero Geophysical Survey and Remote Sensing Center, the Ministry of Land and Resources, Beijing 100083);THE CLASSIFICATION METHOD BASED ON REMOTE SENSING TECHNIQUES FOR LAND USE AND COVER[J];REMOTE SENSING FOR LAND & RESOURCES;1999-04
9 LI Xiao-yu,ZHANG Xin-feng,SHEN Lan-sun(Signal & Information Processing Laboratory,Beijing University of Technology,Beijing 100022,China);Some Developments on Support Vector Machine[J];Measurement & Control Technology;2006-05
10 ZHANG Guo~1,LI De-ren~1,YUAN Xiu-xiao~2,ZHANG Chun-ling~3(1.LIESMARS,Wuhan University,Wuhan 430079,China;2.School of Remote Sensing Information Engineering,Wuhan University,Wuhan 430079,China;3.Institute of RS Surveying,Henan Bureau of Surveying and Mapping,Zhengzhou 450003,China);The Mapping Accuracy of Satellite Imagery Block Adjustment[J];Journal of Zhengzhou Institute of Surveying and Mapping;2006-04
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