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《Remote Sensing for Land & Resources》 2009-03
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FEATURE SELECTION BASED ON MAXIMAL MUTUAL INFORMATION CRITERION IN OBJECT-ORIENTED CLASSIFICATION

WU Bo,ZHU Qin-dong,GAO Hai-yan,ZHOU Xiao-cheng(Key Lab of Spatial Data Mining and Information Sharing of Ministry of Education,Fuzhou University,Fuzhou 350002,China)  
It is a key problem to select optimal features from the total set where spectral,geometric,shape,texture features and some other features are extracted by the process of image segmentation in object-oriented classification.In this paper,the authors present a method for selecting good features from object-oriented image segmentation according to the maximal statistical mutual information dependency criterion so as to improve the classification accuracy of high spatial resolution image.The proposed method is a three-step classification routine that involves the integration of(1) image segmentation with eCoginition software,(2) feature selection by mutual information minimum redundancy and maximum relevance criterion,and(3) support vector machine for classification.The experiment was conducted on QucikBird image in Zhangzhou city,Fujian province.Furthermore,the proposed method and the well-known feature selection methods such as Tabu search algorithm and fisher discriminate analysis are evaluated and compared with each other.The result shows that the mean error ratio decreases by 4% with the proposed method and that the proposed method for feature selection outperforms the other methods in terms of McNamara's test.
【Fund】: 国家自然科学基金(No:40801181);; 福建省科技厅重点项目(No:2007Y0021);; 教育部重大项目培育资金项目(No:706037)共同资助
【CateGory Index】: TP751
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【Citations】
Chinese Journal Full-text Database 5 Hits
1 CAO Kai1,2,JIANG Nan2,Lü Heng2,ZHOU Lian-yi2,LIU Xin2 (1.School of Geography and Oceanographic Sciences,Nanjing University,Nanjing 210093,China;2.Nanjing Institute of Geography and Limnology,Chinese Academy of Sciences,Nanjing 210008,China);THE EXTRACTION OF WATER INFORMATION IN URBAN AREAS BASED ON SPOT 5 IMAGE USING OBJECT-ORIENTED METHOD[J];Remote Sensing for Land & Resources;2007-02
2 ZHANG Hongbin \ SUN Guangyu (Computer Institute of Beijing Polytechnic University,Beijing\ 100044);TABU SEARCH ALGORITHM FOR FEATURE SELECTION[J];;1999-04
3 CHEN Yunhao~(1,2) FENG Tong~(2) SHI Peijun~(1) WANG Jinfei~(3)(1 College of Resources Science and Technology,Beijing Normal University,19 Xinjiekou Street,Beijing 100875,China)(2 Department of Geography & Resource Management,Chinese University of Hong Kong,Shatin,N.T.,Hong Kong)(3 Department of Geography,The University of Western Ontario,Canada,N6A 5C2);Classification of Remot Sensing Image Based on Object Oriented and Class Rules[J];Geomatics and Information Science of Wuhan University;2006-04
4 HUANG Hui ping, WU Bing fang, LI Miao miao, ZHOU Wei feng, WANG Zhong wu (Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101,China);Detecting Urban Vegetation Efficiently with High Resolution Remote Sensing Data[J];Journal of Remote Sensing;2004-01
5 SU Wei1,2,LI Jing1,CHEN Yun-hao1,ZHANG Jin-shui1,HU De-yong1,Low Tsuey Miin3(1.College of Resources Science and Technology,Beijing Normal University,Beijing,State Key Laboratory of Earth Surface Processes and Resource Ecology,Beijing 100875,China;2.College of Information and Electrical Engineering,China Agricluture University,Beijing 100083,China;3.Cilix Corp.Sdn.Bhd.,Lot L4-I-6,Enterprise 4,Technology Park Malaysia,Bukit Jalil,Kuala Lumpur,MALAYSIA,57000);Object-oriented Urban Land-cover Classification of Multi-scale Image Segmentation Method——a Case Study in Kuala Lumpur City Center,Malaysia[J];Journal of Remote Sensing;2007-04
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHU Ai-li,LV Cheng-wen(College of Territorial Resources and Tourism,Anhui Normal University, Wuhu 241003,China);Advances in the Methods of Extracting Urban Impervious Surface Based on Remote Sensing[J];Journal of Anhui Normal University(Natural Science);2010-05
2 LI Xi-hai, LIU Dai-zhi, ZHANG Bin, ZHAO Ke(Second Artillery Institute of Engineering, Xi'an, Shaanxi 710025, China);Feature Selection of Seismic Pattern Recognition of Nuclear Explosion Based on Ordinal Optimization[J];Acta Armamentarii;2005-04
3 LI Yanqin(Department of Resources and Environmental Geosciences, College of Environmental Sciences, Peking University, Beijing, 100871; The School of Management,Central University for Nationalities,Beijing,100081);A Technique Used in the Identification and Segmentation of Ecotourists: A Case Study of Baihuashan Nature Reserve in Beijing[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2005-06
4 PU Zhi~(1,2);LIU Ping~3;YANG Liao~1;BAI Jie~1.1 Xinjiang Institute of Ecology and Geography,Chinese Academy of Sciences,Urumchi,830011,P.R.China;2 Graduate University of Chinese Academy of Sciences,Beijing,100049,P.R.China;3 School of Forestry,South China Agricultural University,Guangzhou,510642,P.R.China.;Shadow rectification of remote sensing images in information extraction for urban green space.[J];Journal of Beijing Forestry University;2009-02
5 Zhang Li1,2 Li Li-juan1 Liang Li-qiao1,2 Li Jiu-yi1,2 1Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, P. R. China 2Graduate University of the Chinese Academy of Sciences, Beijing 100039, P. R. China;Monitoring of vegetation coverage based on high-resolution images[J];中国林学(英文版);2007-04
6 WANG Lian~1, LI Yun~2, WANG Xue-yan~3 (1. Chongqing University of Posts and Telecommunications, Chongqing 400065,P.R.China; 2. Department of Computer,Chongqing University, Chongqing 400044,P.R.China; 3. Center of Operation and Maintenance Chongqing Mobile Company, Chongqing 400044,P.R.China);Study on the model of feature selection from huge feature sets[J];Journal of Chongqing University of Posts and Telecommunications;2005-01
7 ZHANG Ze-fei,XING Li-xin College of GeoExploration Science and Technology,Jilin University,Changchun,130026,China;Application of Texture Feature in Aster Images Classification[J];Journal of Jilin University(Earth Science Edition);2006-S1
8 YANG Xiao-yi,LIU Jia-yong,CHEN Shu-min(Institute of Information & Security, SCU, Chengdu 610064, China);Application of SVM to text categorization[J];Journal of Chengdu University of Information Technology;2005-02
9 WU Zhi-qiang,JU Hui,CAO Shi-mei(Institute of Control Engineering,CUIT,Chengdu 610225,China);Application of improved BP neural network to digit recognition[J];Journal of Chengdu University of Information Technology;2008-06
10 LIU Ji-zhong~1,ZHOU Xiao-jun~1,XIONG Yong~21.College of Mechanical and Energy Engineering of Zhejiang University,Hangzhou 310027,China;2.Institute of Intelligent Information Engineering of Zhejiang University,Hangzhou 310027,China;AIS Hypermutation Algorithm Pattern Recognition and its Application[J];Journal of Transcluction Technology;2005-03
China Proceedings of conference Full-text Database 10 Hits
1 Liu Tao,Chen Haowen,Wang Shuhong,Li Xiang (School of Electronic Science and Engineering,National University of Defense Technology,Hu Nan Chang sha 410073,China);Recognition of Space Point Targets Based on The IR Multispectral[A];[C];2009
2 Tang Guangfu;Ma Chunshi;Liu Huan;Fu Qiang (ATR Lab,National University of Defense Technology,Changsha,410073);A Valid and Fast Algorithm for Fuzzy Clustering[A];[C];2009
3 Zeng Laibei,Sun Xingming,Xiang Lingyun,and Luo Gang (School of Computer and Communication,Hunan University,Changsha 410082);Steganalysis for Function-Word-Modification-Based Steganography in Text[A];[C];2009
4 QIN Maoyun He Yiming (HaiKou Survey Mapping Service Center, HaiNan, China, 570105);High Spatial Resolution Remote Sensing Images Segmentation Based On Granularity[A];[C];2010
5 WANG Hai-qi, CHEN Wen-han, SUN Zhong (Communication Network Administration Center, Chengdu Military Area, Chengdu 610011,China);The Modern Radar Technique And Outlook[A];[C];2006
6 Zhang Jun Zhang Xiaoxiao Li Dawei (Baicheng Ordnance Test Center of China Baicheng 137001 China);Handwritten Figures Recognition Based on Neural Network Technology[A];[C];2009
7 Li Minshuo (Mathematics and Sciences College Zhejiang Normal University Jinhua Zhejiang 321004 China);The Speech Signal Recognition Based on Bionic Pattern Recognition[A];[C];2009
8 Wu Juan Lu Jianping (School of Electronic & Information Engineering Soochow University suzhou 215021 China);Combination of NMF and Evidence Theory in Multi-sensorInformation Fusion System[A];[C];2009
9 WU Ming-jun1,2 PENG Xian-rong1 ZHANG Qi-heng1 1 The Institute of Optics and Electronics, the Chinese Academy of Sciences, Chengdu 610209, China 2 Graduate School of the Chinese Academy of Sciences, Beijing 100039, China;Color Image Adaptive Clustering Segmentation Based on Principal Component Analysis[A];[C];2007
10 Mo Deng-kui, Lin Hui (Institute of Resource and Environment, Central South Forestry University,Changsha,410004;A Robust Approach Toward High Resolution Remote Sensing Image Segmentation[A];[C];2005
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 CAI Yunlong (Department of Urban and Environmental Sciences,Peking University,Beijing,100871);Perspectives on Innovation in Physical Geography[J];ACTA SCICENTIARUM NATURALUM UNIVERSITIS PEKINESIS;2000-04
2 YANG Ze-yun1, KANG Jia-yin2, ZHAO Guang-dong3 (1. Heilongjiang Institute of Technology, Harbin 150050, China; 2. Liaoning Technical University, Fuxin 123000, China; 3. Liaoyang Surveying and Designing Institute of Land and Natural Resonces, Liaoyang 111000, China);Renewing urban large-scale topographic maps by using Quick Bird panchromatic remote sensing images[J];Engineering of Surveying and Mapping;2005-02
3 SUN Xiaoxia, ZHANG Jixian, LIU Zhengjun(the Chinese Academy of Surveying and Mapping,beijng 100039);Extracting the river and the road using an object oriented technique from IKONOS panchromatic imagery[J];Science of Surveying and Mapping;2006-01
4 LIN Li-qun ①,SHU Ning ①,XIAO Jun ②(① School of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China;② LIESMARS,WuhanUniversity,Wuhan 430079,China);The change detection based on MODIS 250m image[J];Science of Surveying and Mapping;2006-05
5 LUO Jian-cheng 1, WANG Qin-min 2, ZHOU Cheng-hu 1, LEUNG Yee 3 (1. Institute of Geographical Science and Natural Resources Research, CAS, Beijing 100101, China; 2. Fuzhou University,Fuzhou 350002,China; 3. Department of Geography, The Chinese Univers;Adaptive Resonance Theory for Classification of Remotely Sensed Image[J];Acta Geodaetica Et Cartographic Sinica;2002-02
6 YANG Xian-wei(Guangdong Institute of Surveying and Mapping of Geology,Guangzhou Guangdon 510800,China);Application of Remote Sensing Image of Satellites in the Real-time Renew of Map[J];Surveying and Mapping of Geology and Mineral Resources;2005-03
7 LIU Wen1,2,LUO Jian-cheng2,ZHONG Qiu-hai1,SHEN Zhan-feng2,XU Xian-li3(1.College of Information Science and Technology,Beijing Institute of Technology,Beijing 100081;2.Institute of Remote Sensing Application,Chinese Academy of Sciences,Beijing 100101;3.State Key Lab of Urban and Regional Ecology,Research Center for Eco-Environment Sciences,Chinese Academy of Sciences,Beijing 100085,China);Research on Urban Spatial Information Extraction from High Resolution Remote Sensing Image Based on Feature Units[J];Geography and Geo-Information Science;2007-04
8 WANG Wei-xing1,2,GONG Jian-hua1(1.State Key Laboratory of Remote Sensing Sciences,Institute of Remote Sensing Applications,CAS,Beijing 100101;2.Graduate University of Chinese Academy of Sciences,Beijing 100049,China);Concept,Characteristics and Advances of Geographic Knowledge Visualization[J];Geography and Geo-Information Science;2009-04
9 HUANG Huiping, WU Bingfang (Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China);Landscape Multi-Scale Image Analysis Based on the Region Growing Segmentation[J];Progress In Geography;2004-03
10 LU Yunge, XU Yueqing, CAI Yunlong(Department of Resources, Environment and Geography, Peking University; Key Laboratory for Earth Surface Processes, the Ministry of Education, Beijing 100871);Analysis on Land Use/Land Cover Changes of Small Drain Basin Based on RS and GIS[J];Progress In Geography;2005-01
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LUO Jian cheng 1, WANG Qin min 2,MA Jiang hong 3, ZHOU Cheng hu 1, LEUNG Yee 4 (1. Institute of Geographical Sciences and Natural Resources Research, CAS, Beijing 100101, China; 2. Fuzhou University,Fuzhou 350002,China; 3. Xi'an Jiaotong Unive;The EM-based Maximum Likelihood Classifier for Remotely Sensed Data[J];Acta Geodaetica Et Cartographic Sinica;2002-03
2 CAO Bao,QIN Qi-ming,MA Hai-jian,QIU Yun-feng(Institute of Remote Sensing and GIS,Peking University,Beijing 100871,China);Application of Object-Oriented Approach to SPOT5 Image Classification:A Case Study in Haidian District,Beijing City[J];Geography and Geo-Information Science;2006-02
3 Xu Qingshan; Zhao Fengsheng; Wei Heli; Liu Qinghong (Anhui Institute of Optics and Fine Mechanics, Academia Sinica Hefei 230031);Fuzzy Unsupervised Segmentation and Pixel Analysis of Remote Sensing Images[J];OPTOELECTRONIC TECHNOLOGY & INFORMOTION;1998-05
4 GAO Fang_qin 1, WU Jian_ping 1, SUN Jian_zhong 2 (1.Geography Department, East China Normal University, Shanghai 100062, China; 2.Information Center of Urban Construction, Shanghai 200032, China);THE SYSTEM FOR EXTRACTING AND MAPPING OF CITY GREEN SPACE BASED ON AERIAL REMOTE SENSING DATA[J];Remote Sensing For Land & Resources;2001-02
5 CAO Kai~(1,3),JIANG Nan~3,LI Xin-guo~(2,3),L Heng~3 (1.Department of Urban and Resource,Nanjing University,Nanjing 210093,China;2.Graduate School of The Chinese Academy of Sciences,Beijing 100039,China;3.Nanjing Institute of Geography and Limnology,Chinese Academy of Sciences,Nanjing 210008,China);A MODEL FOR AUTOMATIC EXTRACTION OF WATER INFORMATION FORM THE CITY ZONE BASED ON SPOT-5 IMAGE[J];Remote Sensing For Land & Resources;2005-04
6 ZHOU Jun,YAN Fei,SUN Man(Xi'an Technical Division of Surveying and Mapping,Xi'an,Shannxi,710054);Semi-automatic Extraction of Building Based on Region Segmenting and Merging[J];Hydrographic Surveying and Charting;2005-01
7 Sun Danfeng 1, Yang Jihong 2, Liu Sunxi 2 (1 Land Resources Department, China Agricultural University, Beijing 100094, China; 2 China Land Survey and Planning Academy, Beijing 100029, China);Application of High-Spatial IKNOS Remote Sensing Images in Land Use Classification and Change Monitoring[J];Transactions of The Chinese Society of Agricultural Engineering;2002-02
8 CHEN Yunhao~(1,2) FENG Tong~(2) SHI Peijun~(1) WANG Jinfei~(3)(1 College of Resources Science and Technology,Beijing Normal University,19 Xinjiekou Street,Beijing 100875,China)(2 Department of Geography & Resource Management,Chinese University of Hong Kong,Shatin,N.T.,Hong Kong)(3 Department of Geography,The University of Western Ontario,Canada,N6A 5C2);Classification of Remot Sensing Image Based on Object Oriented and Class Rules[J];Geomatics and Information Science of Wuhan University;2006-04
9 LIU Jian\|gui, ZHANG Bing, ZHENG Lan\|fen , TONG Qing\|xi (Institute of Remote Sensing Applications,The Chinese Academy of Sciences, Beijing 100101);Study on the Hierarchical Classification of Urban Manmade Objects Based on Spectral Features.[J];REMOTE SENSING TECHNOLOGY AND APPLICATION;1999-03
10 HUANG Hui-ping~{1,2}, WU Bing-fang~1 (1. Institute of Remote Sensing Applications, Chinese Academic of Sciences, Beijing, China, 100101; 2. South China Normal University, Guangzhou 510063, China);Analysis of the Mutli-scale Characteristics with Objects Extraction[J];Remote Sensing Technology and Application;2003-05
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