Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Data Acquisition and Processing》 2011-04
Add to Favorite Get Latest Update

Unsupervised Change Detection for Multichannnel Remote Sensing Images Based on FCM and Neighborhood Analysis

Zhao Lei1,Wang Bin1,2,Zhang Liming1(1.Department of Electronic Engineering,Fudan University,Shanghai,200433,China;2.The Key Laboratory of Wave Scattering and Remote Sensing Information,Fudan University,Shanghai,200433,China)  
An unsupervised change detection method based on fuzzy C-means(FCM) clustering and neighborhood analysis is proposed.Usual change detection methods compress the change information into one-dimension change image, resulting in the loss of original multispectral information.Hence, the FCM method is introduced into the change detection problem of multichannel remote sensing images.However,the FCM method is sensitive to the isolated point,and its clustering result can be influenced by noise.Based on the FCM method,a new method combining FCM with neighborhood analysis is also proposed for unsupervised change detection in multichannel remote sensing images.Experimental results demonstrate that the proposed method can remove the influence of noise from the FCM algorithm and detect change information accurately.
【Fund】: 国家自然科学基金(61071134)资助项目;; 国家高技术研究发展计划(“八六三计划”)(2009AA12Z115)资助项目
【CateGory Index】: TP751
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 3 Hits
1 WU Fang,LIU Rong,TIAN Weichun,ZENG Zhengxiang (East China Institute of Technology, Fuzhou 344000, China);Technology for Remote Sensing Chang Detection and Its Application[J];Geospatial Information;2007-04
2 FAN Jiu lun,WU Cheng mao (Dept. of Information and Control,Xi'an Institute of Post and Telecommunications,Xi'an,Shaanxi 710061,China);The New Explanation of Membership Degree in FCM and its Applications[J];Acta Electronica Sinica;2004-02
3 LI Ya-ping1,YANG Hua1,CHEN Xia2(1.State Key Laboratory of Remote Sensing Science,Jointly Sponsored by Beijing Normal University and the Institute of Remote Sensing Applicationsof Chinese Academy of Sciences,School of Geography,Beijing Normal University, Beijing 100875,China;2.Department of Statistical and Financial Mathematics,School of Mathematical Science,Statistical Data Analysis Laboratory,Beijing Normal University,Beijing 100875,China);Determination of Threshold in Change Detection Based on Histogram Approximation Using Expectation Maximization Algorithm and Bayes Information Criterion[J];Journal of Remote Sensing;2008-01
Chinese Journal Full-text Database 10 Hits
1 Ji Xianghua1 Chen Chao2 Shao Zhengrong2 Yu Nenghai1(1MOE-MS Key Laboratory of Multimedia Computing and Communication,University of Science and Technology of China,Hefei 230027,China)(2Library,University of Science and Technology of China,Hefei 230027,China);Fuzzy c-means text clustering based on topic concept sub-space[J];东南大学学报(英文版);2007-03
2 ZHI Xiao-bin1,FAN Jiu-lun2(1.School of Electronic Engineering,Xidian University,Xi'an,Shaanxi 710071,China;2.School of Communication and Information Engineering,Xi'an Institute of Post and Telecommunications,Xi'an,Shaanxi 710121,China);Adaptive Feature Extraction Fuzzy Clustering Algorithm Based on Fuzzy Maximum Scatter Difference Discriminant Criterion[J];Acta Electronica Sinica;2011-06
3 LI Chun-fang1,4,LIU Lian-zhong2,3,LU Zhen1(1.School of Automation Science and Electrical Engineering,Beihang University,Beijing 100191,China;2.School of Computer Science and Engineering,Beihang University,Beijing 100191,China;3.Key Laboratory of Beijing Network Technology,Beihang University,Beijing 100191,China;4.Network Center,Hebei Institute of Physical Education,Shijiazhuang,Hebei 050041,China);Probabilistic Neural Network Based on Data Field[J];Acta Electronica Sinica;2011-08
4 YANG Bao-feng,SHEN Yue-hong(Institute of Communications Engineering,PLA Univ.of Sci.& Tech.,Nanjing 210007, China);Fuzzyc-mean algorithm on scalar quantization of analog source[J];Journal of PLA University of Science and Technology(Natural Science Edition);2006-06
5 LI Chun-fang~(1,3) LIU Lian-zhong~2 LU Zhen~1 1.School of Automation and Electrical Engineering,Beihang University,Beijing 100083,China 2.School of Computer,Beihang University,Beijing 100083,China 3.Network Center,Hebei Institute of Physical Education,Shijiazhuang 050041,China;Study on membership function deduced from FCM algorithm[J];Computer Engineering and Applications;2008-32
6 CAI Jing-ying,ZHANG Yong,ZHANG Feng-mei,XIE Fu-ding Department of Computer,Liaoning Normal University,Dalian,Liaoning 116081,China;Fuzzy C-Mean algorithm based on optimized KPCA feature extraction[J];Computer Engineering and Applications;2009-32
7 Liu Lifan 1) Wang Bin 1,2) Zhang Liming 1) 1)(Department of Electronics Engineering,Fudan University,Shanghai 200433) 2)(The Key Laboratory of Wave Scattering and Remote Sensing Information(Ministry of Education),Fudan University,Shanghai 200433);Decomposition of Mixed Pixels Based on Self-Organizing Map and Fuzzy Membership[J];Journal of Computer-Aided Design & Computer Graphics;2008-10
8 QIU Lei,LI Guo-hui,DAI Ke-xue(College of Information System & Management Science,National University of Defense Technology,Changsha Hunan 410073,China);Semi-supervised Improved Fuzzy C-Means Clustering to Remote-sensing Image[J];Application Research of Computers;2006-07
9 L Xiao-yun1,LI Xing-yi1,SHI Hua-ji2(1.School of Computer Science and Telecommunication Engineering,Jiangsu University,Zhenjiang 212013,China;2Computer Application Institute,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);FCM clustering aglrotithm based on attribute reduction[J];Computer Engineering and Design;2010-18
10 ZHANG Jian-ping1,2,ZHU Jiao-jun1,YAN Qiao-ling1,WANG Chong-chang2 (1Institute of Applied Ecology,Chinese Academy of Sciences,Shenyang 110016,China;2Liaoning Technical University,Fuxin 123000,Liaoning, China).;Monitoring of land use/cover changes in Keerqin Sandy Land based on the decision tree classification[J];Chinese Journal of Ecology;2009-09
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 MA Jian wen, TIAN Guo liang, WANG Chang yao, YAN Shou xun ( Institute of Remote Sensing Applications, Chinese Academy of Sciences, Beijing 100101, China);REVIEW OF THE DEVELOPMENT OF REMOTE SENSING CHANGE DETECTION TECHNOLOGY[J];Advance in Earth Sciences;2004-02
2 GAO Xin bo 1,PEI Ji hong 1,XIE Wei xin 2 (1 School of Electronic Engineering,Xidian University,Xi'an 710071,China 2 President Office,Shenzhen University,Shenzhen 518060,China);A Study of Weighting Exponent m in a Fuzzy c Means Algorithm[J];ACTA ELECTRONICA SINICA;2000-04
3 Gu Wenjun Zhao Zhongming Wang Linjuan(Institute of Remote Sensing Ap plicat ion,CAS,Beijing100101);The Detection of the Changed Building in City Based on Change Detection Technology[J];Computer Engineering and Applications;2004-01
4 CHEN Xinyan1, LUO Gongcheng2, DU Yangsong1 (1. Geo-sciences&Resources College, China Geo-sciences University, Beijing 100083; 2. 2 Lab , No.4 Graduate School ,No.2 Artillerist Equip. Academe);Target Dynamic Inspecting by Continuous Surveillance Remote Sensing Image[J];Computer Engineering;2005-08
5 FAN Jiu-lun,WU Cheng-mao (Department of Information and Control,Xi'an Institute of Post and Telecommunications,Xi'an 710061,China);Subsethood Measures Applied to Clustering Validity Judgement[J];Fuzzy Systems and Mathematics;2002-01
6 LI Yue-chen~(1,2),YANG Hua~(2,3),LIU Chun-xia~2,ZHAO Chun-yong~2 (1.College of Resources Science & Technology,Beijing Normal University,Beijing 100875,China;2.College of Geography Science,Chongqing Normal University,Chongqing 400047,China;3.Faculty of Civil Engineering,Chongqing University,Chongqing 400045,China);Methods of Land-cover Change Detection Based on Remote Sensing Technology[J];Research of Soil and Water Conservation;2006-01
7 LI Deren 1 (1 State Key Laboratory for Information Engineering in Surveying,Mapping and Remote Sensing, Wuhan University,129 Luoyu Road,Wuhan,China,430079);Change Detection from Remote Sensing Images[J];Editorial Board of Geomatics and Information Science of Wuhan University;2003-S1
8 Liu Yiping\ \ Shen Yi\ \ Liu Zhiyan Dept. of Control Engineering, Harbin Institute of Technology, 150001;Improvement and Optimization of a Fuzzy C-Means Clustering Algorithm[J];Systems Engineering and Electronics;2000-04
9 CHEN Jin, HE Chun yang, SHI Pei jun, CHEN Yun hao, Ma Nan (Key Laboratory of Environmental Change and Natural Disaster, Ministry of Education of China, Beijing Normal University; Institute of Resource Science, Beijing Normal University, Beijing 1008;Land Use/Cover Change Detection with Change Vector Analysis (CVA): Change Magnitude Threshold Determination[J];Journal of Remote Sensing;2001-04
10 SHENG Hui 1,2,LIAO Ming-sheng2,ZHANG Lu2 (1. College of Geo-resources and Information, University of Petroleum (East China), Shandong,Dongying 257061,China; 2. LIESMARS, Wuhan University, Wuhan, Hubei 430079,China);Determination of Threshold in Change Detection Based on Canonical Correlation Analysis[J];Journal of Remote Sensing;2004-05
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved