Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
Add to Favorite Get Latest Update

Satellite Image Classification Based on Fractal Dimension and Neural Networks

QIN Qiming\ LU Rongjian (Institute of Remote Sensing and GIS,Peking University,China,100871)  
It is a new approach to improve the accuracy of image classification in combining spectral feature with texture and structural features of ground objective on satellite image.Based on the recognizable characteristics of satellite image,it is introduced how to describe and capture texture and structural features of ground objective by the Discrete Fractional Brownian Motion model.Furthermore,neural networks are used for classification tool of satellite image.In classification spectral feature,texture and structural features of ground objective are used for the category of an IRS\|1C satellite image.The category result shows this approach is better than the maximum likelihood classifier.
【Fund】: 国家自然科学基金资助项目!(496 710 6 4)
【CateGory Index】: TP75
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 10 Hits
1 WANG Qian et al(School of Resources and Environmental Sciences,Hubei University,Wuhan,Hubei 430062);Analysis on the Application of Fractal Theory in the Classification Processing of Remote Sensing Image[J];Journal of Anhui Agricultural Sciences;2009-07
2 LI Peng-fei1,XING Li-xin1,PAN Jun1,GU Xiao-feng2(1.College of Earth Exploration Science and Technology,Jilin University,Changchun 130026,China; 2.School of Resource and Environment Science,Wuhan University,Wuhan 430079,China);Images Fractal Dimension Calculation and Its Edge Extraction[J];Journal of Jilin University(Information Science Edition);2011-02
3 DING Wen-feng (Soil and Water Conservation Institute of Changjiang Scientific Research Institute,Wuhan 430010,China);Risk Assessment of Rocky Desertification in Upstream and Middle stream of Yangtze River Based on GIS and BP Neural Networks Model[J];Journal of Yangtze River Scientific Research Institute;2009-02
4 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
5 SUN Bai ZHAO Yong-sheng ZHANG Qiang LIU Hai-tao (College of Automation & Elec.Eng.,Dalian Maritime Univ.,Dalian 116026,China);Classifying the stratums in the images from the geology radar sonde based on the BP neutral network and median filtering[J];Journal of Dalian Maritime University;2007-S1
6 QIN Yaochen,LIU Kai(College of Environment and Planning, Henan University, Henan, Kaifeng 475001);Advancement of Applied Studies of Fractal Theory in Geography[J];Progress In Geography;2003-04
7 WU Quan-yuan~(1,2),HOU Zhi-hua~3,YU Zhu-zhou~4,JIANG Chun-ling~2,ZOU Min~2YANG Sheng-jun~2,LI Yi-ping~2,HAN Cong-cong~2(1.The College of Geoscience and Engineering of Shandong,Tai'an 271019,China;2.College of Population,Resource and Environment,Shandong Normal University, Jinan 250014,China;3.Institute of City and Tour,Taiyuan Teachers College,Taiyuan 030012,China;4.Jintai Design Institute of Planning and Architecture,Longkou 265700,Shandong Province,China);Analysis of the dynamic change of land use in Longkou city's coastal zone based on remote sensing technology[J];Geographical Research;2006-05
8 SONG Wei~(1,2) ZHANG Jie~2 JI Guangrong~11 Ocean University of China,Qingdao 266071,China;2 First Institute of Oceanography,State Oceanic Administration,Qingdao 266061,China;Ship Detection on SAR Images Based on BP Neural Network[J];Geo-information Science;2004-03
9 ZHU Ji1,3,4, LIN Zi-yu2, WANGAng-sheng3 (1. Chengdu Institute of Mountain Hazards and Environment, the Chinese Academy of Sciences, Chengdu 610041, China; 2. Department of Geoscience, East China Institute of Technology, Fuzhou 344000, China; 3. The Center of Disaster Reduction, the Chinese Academy of Sciences, Beijing 100029, China; 4. Graduate School of the Chinese Academy of Sciences, Beijing 100039, China);Features and algorithm of fractal dimension of single pixel in digital image[J];Opto-electronic Engineering;2005-02
10 LI Shi-hua~1, WANG Jin-liang~1, BI Yan~(1,2), CHEN Yao~1, ZHU Miao-yuan~1, YANG Shuai~3, ZHU Jia~1 (1.College of Tourism and Geographic Science,Yunnan Normal University,Kunming 650092, China; 2.Yunnan Institute of Parasitical Disease, Simao 665000,China; 3.The No.1 middle school of Kaiyuan city, Kaiyuan 661600, China);A REVIEW OF METHODS FOR CLASSIFICATION OF REMOTE SENSING IMAGES[J];Remote Sensing For Land & Resources;2005-02
Chinese Journal Full-text Database 10 Hits
1 Wu Xiaopei(Anhui University Hefei 230039) Fei Qinyun(Electronic Technology Research Institute of Hefei);An Efficient Way to Improve the Learning Speed of BP Algorithm[J];JOURNAL OF ANHUI UNIVERSITY(NATURAL SCIENCES);1998-03
2 Stomatological prevent and care cli nic,Wuhu 240001WANG Hua;Study on the CAD of aesthetics assist of porcelain fused-to-crown[J];Journal of Anhui Health Vocational & Technical College;2003-03
3 Zhang Jianhua\ \ Wang Zhanlin (Beijing University of Aeronautics and Astronautics,Dept.of Automatic Control);FAULT DIAGNOSIS BASED ON FUZZY NEURAL NETWORKS[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;1997-04
4 Ma Huimin Shen Yu Zheng Lian Wang Keyong (School of Mechano Electronics Engineering, Beijing Institute of Technology, Beijing100081);Image Recognition Neural Network Processing Systems[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;1999-S1
5 Shi Tianyun\ Wang Xinyi\ Zhang Zhijing\ Zhu Xiaoyan (School of Mechanical Engineering and Automation, Beijing Institute of Technology, Beijing\ 100081);Application of Combination of Neural Network and Fuzzy Fault Diagnosis Expert System[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;1998-01
6 Zhou Cheng dang;Applications of Back-Propagation (BP) Neural Networks and Simulated Annealing Algorithms to Log Interpretation[J];Well Logging Technology;1993-05
7 Han Zhiming, Wang Xiancheng, Li Shengjun. WLT, 2000, 24(5): 333-336;Study on Waterflooded Formation Interpretation at High Water-cut Stage.[J];Well Logging Technology;2000-05
8 Luo Li, Yao Shengxian, Ren Xingguo, et al..;Applications of Numerical Calculation and Model Identification Technology Based on Neural Network in Log Interpretation.[J];Well Logging Technology;2002-05
9 TANG Wei Qing 1 GUO Rong Kun 1 WANG Zhong Dong 2 WANG Hong 3 LUO An ying 4 WU Xue ping 5 1(Petroleum University,Beijing 100083) 2(Company of Well_Logging of Liaohe Oil Field,Panjin Liaoning 124011) 3(Research Institute of Sichuan;The Study on Method of Depositional Microfacies Discrimination with Well-logging Information[J];Acta Sedimentologica Sinica;2001-04
10 Ran Qiquan; Li Shilun and Gu Xiaoyun(Institute of Mechanics, Chinese Academy of Sciences, Beijing 100080)(Southwest Petoleum Institute, Nanchong 637001 );Identification of Sedimentary Macrofacies with Neural Network[J];ACTA SEDIMENTOLOGICA SINICA;1996-S1
China Proceedings of conference Full-text Database 1 Hits
1 ;Development of Drilling Lithology Identification Software based on Neural Network[A];[C];2005
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 LI Guang-shui et al (College of Forest Resources and Environment,Nanjing Forestry University,Nanjing,Jiangsu 210037);Research Characteristics and Development Tendency of Vegetation Numerical Classification[J];Journal of Anhui Agricultural Sciences;2008-04
2 XU Chun-di et al(Department of Geographical Science and Environmental Engineering,Baoji College of Arts & Science,Baoji,Shaanxi 721007);Analysis of the Land Use Change and Driving Forces in Jintai and Weibin Districts of Baoji City[J];Journal of Anhui Agricultural Sciences;2008-14
3 LI Xie-hui et al(Research Center of Yellow River Civilization and Sustainable Development,Henan University,Kaifeng,Henan 475001);Study on the Extraction of Remote Sensing Information of Land Use/Cover Based on Optimum Band Combination[J];Journal of Anhui Agricultural Sciences;2009-14
4 LI Wan-li 1,2 ZHANG Jian-jie 3(1 Institute of Digital China,Peking University,Beijing 100083;2 Twenty First Century Aerospace Technology Co.Ltd.;3 Shanxi Province Key Laboratory of Soil Environment and Nutrient Resources,Institute of Soil and Fertilizer,Shanxi Academy of Agricultural Sciences);Application of Production Line Technology in Agricultural Remote Sensing System[J];Modern Agricultural Sciences and Technology;2010-16
5 YANG Tie-li~1,HE Quan-jun~2(1.School of Civil and Transportation,Anshan University of Science and Technology,Anshan 114044,China;2.Guangzhou Meteorological Satellite Ground Station,Guangzhou 510640,China);Cloud detection in MODIS data[J];Journal of Anshan University of Science and Technology;2006-02
6 LI Ying,ZHANG Xianfeng Institute of Remote Sensing and Geographic Information System,Peking University,Beijing 100871;;Comparison and Daytime Cloud Detection from MODIS Data Using a Threshold Rule Based Approach[J];Acta Scientiarum Naturalium Universitatis Pekinensis;2009-02
7 CHEN Chao 1,2 , QIN Qiming 1, , JIANG Tao 2,3 , JIANG Hongbo1, ZHANG Ning 1 1. Institute of Remote Sensing and GIS, Peking University, Beijing 100871; 2. Geomatics College, Shandong University of Science and Technology, Qingdao 266510; 3.Key Laboratory of Surveying and Mapping Technology on Island and Reed, State Bureau of Surveying and Mapping, Qingdao 266510;An Improved Method for Remote Sensing Image Registration[J];Acta Scientiarum Naturalium Universitatis Pekinensis;2010-01
8 LIU Yan-ru,SUN Yan-kun(College of Resources and Environment,Northeast Agricultural University,Harbin,Heilongjiang 150030);Base on R/S Method The Analysis Urbanization Effect on Climate in Zhalong Wetland[J];Northern Horticulture;2010-04
9 LI Ying,ZHANG XianfengInstitute of Remote Sensing and Geographic Information System,Peking University,Beijing 100871;Comparison and Daytime Cloud Detection from MODIS Data Using a Threshold Rule Based Approach[J];Acta Scientiarum Naturalium Universitatis Pekinensis;2009-06
10 CHEN Chao1,2,QIN Qiming1,JIANG Tao2,3,JIANG Hongbo1,ZHANG Ning1 1.Institute of Remote Sensing and GIS,Peking University,Beijing 100871;2.Geomatics College,Shandong University of Science and Technology,Qingdao 266510;3.Key Laboratory of Surveying and Mapping Technology on Island and Reed,State Bureau of Surveying and Mapping,Qingdao 266510;An Improved Method for Remote Sensing Image Registration[J];Acta Scientiarum Naturalium Universitatis Pekinensis;2010-04
China Proceedings of conference Full-text Database 6 Hits
1 CAO Yu-lin, ZHANG Jian, YIN Xian-dong, TANG Dan (Institute of Electronic Engineering, CAEP, Mianyang 621900, China);Auto-Recognition of City Object in the Remote Sensing Image[A];[C];2006
2 Lilin, Chen songlin, Deng huacan ( School of Geographical Sciences, Fujian Normal University, Fuzhou 350007);Study on the Expansion of Construction Land Based on Fractual Theory——Case Study of Fuzhou city[A];[C];2007
3 XU Yang ZHANG Xue-lan WANG Juan(School of Computer Science and Technology,Beijing Institute of Technology,Beijing 100086);Survey of the Study on Ship Target Processing in SAR Imagery[A];[C];2008
4 WANG Yah~(1) WANG Wenyong~(2) ZHONG Shaochun~(3) AI Ting~(4) REN Yueou(5) (1)(2)(3)(4)(Dsideal Research Institute of Information Technology in NorthEast Normal University,chuanchun 130024) (5)(Armored force technology institute,ChangChun,130117);Coastline simulation algorithmic Based on“golden point minute insert segmentation algorithmic”[A];[C];2008
5 Wu Lulu Forestry college Beijing Forestry University Beijing,China Cao Menglei Forestry college Beijing Forestry University Beijing,China;Research on Building Type Recognition Based on Texture Analysis[A];[C];2010
6 LIN Zhu,XING Yan (Faculty of automation,Guangdong University of Technology,Guangzhou,510006,China);A New Data Reduction Method for Time Series Classification[A];[C];2009
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved