Knowledge-Based Object Oriented Land Cover Classification Using SPOT5 Imagery in Forest-Agriculture Ecotones

被引:4
|
作者
Su Wei [1 ]
Zhang Chao [1 ]
Yang Jianyu [1 ]
Wu Honggan [2 ]
Chen Minjie [1 ]
Yue Anzhi [1 ]
Zhang Yingna [1 ]
Sun Chong [1 ]
机构
[1] China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
[2] Chinese Acad Forestry, Res Inst Forest Resource Informat Tech, Beijing 100091, Peoples R China
基金
国家高技术研究发展计划(863计划);
关键词
Knowledge-Based; Object Oriented Land Cover Classification; Forest-Agriculture Ecotones; Chessboard Segmentation; Multi-Resolution Segmentation; HIGH-RESOLUTION IMAGERY; URBAN AREAS;
D O I
10.1166/sl.2010.1195
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper describes a knowledge-based object oriented classification method using SPOT5 imagery in Forest-Agriculture Ecotones. It is based on optimized application of expert knowledge information extraction from remote sensing imagery, geographic data, investigated data, chessboard image segmentation and multi-resolution image segmentation technique. Due to these capabilities, the method represents a significant improvement in land cover classification. This approach can also be seen as a framework for integrating external knowledge with image classification procedures. Confusion matrix is used to do accuracy assessment and our assessment results show that he knowledge-based object oriented classification improves the total accuracy from 61.352% (pixel-based Minimum Distance classification), 91.30% (object oriented Nearest Neighbor classification) to 94.40%. The result indicates that this method leads to a higher classification accuracy.
引用
收藏
页码:22 / 31
页数:10
相关论文
共 50 条
  • [31] KNOWLEDGE-BASED CLASSIFICATION OF LAND COVER FOR THE QUALITY ASSESSEMENT OF GIS DATABASE
    Peled, Ammatzia
    Gilichinsky, Michael
    CORE SPATIAL DATABASES - UPDATING, MAINTENANCE AND SERVICES - FROM THEORY TO PRACTICE, 2010, 38-4-8 (2W): : 217 - 222
  • [32] Land Cover Classification for Remote Sensing Imagery Using Conditional Texton Forest With Historical Land Cover Map
    Lei, Zhen
    Fang, Tao
    Li, Deren
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2011, 8 (04) : 720 - 724
  • [33] Land Cover Classification of Urban and Peri-urban Areas Using Object-oriented Analysis of Multispectral Imagery
    Valozic, Luka
    HRVATSKI GEOGRAFSKI GLASNIK-CROATIAN GEOGRAPHICAL BULLETIN, 2014, 76 (02): : 27 - 38
  • [34] URBAN LAND COVER CLASSIFICATION USING OPTICAL VHR DATA AND THE KNOWLEDGE-BASED SYSTEM INTERIMAGE
    Kux, H. J. H.
    Novack, T.
    Ferreira, R.
    Oliveira, D. A.
    GEOBIA 2010: GEOGRAPHIC OBJECT-BASED IMAGE ANALYSIS, 2010, 38-4-C7
  • [35] Evaluation of Sentinel-1 and 2 Time Series for Land Cover Classification of Forest-Agriculture Mosaics in Temperate and Tropical Landscapes
    Mercier, Audrey
    Betbeder, Julie
    Rumiano, Florent
    Baudry, Jacques
    Gond, Valery
    Blanc, Lilian
    Bourgoin, Clement
    Cornu, Guillaume
    Ciudad, Carlos
    Marchamalo, Miguel
    Poccard-Chapuis, Rene
    Hubert-Moy, Laurence
    REMOTE SENSING, 2019, 11 (08)
  • [36] AN OBJECT-ORIENTED APPROACH FOR AGRIVULTURAL LAND CLASSIFICATION USING RAPIDEYE IMAGERY
    Sang, Huiyong
    Zhai, Liang
    Zhang, Jixian
    An, Fang
    IWIDF 2015, 2015, 47 (W4): : 145 - 148
  • [37] Mapping land cover change in the Taita Hills, Kenya, utilizing multi-scale segmentation and object-oriented classification of SPOT imagery
    Clark, Barnaby
    Pellikka, Petri
    IGARSS: 2007 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-12: SENSING AND UNDERSTANDING OUR PLANET, 2007, : 1918 - 1921
  • [38] Application of object-oriented approach in SPOT5 image classification: A case study of interpretation of mudstone in Taiwan
    Meng, Yu
    Zhao, Zhongming
    Peng, Shu
    REMOTE SENSING AND GIS DATA PROCESSING AND APPLICATIONS; AND INNOVATIVE MULTISPECTRAL TECHNOLOGY AND APPLICATIONS, PTS 1 AND 2, 2007, 6790
  • [39] Determining land-use information from land cover through an object-oriented classification of IKONOS imagery
    Lackner, Mike
    Conway, Tenley M.
    Canadian Journal of Remote Sensing, 2008, 34 (1-2) : 77 - 92
  • [40] Determining land-use information from land cover through an object-oriented classification of IKONOS imagery
    Lackner, Mike
    Conway, Tenley M.
    CANADIAN JOURNAL OF REMOTE SENSING, 2008, 34 (02) : 77 - 92