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THE METHODS OF EXTRACTING WATER INFORMATION FROM SPOT IMAGE

机译:从点图像中提取水信息的方法

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摘要

Some techniques and methods for deriving water information from SPOT -4 (XI) image were investigatedand discussed in this paper. An algorithm of decision-tree (DT) classification which includes several classifiers based onthe spectral responding characteristics of water bodies and other objects, was developed and put forward to delineate wa-ter bodies. Another algorithm of decision-tree classification based on both spectral characteristics and auxiliary informa-tion of DEM and slope (DTDS) was also designed for water bodies extraction. In addition, supervised classificationmethod of maximum-likelyhood classification (MLC), and unsupervised method of interactive self-organizing dada analy-sis technique (ISODATA) were used to extract waterbodies for comparison purpose. An index was designed and used toassess the accuracy of different methods adopted in the research. Results have shown that water extraction accuracy wasvariable with respect to the various techniques applied. It was low using ISODATA, very high using DT algorithm andmuch higher using both DTDS and MLC.
机译:在本文中讨论了来自SPOT -4(XI)图像的用于从斑点-4(XI)图像的水信息的一些技术和方法。一种决策树(DT)分类的算法,包括基于水体和其他物体的光谱响应特性的若干分类器,并提出划定WA-TER体。还针对DEM和斜坡(DTD)的频谱特性和辅助信息(DTD)设计了另一种决策树分类算法,用于水体提取。此外,用于最大促进的分类方法(MLC)和无监督的交互式自组织DADA分析 - SIS技术(ISODATA)的分类方法,用于提取用于比较目的的水硬化。设计并使用了对研究采用的不同方法的准确性的指数。结果表明,相对于应用的各种技术,水提取精度是不值。使用ISODATA,使用DT算法和MLC较高,使用ISODATA,非常高。

著录项

  • 来源
    《中国地理科学(英文版)》 |2002年第1期|68-72|共5页
  • 作者

  • 作者单位

    Department of Urban and Resource Science Nanjing University Nanjing 210093 P.R.China;

    Department of Urban and Resource Science Nanjing University Nanjing 210093 P.R.China;

    Department of Urban and Resource Science Nanjing University Nanjing 210093 P.R.China;

    Department of Urban and Resource Science Nanjing University Nanjing 210093 P.R.China;

    Department of Urban and Resource Science Nanjing University Nanjing 210093 P.R.China;

  • 收录信息 中国科学引文数据库(CSCD);
  • 原文格式 PDF
  • 正文语种 chi
  • 中图分类 数字处理;
  • 关键词

    water body; decision tree algorithm; accuracy assessment;

    机译:水体;决策树算法;准确性评估;
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