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Coastline interpretation from multispectral remote sensing images using an association rule algorithm

机译:基于关联规则算法的多光谱遥感影像海岸线解释

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摘要

On the basis of the Apriori algorithm, a class association rule algorithm is presented. A sea-land separation method was designed, and then a shoreline detection method proposed for interpreting multispectral remote sensing images. When separating the land from the sea, not only the spectral attributes but also the texture attributes and basic statistical values were considered in attribute space. To test the feasibility of the method, a Landsat Enhanced Thematic Mapper Plus (ETM+) image scene was used to interpret the coastline. First, the association rules of the sea-land separation of the study area were discovered from learning samples by using the class association rule algorithm. Second, the sea and the land of the image were separated with the mined rules. Third, the coastline was interpreted from the separation result. The accuracy of the interpretation result was computed with a proposed line matching accuracy evaluation algorithm. We show that the proposed method can interpret the coastline accurately and does not require any complex preprocessing.
机译:在Apriori算法的基础上,提出了一种类关联规则算法。设计了一种海陆分离方法,然后提出了一种用于解释多光谱遥感影像的海岸线检测方法。在将陆地与海洋分开时,不仅在属性空间中考虑了光谱属性,还考虑了纹理属性和基本统计​​值。为了测试该方法的可行性,使用了Landsat增强主题地图绘制器(ETM +)图像场景来解释海岸线。首先,使用分类关联规则算法从学习样本中发现研究区域海陆分离的关联规则。其次,将图像的海洋和陆地与采矿规则分开。第三,从分离结果解释了海岸线。用提出的线匹配精度评估算法计算解释结果的精度。我们表明,所提出的方法可以准确地解释海岸线,并且不需要任何复杂的预处理。

著录项

  • 来源
    《International journal of remote sensing》 |2010年第24期|p.6409-6423|共15页
  • 作者

    CHANGYING WANG; JIE ZHANG; YI MA;

  • 作者单位

    College of Environmental Science and Engineering, Ocean University of China, Qingdao 266003, China;

    Key Laboratory of Marine Science and Numerical Modelling, First Institute of Oceanography, State Oceanic Administration, Qingdao 266061, China;

    Key Laboratory of Marine Science and Numerical Modelling, First Institute of Oceanography, State Oceanic Administration, Qingdao 266061, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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