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Integration of case-based reasoning and object-based image classification to classify SPOT images: a case study of aquaculture land use mapping in coastal areas of Guangdong province, China

机译:结合案例推理和基于对象的图像分类对SPOT图像进行分类:以中国广东省沿海地区水产养殖土地利用图为例

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摘要

We present a method to integrate case-based reasoning (CBR) with object-oriented image classification to classify SPOT images. Images were first segmented into discrete objects at multiple scales. CBR was then used to classify these objects by comparing their geometric shapes, spectral characteristics, and textural measurements with those of the past objects prepared from archived SPOT images and land use data. Once enough past objects were accumulated, this method was able to successfully classify image objects with promising results as demonstrated by a case study of aquaculture land use mapping in coastal areas of Guangdong province, China.
机译:我们提出一种方法,将基于案例的推理(CBR)与面向对象的图像分类进行集成,以对SPOT图像进行分类。首先将图像分割成多个比例的离散对象。然后,通过将CBR的几何形状,光谱特征和纹理测量值与从归档的SPOT图像和土地利用数据制备的过去对象的几何形状,光谱特征和纹理测量值进行比较,将其用于分类。一旦积累了足够多的过去的对象,该方法就能够成功地对图像对象进行分类,并取得了令人鼓舞的结果,如以中国广东省沿海地区的水产养殖用地制图为例所证明的那样。

著录项

  • 来源
    《GIScience & remote sensing》 |2013年第5期|574-589|共16页
  • 作者单位

    State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;

    State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;

    Department of Geography, Western Illinois University, I University Circle, Macomb, IL 61455,USA;

    The Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100094, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    object-based classification; case-based reasoning; aquaculture; land use mapping;

    机译:基于对象的分类;基于案例的推理;水产养殖;土地利用图;

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