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Mapping mangroves from high-resolution multispectral imagery: using Beilun Estuary, Guangxi, China as a case study

机译:从高分辨率多光谱图像中绘制红树林:以中国广西北仑河口为例

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摘要

This paper presents an unsuccessful attempt to identify different mangrove species from the DigitalGlobe's QuickBird high-resolution multispectral image data for a coastal estuary located in the north of South China Sea. A conventional supervised classification was conducted with 102 signatures trained for five cover classes, with 32 of the signatures being used to separate up to five mangrove species. The results indicated that spectral characteristics alone as provided by the QuickBird's four spectral bands were not sufficient for the discrimination among mangrove species, other information such as textual and structural characteristics of mangrove species would be needed to enhance the discrimination power. In addition, the confusion between upland forests and mangroves render a removal of uplands from the classification process. Finally, the shadow effect within the mangrove patches suggested the use of NDVI in the future classification attempts.
机译:本文提出了从DigitalGlobe的QuickBird高分辨率多光谱图像数据中识别南海北部沿海河口的不同红树林物种的尝试,但未成功。进行了常规监督分类,对102个签名进行了5种覆盖类别的培训,其中32个签名用于分离多达5种红树林物种。结果表明,仅QuickBird的四个光谱带提供的光谱特性不足以区分红树林物种,还需要其他信息(例如红树林物种的文本和结构特征)来增强区分能力。另外,山地森林和红树林之间的混乱使高地从分类过程中消失了。最后,红树林斑块内的阴影效应建议在将来的分类尝试中使用NDVI。

著录项

  • 来源
  • 会议地点 San Diego CA(US)
  • 作者单位

    Guangxi Academy of Sciences, 98 Da Ling Road, Nanning, China GIS Key Lab, East China Normal University, 3663 North Zhongshan Road, Shanghai 200032, China;

    GIS Key Lab, East China Normal University, 3663 North Zhongshan Road, Shanghai 200032, China;

    GIS Key Lab, East China Normal University, 3663 North Zhongshan Road, Shanghai 200032, China;

    Guangxi Mangrove Research Center, 92 East Changqing Road, Beihai, China 536000;

    GIS Key Lab, East China Normal University, 3663 North Zhongshan Road, Shanghai 200032, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 遥感技术;
  • 关键词

    mangroves; remote sensing; quickBird; species mapping;

    机译:红树林;遥感; quickBird;物种作图;

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