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Subpixel mapping of urban built-up areas using spatial-spectral information from satellite multispectral remote sensing imagery

机译:使用来自卫星多光谱遥感图像的空间光谱信息的城市内置区域的子像素映射

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摘要

A novel method for subpixel mapping of urban built-up areas (SMUBA) using spatial-spectral information from satellite multi-spectral remote sensing imagery is proposed. SMUBA contains two terms, a spatial term and a spectral term. First, a spatial attraction model is used to produce the spatial term. The Normalized difference built-up index is then utilized to obtain the spectral term. Finally, a particle swarm optimization algorithm is used to optimize the two terms and obtain the final mapping result. Since the spatial-spectral information of the urban built-up areas from multispectral imagery is fully utilized by the two terms, the final mapping result is improved. Experimental results on two Landsat 8 Operational Land Imager data show that SMUBA produces better mapping results than state-of-the-art subpixel mapping methods. Moreover, the proposed method does not need any prior shape information.
机译:提出了一种使用来自卫星多光谱遥感图像的空间光谱信息的城市建筑区域(SMUBA)亚像素映射的新方法。 Smuba包含两个术语,空间术语和光谱术语。首先,使用空间吸引模型来产生空间术语。然后利用归一化差异建立索引来获得光谱术语。最后,粒子群优化算法用于优化两个术语并获得最终映射结果。由于通过两种术语充分利用了来自多光谱图像的城市内置区域的空间光谱信息,因此提高了最终映射结果。两个Landsat 8运行陆地成像器数据的实验结果表明,史文产生比最先进的子像素映射方法产生更好的映射结果。此外,所提出的方法不需要任何先前的形状信息。

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  • 来源
    《Remote sensing letters》 |2019年第12期|1028-1037|共10页
  • 作者单位

    College of Electronic and Information Engineering Nanjing University of Aeronautics and Astronautics Nanjing China Beijing Key Laboratory of Urban Spatial Information Engineering Beijing Institute of Surveying and Mapping Beijing China;

    College of Electronic and Information Engineering Nanjing University of Aeronautics and Astronautics Nanjing China;

    College of Electronic and Information Engineering Nanjing University of Aeronautics and Astronautics Nanjing China;

    College of Electronic and Information Engineering Nanjing University of Aeronautics and Astronautics Nanjing China;

    College of Electronic and Information Engineering Nanjing University of Aeronautics and Astronautics Nanjing China;

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  • 正文语种 eng
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