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遥感学报  2011 

Estimating impervious surface base on comparison of spectral mixture analysis and support vector machine methods
利用混合光谱分解与SVM估算不透水面覆盖率

Keywords: impervious surface,impervious surface percentage,spectral mixture analysis,support vector machine,estimation
不透水面
,不透水面覆盖率,混合光谱分解,支持向量机,估算

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Abstract:

Impervious surface percentage(ISP) is the key parameter for urban regional environment research.This paper compares the ISP estimate-performance of spectral mixture analysis(SMA) and support vector machine(SVM) on TM image.The SVM model establish the non-linear relationship between spectral feature of TM pixels and corresponding ground sample ISP values and then be implied on without-sample TM pixels for ISP estimation.On the TM image of Tianjin urban area,we first select high resolution image from Quickbir...

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