Publication | Open Access
Automating spectral unmixing of AVIRIS data using convex geometry concepts
473
Citations
2
References
1993
Year
Environmental MonitoringEngineeringUnmixing ChainSpectrum EstimationMulti-resolution MethodEarth ScienceImage AnalysisData ScienceMixture AnalysisBiostatisticsEmdmember DeterminationComputational GeometryGeometric ModelingMachine VisionMultidimensional Signal ProcessingSpectral ImagingInverse ProblemsSpectral Mixture AnalysisConvex Geometry ConceptsHyperspectral ImagingComputer VisionMixture DistributionNatural SciencesSpectral AnalysisRemote Sensing
Spectral mixture analysis, or unmixing, has proven to be a useful tool in the semi-quantitative interpretation of AVIRIS data. Using a linear mixing model and a set of hypothesized endmember spectra, unmixing seeks to estimate the fractional abundance patterns of the various materials occurring within the imaged area. However, the validity and accuracy of the unmixing rest heavily on the 'user-supplied' set of endmember spectra. Current methods for emdmember determination are the weak link in the unmixing chain.
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