Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles

Fauvel, Mathieu; Atli Benediktsson, JÓn; Chanussot, Jocelyn; R. Sveinsson, Jóhannes

doi:10.1109/tgrs.2008.922034

Public

Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles

Published in IEEE Transactions on Geoscience and Remote Sensing • Nov 1, 2008

Authors:

Mathieu Fauvel

JÓn Atli Benediktsson

Jocelyn Chanussot

Abstract

A method is proposed for the classification of urban hyperspectral data with high spatial resolution. The approach is an extension of previous approaches and uses both the spatial and spectral information for classification. One previous approach is based on using several principal components (PCs) ...

Subject

Hyperspectral imaging

Support vector machine

Pattern recognition (psychology)

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