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In this work we extend several spatial feature extraction techniques to operate on hyperspectral imagery (HSI), which has several image bands. The HSI image bands provide a high dimensionality spectral image space, which is then compounded by the addition of several spatial features per pixel. We investigate enhancing the spatial resolution of Airborne Real-time Cueing Hyperspectral Enhanced Reconnaissance...