A processing system and method identifies materials present in a pixel of a multispectral or a hyperspectral image. Underlying data models representing spectral endmembers or materials of interest and model based relationships are used to identify the materials. The processing system and method provide a technique that detects, unmixes, and classifies spectral signatures for terrain categorization and object identification.
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