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Due to lack of direct illumination, objects under shadows often reflect significantly less number of photons into a remote hyperspectral imaging (HSI) sensor, leading to low radiance levels near to or below noise. Attempts to perform object classification based on these observed radiances often produce poor results, grouping pixels under shaded areas as being a part of the same class. By fusing LiDAR...