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This book represent work done on visualization of remote sensing hyperspectral images on commonly available display devices by employing properties of Human Visual System. Dimensionality Reductions methods are developed for display for hyperspectral images while taking care of objects present in isolated spectral bands and the proposed algorithms are compared with already existing techniques for comparison. The proposed algorithms are able to find salient information and display it on screen which can be further analyzed for geological mapping and defense purposes.