Hyperspectral images (HSI) consist of rich spatial and spectral information, which can potentially be used for several applications. However, noise, band correlations high dimensionality restrict the applicability such data. This is recently addressed using creative deep learning network architectures as ResNet, SSRN, A2S2K. last layer, i.e classification remains unchanged taken to softmax clas...