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Single Image super-resolution (SISR) algorithms focus on increasing the resolution of digital images by establishing a relationship between corresponding low and high resolution images. The relationship is derived using redundant information across the different scales of the image or by using priori information from a training set. Matrix based regression methods have shown superior results when...