The main aim of super-resolution is reconstructing a higher resolution image by combining a set of lower resolution images (classical approach) or from a single image. In this thesis a framework on Single Image Super-Resolution ...

The success of sparse representation as a signal representation mechanism has been well-acknowledged in various signal and image processing applications, leading to the state-of-the-art performances. Flexibility and local ...