Sparse Signal Representation for a single-image Super Resolution

Sparse Signal Representation for a single-image Super Resolution

The research on image Statistics gives a forward step to represent the image patch in a better way

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Many effective approaches designed to solve ill-posed and ill-conditioned problem had deficiencies to fulfill the needs of point spread function (PSF), which is hard to get into the practical situation all the time. So this project introduces a method called as Sparse signal representation for a single-image Super Resolution. The research on image Statistics gives a forward step to represent the image patches in a better way, as a sparse linear combination of elements, which are chosen from complete dictionary. From the coefficients of the sparse representation are utilized to construct the hi...