Sparse Signal Representation for a single-image Super Resolution - Jadhav, Dr. Jagannath;Jadhav, Prof.Amruta
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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…mehr

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Produktbeschreibung
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 high-resolution output image. Here it trains two dictionaries jointly for the low-and high-resolution image patch, which produces two individual dictionary and it shows that the sparse representations for low- and high-resolution is same. To produce a high resolution image patch, the sparse representation can put together two trained dictionaries of the low- and the high-resolution image patch. A large amount of image patch pair are sampled here, by decreasing the computational cost significantly.
Autorenporträt
El autor es un investigador y renombrado científico mundial que tiene 3 patentes. Es un Académico, investigador, autor, escritor, inventor e innovador, Científico (Consultor y conferencista). Seis años de experiencia como profesor asistente en las escuelas de ingeniería KLE chikodi. Está buscando un post doc en ECE de la Universidad LINCOLN de Malasia.