{"product_id":"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-von-jagannath-jadhav-amruta-jadhav","title":"Sparse Signal Representation for a single-image Super Resolution","description":"\u003cp\u003eMany 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.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9786202803175\"\u003e\u003ch3\u003eThe research on image Statistics gives a forward step to represent the image patch in a better way\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9786202803175","offer_id":39460540842077,"sku":"9786202803175","price":39.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/e788597b-eef4-4b34-84e5-40bdec7e91e4.jpg?v=1769926082","url":"https:\/\/shop.autorenwelt.de\/products\/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-von-jagannath-jadhav-amruta-jadhav","provider":"Autorenwelt Shop","version":"1.0","type":"link"}