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Published in:

Volume 2 Issue 12
December-2015
eISSN: 2349-5162

Unique Identifier

JETIR1512012

Page Number

71-75

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Title

Multiple Kernel Regression Based Image Resolution for JPEG Images

ISSN

2349-5162

Cite This Article

"Multiple Kernel Regression Based Image Resolution for JPEG Images", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.2, Issue 12, page no.71-75, December-2015, Available :http://www.jetir.org/papers/JETIR1512012.pdf

Abstract

Recently Learning –Based Approach for Super–resolution (SR) has been used witch generate favorable result. In this paper image super –resolution based on the multiple kernel regression is presented. This approach’s core is to learn the map between the space of high resolution image patches and the space of blurred high – resolution image patches.That are the interpolation result generated from corresponding low-resolution image. The super-resolution image reconstruction can be transformed to solve linear equations whose size depends on the number of the training data. When the amount of the training data is large, it is time-consuming to solve the regression problem. To solve this problem select part of pairwise patches from training database instead of all the training data. In this method use Support Vector Regression(SVR) to generalize unseen data and unknown function. The experimental result show that it achieve three time better quality of image than other.

Key Words

Super resolution, Linear kernel regression, Support Vector Regression, Low Resolution Image, Interpolation

Cite This Article

"Multiple Kernel Regression Based Image Resolution for JPEG Images", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.2, Issue 12, page no. pp71-75, December-2015, Available at : http://www.jetir.org/papers/JETIR1512012.pdf

Publication Details

Published Paper ID: JETIR1512012
Registration ID: 150924
Published In: Volume 2 | Issue 12 | Year December-2015
DOI (Digital Object Identifier):
Page No: 71-75
ISSN Number: 2349-5162

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Cite This Article

"Multiple Kernel Regression Based Image Resolution for JPEG Images", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.2, Issue 12, page no. pp71-75, December-2015, Available at : http://www.jetir.org/papers/JETIR1512012.pdf




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