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Published in:

Volume 2 Issue 5
May-2015
eISSN: 2349-5162

Unique Identifier

JETIR1505016

Page Number

1418-1426

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Title

Different Implemented Techniques of Super Resolution Imaging.

ISSN

2349-5162

Cite This Article

"Different Implemented Techniques of Super Resolution Imaging.", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.2, Issue 5, page no.1418-1426, May-2015, Available :http://www.jetir.org/papers/JETIR1505016.pdf

Abstract

Resolution plays a major role for interpretation and analysis of an image. Super Resolution is a technique to enhance the resolution of an image from single or multiple low resolved images, which gives detailed information present in an image. In this paper, we describe several methods for Super Resolution (SR) that enhances the quality of an image. Mainly the methods are divided into frequency domain and spatial domains. Here, we stated comparison of different approaches, challenges and issues for SR and applications of SR in practical world e.g. in medical imaging, satellite imaging, and forensics. We have approached SR using learning based techniques. We present a novel self-learning approach with multiple kernel learning for adaptive kernel selection for SR. The Multiple Kernel Learning is theoretically and technically very attractive, because it learns the kernel weights and the classifier simultaneously based on the margin criterion. With theoretical supports of kernel matching search method and Optimization approach (Gradient) are proposed our SR framework learns and selects the optimal Kernel ridge regression model when producing an SR image, which results in the minimum SR reconstruction error.

Key Words

Self-learning, sparse representation, super-resolution, support vector regression.

Cite This Article

"Different Implemented Techniques of Super Resolution Imaging.", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.2, Issue 5, page no. pp1418-1426, May-2015, Available at : http://www.jetir.org/papers/JETIR1505016.pdf

Publication Details

Published Paper ID: JETIR1505016
Registration ID: 150489
Published In: Volume 2 | Issue 5 | Year May-2015
DOI (Digital Object Identifier):
Page No: 1418-1426
ISSN Number: 2349-5162

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Cite This Article

"Different Implemented Techniques of Super Resolution Imaging.", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.2, Issue 5, page no. pp1418-1426, May-2015, Available at : http://www.jetir.org/papers/JETIR1505016.pdf




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