UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Volume 11 | Issue 10 | October 2024

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Published in:

Volume 10 Issue 11
November-2023
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2311403


Registration ID:
527845

Page Number

e14-e18

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Title

Revolutionizing Image Enhancement - A Comprehensive Study of Super-Resolution Techniques

Abstract

This research paper explores the realm of super-resolution (SR) in the context of computer vision, with a particular focus on deep convolutional neural networks (CNNs) and sparse coding techniques. The fundamental goal is to generate high-resolution images from their low-resolution counterparts, significantly improving visual quality. We delve into state-of-the-art techniques, architectural designs, and training strategies that have advanced the field. Furthermore, we address challenges and limitations, including computational complexity, domain generalization, and real-world applicability. This paper lays the foundation for understanding the principles, recent advancements, and future directions in the pursuit of enhanced visual quality through SR techniques.

Key Words

Super-resolution, convolutional neural network, sparse coding, image processing, visual quality enhancement

Cite This Article

"Revolutionizing Image Enhancement - A Comprehensive Study of Super-Resolution Techniques", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 11, page no.e14-e18, November-2023, Available :http://www.jetir.org/papers/JETIR2311403.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Revolutionizing Image Enhancement - A Comprehensive Study of Super-Resolution Techniques", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 11, page no. ppe14-e18, November-2023, Available at : http://www.jetir.org/papers/JETIR2311403.pdf

Publication Details

Published Paper ID: JETIR2311403
Registration ID: 527845
Published In: Volume 10 | Issue 11 | Year November-2023
DOI (Digital Object Identifier):
Page No: e14-e18
Country: Mohali, Punjab, India .
Area: Science & Technology
ISSN Number: 2349-5162
Publisher: IJ Publication


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