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Enhancing Image Quality in Compression and Fading Channels: A Wavelet-Based Approach with Db2 and De-noising Filters

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Enhancing Image Quality in Compression and Fading Channels: A Wavelet-Based Approach with Db2 and De-noising Filters


Shreyaskumar Patel



Shreyaskumar Patel "Enhancing Image Quality in Compression and Fading Channels: A Wavelet-Based Approach with Db2 and De-noising Filters" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-8 | Issue-2, April 2024, pp.415-422, URL: https://www.ijtsrd.com/papers/ijtsrd64684.pdf

The relentless growth in digital image data and its widespread application across various fields such as medical imaging, satellite imaging, and online content delivery necessitates efficient compression techniques to reduce storage requirements and facilitate faster transmission. However, traditional compression methods often lead to a significant degradation in image quality, particularly at high compression ratios, making the recovery of the original image fidelity challenging. This paper investigates the impact of compression ratio and PSNR on image quality, utilizing the 256×256 as a test image. It introduces a novel technique combining discrete wavelet transforms with Db2 wavelet and various de-noising filters (Wiener, Median) to enhance decompression quality measures, such as SNR and BER, over existing methods. Further exploration is conducted on the effect of increasing compression ratios on image quality in flat fading channels using QPSK and 8-PSK modulation techniques with the Db2 wavelet transform. Comparative results demonstrate the efficacy of the proposed technique in maintaining higher quality in decompressed images. This study not only underscores the trade-off between compression ratio and image quality but also showcases the potential of Db2 wavelet transforms in improving performance in fading channel conditions for different modulation schemes.

Image Compression, Discrete Wavelet Transform, Db2 Wavelet, De-noising Filters, SNR and BER, Flat Fading Channels, QPSK and 8-PSK Modulations


IJTSRD64684
Volume-8 | Issue-2, April 2024
415-422
IJTSRD | www.ijtsrd.com | E-ISSN 2456-6470
Copyright © 2019 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0)

International Journal of Trend in Scientific Research and Development - IJTSRD having online ISSN 2456-6470. IJTSRD is a leading Open Access, Peer-Reviewed International Journal which provides rapid publication of your research articles and aims to promote the theory and practice along with knowledge sharing between researchers, developers, engineers, students, and practitioners working in and around the world in many areas like Sciences, Technology, Innovation, Engineering, Agriculture, Management and many more and it is recommended by all Universities, review articles and short communications in all subjects. IJTSRD running an International Journal who are proving quality publication of peer reviewed and refereed international journals from diverse fields that emphasizes new research, development and their applications. IJTSRD provides an online access to exchange your research work, technical notes & surveying results among professionals throughout the world in e-journals. IJTSRD is a fastest growing and dynamic professional organization. The aim of this organization is to provide access not only to world class research resources, but through its professionals aim to bring in a significant transformation in the real of open access journals and online publishing.

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