Gaussian Noise Removal from Digital Image Using the Iterative MMSE Filter

The aim of this paper is to conduct extensive research on grayscale images using an iterative MMSE algorithm and add-on white Gaussian noise (AWGN). Using varying window sizes and iteration values, we aim to obtain optimal parameters that will provide the best signal-to-noise ratio (SNR) and Structural Similarity Index Measure (SSIM) values possible. In quantitative terms, the research demonstrates the value of choosing the appropriate size windows and the number of iterations used in the filtering process.

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Publication Details

Published
2024-10-31
DOI
https://doi.org/10.1109/imc-ssgp63352.2024.10919793
Citations
1
Primary Topic
Image and Signal Denoising Methods
Type
article
Field-Weighted Citation Impact
0.25
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article

Gaussian Noise Removal from Digital Image Using the Iterative MMSE Filter

Soumaya Fatnassi, Mohamed Yahia
1 citations
Image and Signal Denoising Methods
0.25
article

Gaussian Noise Removal from Digital Image Using the Iterative MMSE Filter

Soumaya Fatnassi, Mohamed Yahia
article en
1 citations

Abstract

The aim of this paper is to conduct extensive research on grayscale images using an iterative MMSE algorithm and add-on white Gaussian noise (AWGN). Using varying window sizes and iteration values, we aim to obtain optimal parameters that will provide the best signal-to-noise ratio (SNR) and Structural Similarity Index Measure (SSIM) values possible. In quantitative terms, the research demonstrates the value of choosing the appropriate size windows and the number of iterations used in the filtering process.

University of Gabès (TN)
Affordable and clean energy
Openalex Percentile: Top 41%
Image and Signal Denoising Methods
0.25
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Gaussian Noise Removal from Digital Image Using the Iterative MMSE Filter — Soumaya Fatnassi, Mohamed Yahia · (2024) | TGRS Research Map | TGRS