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Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter

In image processing, removal of speckle noise from a satellite image is a challenging task for the researchers. There are various approaches for speckle noise reduction. Generally, the speckle noises are scattered, in satellite images, medical images and synthetic aperture radar (SAR) images. This p...

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Detalles Bibliográficos
Autores principales: Painam, Ranjith Kumar, Suchetha, M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer India 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8785696/
http://dx.doi.org/10.1007/s12524-022-01495-x
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author Painam, Ranjith Kumar
Suchetha, M.
author_facet Painam, Ranjith Kumar
Suchetha, M.
author_sort Painam, Ranjith Kumar
collection PubMed
description In image processing, removal of speckle noise from a satellite image is a challenging task for the researchers. There are various approaches for speckle noise reduction. Generally, the speckle noises are scattered, in satellite images, medical images and synthetic aperture radar (SAR) images. This paper introduces a bidimensional empirical mode decomposition (BEMD)-based adaptive filtering method for despeckling of SAR image. The noisy SAR image is decomposed into different bidimensional intrinsic mode function (BIMF) levels using BEMD and then filtering is performed on the first BIMF level, as it contains the high-frequency noise component. This adaptation process effectively filters out the noisy image component without destroying the original image component. A BEMD-based adaptive Frost filter is introduced in this paper for despeckling of SAR images. The despeckling performances of our proposed filtering method are further analyzed by visual evaluation and also using performance parameters comparatively. Our reconstructed images show better performance quantitatively and qualitatively compared to other filters.
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spelling pubmed-87856962022-01-25 Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter Painam, Ranjith Kumar Suchetha, M. J Indian Soc Remote Sens Research Article In image processing, removal of speckle noise from a satellite image is a challenging task for the researchers. There are various approaches for speckle noise reduction. Generally, the speckle noises are scattered, in satellite images, medical images and synthetic aperture radar (SAR) images. This paper introduces a bidimensional empirical mode decomposition (BEMD)-based adaptive filtering method for despeckling of SAR image. The noisy SAR image is decomposed into different bidimensional intrinsic mode function (BIMF) levels using BEMD and then filtering is performed on the first BIMF level, as it contains the high-frequency noise component. This adaptation process effectively filters out the noisy image component without destroying the original image component. A BEMD-based adaptive Frost filter is introduced in this paper for despeckling of SAR images. The despeckling performances of our proposed filtering method are further analyzed by visual evaluation and also using performance parameters comparatively. Our reconstructed images show better performance quantitatively and qualitatively compared to other filters. Springer India 2022-01-24 /pmc/articles/PMC8785696/ http://dx.doi.org/10.1007/s12524-022-01495-x Text en © Indian Society of Remote Sensing 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Research Article
Painam, Ranjith Kumar
Suchetha, M.
Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter
title Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter
title_full Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter
title_fullStr Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter
title_full_unstemmed Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter
title_short Despeckling of SAR Images Using BEMD-Based Adaptive Frost Filter
title_sort despeckling of sar images using bemd-based adaptive frost filter
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8785696/
http://dx.doi.org/10.1007/s12524-022-01495-x
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