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A Laplacian based image filtering using switching noise detector
This paper presents a Laplacian-based image filtering method. Using a local noise estimator function in an energy functional minimizing scheme we show that Laplacian that has been known as an edge detection function can be used for noise removal applications. The algorithm can be implemented on a 3x...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4398689/ https://www.ncbi.nlm.nih.gov/pubmed/25897407 http://dx.doi.org/10.1186/s40064-015-0846-5 |
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author | Ranjbaran, Ali Hassan, Anwar Hasni Abu Jafarpour, Mahboobe Ranjbaran, Bahar |
author_facet | Ranjbaran, Ali Hassan, Anwar Hasni Abu Jafarpour, Mahboobe Ranjbaran, Bahar |
author_sort | Ranjbaran, Ali |
collection | PubMed |
description | This paper presents a Laplacian-based image filtering method. Using a local noise estimator function in an energy functional minimizing scheme we show that Laplacian that has been known as an edge detection function can be used for noise removal applications. The algorithm can be implemented on a 3x3 window and easily tuned by number of iterations. Image denoising is simplified to the reduction of the pixels value with their related Laplacian value weighted by local noise estimator. The only parameter which controls smoothness is the number of iterations. Noise reduction quality of the introduced method is evaluated and compared with some classic algorithms like Wiener and Total Variation based filters for Gaussian noise. And also the method compared with the state-of-the-art method BM3D for some images. The algorithm appears to be easy, fast and comparable with many classic denoising algorithms for Gaussian noise. |
format | Online Article Text |
id | pubmed-4398689 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-43986892015-04-20 A Laplacian based image filtering using switching noise detector Ranjbaran, Ali Hassan, Anwar Hasni Abu Jafarpour, Mahboobe Ranjbaran, Bahar Springerplus Research This paper presents a Laplacian-based image filtering method. Using a local noise estimator function in an energy functional minimizing scheme we show that Laplacian that has been known as an edge detection function can be used for noise removal applications. The algorithm can be implemented on a 3x3 window and easily tuned by number of iterations. Image denoising is simplified to the reduction of the pixels value with their related Laplacian value weighted by local noise estimator. The only parameter which controls smoothness is the number of iterations. Noise reduction quality of the introduced method is evaluated and compared with some classic algorithms like Wiener and Total Variation based filters for Gaussian noise. And also the method compared with the state-of-the-art method BM3D for some images. The algorithm appears to be easy, fast and comparable with many classic denoising algorithms for Gaussian noise. Springer International Publishing 2015-03-08 /pmc/articles/PMC4398689/ /pubmed/25897407 http://dx.doi.org/10.1186/s40064-015-0846-5 Text en © Ranjbaran et al.; licensee Springer. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. |
spellingShingle | Research Ranjbaran, Ali Hassan, Anwar Hasni Abu Jafarpour, Mahboobe Ranjbaran, Bahar A Laplacian based image filtering using switching noise detector |
title | A Laplacian based image filtering using switching noise detector |
title_full | A Laplacian based image filtering using switching noise detector |
title_fullStr | A Laplacian based image filtering using switching noise detector |
title_full_unstemmed | A Laplacian based image filtering using switching noise detector |
title_short | A Laplacian based image filtering using switching noise detector |
title_sort | laplacian based image filtering using switching noise detector |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4398689/ https://www.ncbi.nlm.nih.gov/pubmed/25897407 http://dx.doi.org/10.1186/s40064-015-0846-5 |
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