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Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression

Laser speckle noise caused by coherence between lasers greatly influences the produced image. In order to suppress the effect of laser speckles on images, in this paper we set up a combination of a laser-structured light module and an infrared camera to acquire laser images, and propose an improved...

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Detalles Bibliográficos
Autores principales: Cheng, Jin, Xie, Yibo, Zhou, Shun, Lu, Anjiang, Peng, Xishun, Liu, Weiguo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9865138/
https://www.ncbi.nlm.nih.gov/pubmed/36677160
http://dx.doi.org/10.3390/mi14010098
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author Cheng, Jin
Xie, Yibo
Zhou, Shun
Lu, Anjiang
Peng, Xishun
Liu, Weiguo
author_facet Cheng, Jin
Xie, Yibo
Zhou, Shun
Lu, Anjiang
Peng, Xishun
Liu, Weiguo
author_sort Cheng, Jin
collection PubMed
description Laser speckle noise caused by coherence between lasers greatly influences the produced image. In order to suppress the effect of laser speckles on images, in this paper we set up a combination of a laser-structured light module and an infrared camera to acquire laser images, and propose an improved weighted non-local mean (IW-NLM) filtering method that adopts an SSI-based adaptive h-solving method to select the optimal h in the weight function. The analysis shows that the algorithm not only denoises the laser image but also smooths pixel jumps in the image, while preserving the image details. The experimental results show that compared with the original laser image, the equivalent number of looks (ENL) index of the IW-NLM filtered image improved by 0.80%. The speckle suppression index (SSI) of local images dropped from 4.69 to 2.55%. Compared with non-local mean filtering algorithms, the algorithm proposed in this paper is an improvement and provides more accurate data support for subsequent image processing analysis.
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spelling pubmed-98651382023-01-22 Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression Cheng, Jin Xie, Yibo Zhou, Shun Lu, Anjiang Peng, Xishun Liu, Weiguo Micromachines (Basel) Article Laser speckle noise caused by coherence between lasers greatly influences the produced image. In order to suppress the effect of laser speckles on images, in this paper we set up a combination of a laser-structured light module and an infrared camera to acquire laser images, and propose an improved weighted non-local mean (IW-NLM) filtering method that adopts an SSI-based adaptive h-solving method to select the optimal h in the weight function. The analysis shows that the algorithm not only denoises the laser image but also smooths pixel jumps in the image, while preserving the image details. The experimental results show that compared with the original laser image, the equivalent number of looks (ENL) index of the IW-NLM filtered image improved by 0.80%. The speckle suppression index (SSI) of local images dropped from 4.69 to 2.55%. Compared with non-local mean filtering algorithms, the algorithm proposed in this paper is an improvement and provides more accurate data support for subsequent image processing analysis. MDPI 2022-12-30 /pmc/articles/PMC9865138/ /pubmed/36677160 http://dx.doi.org/10.3390/mi14010098 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Cheng, Jin
Xie, Yibo
Zhou, Shun
Lu, Anjiang
Peng, Xishun
Liu, Weiguo
Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression
title Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression
title_full Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression
title_fullStr Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression
title_full_unstemmed Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression
title_short Improved Weighted Non-Local Mean Filtering Algorithm for Laser Image Speckle Suppression
title_sort improved weighted non-local mean filtering algorithm for laser image speckle suppression
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9865138/
https://www.ncbi.nlm.nih.gov/pubmed/36677160
http://dx.doi.org/10.3390/mi14010098
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