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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9865138 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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