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Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain
In this paper, a multi-focus image fusion algorithm via the distance-weighted regional energy and structure tensor in non-subsampled contourlet transform domain is introduced. The distance-weighted regional energy-based fusion rule was used to deal with low-frequency components, and the structure te...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10346789/ https://www.ncbi.nlm.nih.gov/pubmed/37447984 http://dx.doi.org/10.3390/s23136135 |
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author | Lv, Ming Li, Liangliang Jin, Qingxin Jia, Zhenhong Chen, Liangfu Ma, Hongbing |
author_facet | Lv, Ming Li, Liangliang Jin, Qingxin Jia, Zhenhong Chen, Liangfu Ma, Hongbing |
author_sort | Lv, Ming |
collection | PubMed |
description | In this paper, a multi-focus image fusion algorithm via the distance-weighted regional energy and structure tensor in non-subsampled contourlet transform domain is introduced. The distance-weighted regional energy-based fusion rule was used to deal with low-frequency components, and the structure tensor-based fusion rule was used to process high-frequency components; fused sub-bands were integrated with the inverse non-subsampled contourlet transform, and a fused multi-focus image was generated. We conducted a series of simulations and experiments on the multi-focus image public dataset Lytro; the experimental results of 20 sets of data show that our algorithm has significant advantages compared to advanced algorithms and that it can produce clearer and more informative multi-focus fusion images. |
format | Online Article Text |
id | pubmed-10346789 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103467892023-07-15 Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain Lv, Ming Li, Liangliang Jin, Qingxin Jia, Zhenhong Chen, Liangfu Ma, Hongbing Sensors (Basel) Article In this paper, a multi-focus image fusion algorithm via the distance-weighted regional energy and structure tensor in non-subsampled contourlet transform domain is introduced. The distance-weighted regional energy-based fusion rule was used to deal with low-frequency components, and the structure tensor-based fusion rule was used to process high-frequency components; fused sub-bands were integrated with the inverse non-subsampled contourlet transform, and a fused multi-focus image was generated. We conducted a series of simulations and experiments on the multi-focus image public dataset Lytro; the experimental results of 20 sets of data show that our algorithm has significant advantages compared to advanced algorithms and that it can produce clearer and more informative multi-focus fusion images. MDPI 2023-07-04 /pmc/articles/PMC10346789/ /pubmed/37447984 http://dx.doi.org/10.3390/s23136135 Text en © 2023 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 Lv, Ming Li, Liangliang Jin, Qingxin Jia, Zhenhong Chen, Liangfu Ma, Hongbing Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain |
title | Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain |
title_full | Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain |
title_fullStr | Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain |
title_full_unstemmed | Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain |
title_short | Multi-Focus Image Fusion via Distance-Weighted Regional Energy and Structure Tensor in NSCT Domain |
title_sort | multi-focus image fusion via distance-weighted regional energy and structure tensor in nsct domain |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10346789/ https://www.ncbi.nlm.nih.gov/pubmed/37447984 http://dx.doi.org/10.3390/s23136135 |
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