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A Wavelet Neural Network for SAR Image Segmentation
This paper proposes a wavelet neural network (WNN) for SAR image segmentation by combining the wavelet transform and an artificial neural network. The WNN combines the multiscale analysis ability of the wavelet transform and the classification capability of the artificial neural network by setting t...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2009
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3290509/ https://www.ncbi.nlm.nih.gov/pubmed/22400005 http://dx.doi.org/10.3390/s90907509 |
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author | Wen, Xian-Bin Zhang, Hua Wang, Fa-Yu |
author_facet | Wen, Xian-Bin Zhang, Hua Wang, Fa-Yu |
author_sort | Wen, Xian-Bin |
collection | PubMed |
description | This paper proposes a wavelet neural network (WNN) for SAR image segmentation by combining the wavelet transform and an artificial neural network. The WNN combines the multiscale analysis ability of the wavelet transform and the classification capability of the artificial neural network by setting the wavelet function as the transfer function of the neural network. Several SAR images are segmented by the network whose transfer functions are the Morlet and Mexihat functions, respectively. The experimental results show the proposed method is very effective and accurate. |
format | Online Article Text |
id | pubmed-3290509 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32905092012-03-07 A Wavelet Neural Network for SAR Image Segmentation Wen, Xian-Bin Zhang, Hua Wang, Fa-Yu Sensors (Basel) Article This paper proposes a wavelet neural network (WNN) for SAR image segmentation by combining the wavelet transform and an artificial neural network. The WNN combines the multiscale analysis ability of the wavelet transform and the classification capability of the artificial neural network by setting the wavelet function as the transfer function of the neural network. Several SAR images are segmented by the network whose transfer functions are the Morlet and Mexihat functions, respectively. The experimental results show the proposed method is very effective and accurate. Molecular Diversity Preservation International (MDPI) 2009-09-22 /pmc/articles/PMC3290509/ /pubmed/22400005 http://dx.doi.org/10.3390/s90907509 Text en © 2009 by the authors; licensee MDPI, Basel, Switzerland This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Wen, Xian-Bin Zhang, Hua Wang, Fa-Yu A Wavelet Neural Network for SAR Image Segmentation |
title | A Wavelet Neural Network for SAR Image Segmentation |
title_full | A Wavelet Neural Network for SAR Image Segmentation |
title_fullStr | A Wavelet Neural Network for SAR Image Segmentation |
title_full_unstemmed | A Wavelet Neural Network for SAR Image Segmentation |
title_short | A Wavelet Neural Network for SAR Image Segmentation |
title_sort | wavelet neural network for sar image segmentation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3290509/ https://www.ncbi.nlm.nih.gov/pubmed/22400005 http://dx.doi.org/10.3390/s90907509 |
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