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A Multiview SAR Target Recognition Method Using Inner Correlation Analysis
This paper proposes a synthetic aperture radar (SAR) image target recognition method using multiple views and inner correlation analysis. Due to the azimuth sensitivity of SAR images, the inner correlation between multiview images participating in recognition is not stable enough. To this end, the p...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8635931/ https://www.ncbi.nlm.nih.gov/pubmed/34868301 http://dx.doi.org/10.1155/2021/9703709 |
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author | Lei, Lei Guo, Dongen Feng, Zhihui |
author_facet | Lei, Lei Guo, Dongen Feng, Zhihui |
author_sort | Lei, Lei |
collection | PubMed |
description | This paper proposes a synthetic aperture radar (SAR) image target recognition method using multiple views and inner correlation analysis. Due to the azimuth sensitivity of SAR images, the inner correlation between multiview images participating in recognition is not stable enough. To this end, the proposed method first clusters multiview SAR images based on image correlation and nonlinear correlation information entropy (NCIE) in order to obtain multiple view sets with strong internal correlations. For each view set, the multitask sparse representation is used to reconstruct the SAR images in it to obtain high-precision reconstructions. Finally, the linear weighting method is used to fuse the reconstruction errors from different view sets and the target category is determined according to the fusion error. In the experiment, the tests are conducted based on the MSTAR dataset, and the results validate the effectiveness of the proposed method. |
format | Online Article Text |
id | pubmed-8635931 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-86359312021-12-02 A Multiview SAR Target Recognition Method Using Inner Correlation Analysis Lei, Lei Guo, Dongen Feng, Zhihui Comput Intell Neurosci Research Article This paper proposes a synthetic aperture radar (SAR) image target recognition method using multiple views and inner correlation analysis. Due to the azimuth sensitivity of SAR images, the inner correlation between multiview images participating in recognition is not stable enough. To this end, the proposed method first clusters multiview SAR images based on image correlation and nonlinear correlation information entropy (NCIE) in order to obtain multiple view sets with strong internal correlations. For each view set, the multitask sparse representation is used to reconstruct the SAR images in it to obtain high-precision reconstructions. Finally, the linear weighting method is used to fuse the reconstruction errors from different view sets and the target category is determined according to the fusion error. In the experiment, the tests are conducted based on the MSTAR dataset, and the results validate the effectiveness of the proposed method. Hindawi 2021-11-24 /pmc/articles/PMC8635931/ /pubmed/34868301 http://dx.doi.org/10.1155/2021/9703709 Text en Copyright © 2021 Lei Lei et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Lei, Lei Guo, Dongen Feng, Zhihui A Multiview SAR Target Recognition Method Using Inner Correlation Analysis |
title | A Multiview SAR Target Recognition Method Using Inner Correlation Analysis |
title_full | A Multiview SAR Target Recognition Method Using Inner Correlation Analysis |
title_fullStr | A Multiview SAR Target Recognition Method Using Inner Correlation Analysis |
title_full_unstemmed | A Multiview SAR Target Recognition Method Using Inner Correlation Analysis |
title_short | A Multiview SAR Target Recognition Method Using Inner Correlation Analysis |
title_sort | multiview sar target recognition method using inner correlation analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8635931/ https://www.ncbi.nlm.nih.gov/pubmed/34868301 http://dx.doi.org/10.1155/2021/9703709 |
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