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Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity

Infrared (IR) small target detection, especially in a complex background, continues to present challenges in the low false alarm rate and high robustness. In this paper, a background subtraction local contrast measure (BSLCM) and Gaussian structural similarity (GSS) integrated structural model is pr...

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Detalles Bibliográficos
Autores principales: Zhu, Deyan, Tang, Junwei, Fu, Xiaoxuan, Geng, Yuanchao, Su, Jingqin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10361040/
https://www.ncbi.nlm.nih.gov/pubmed/37484242
http://dx.doi.org/10.1016/j.heliyon.2023.e16998
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author Zhu, Deyan
Tang, Junwei
Fu, Xiaoxuan
Geng, Yuanchao
Su, Jingqin
author_facet Zhu, Deyan
Tang, Junwei
Fu, Xiaoxuan
Geng, Yuanchao
Su, Jingqin
author_sort Zhu, Deyan
collection PubMed
description Infrared (IR) small target detection, especially in a complex background, continues to present challenges in the low false alarm rate and high robustness. In this paper, a background subtraction local contrast measure (BSLCM) and Gaussian structural similarity (GSS) integrated structural model is proposed to detect IR small target. In the proposed model, BSLCM is used to suppress the complex background and enhance the target. GSS calculation is conducted to eliminate the high-brightened background residual and noise further. To evaluate the performance of the proposed method, real IR sequences and seven state-of-the-art (SOTA) methods were adopted. The results demonstrated that the BSLCM can suppress all types of strong background clutter and enhance the true target effectively.
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spelling pubmed-103610402023-07-22 Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity Zhu, Deyan Tang, Junwei Fu, Xiaoxuan Geng, Yuanchao Su, Jingqin Heliyon Research Article Infrared (IR) small target detection, especially in a complex background, continues to present challenges in the low false alarm rate and high robustness. In this paper, a background subtraction local contrast measure (BSLCM) and Gaussian structural similarity (GSS) integrated structural model is proposed to detect IR small target. In the proposed model, BSLCM is used to suppress the complex background and enhance the target. GSS calculation is conducted to eliminate the high-brightened background residual and noise further. To evaluate the performance of the proposed method, real IR sequences and seven state-of-the-art (SOTA) methods were adopted. The results demonstrated that the BSLCM can suppress all types of strong background clutter and enhance the true target effectively. Elsevier 2023-06-05 /pmc/articles/PMC10361040/ /pubmed/37484242 http://dx.doi.org/10.1016/j.heliyon.2023.e16998 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Zhu, Deyan
Tang, Junwei
Fu, Xiaoxuan
Geng, Yuanchao
Su, Jingqin
Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity
title Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity
title_full Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity
title_fullStr Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity
title_full_unstemmed Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity
title_short Detection of infrared small target based on background subtraction local contrast measure and Gaussian structural similarity
title_sort detection of infrared small target based on background subtraction local contrast measure and gaussian structural similarity
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10361040/
https://www.ncbi.nlm.nih.gov/pubmed/37484242
http://dx.doi.org/10.1016/j.heliyon.2023.e16998
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