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A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection

Dark target detection is important for engineering applications but the existing methods do not consider the imaging environment of dark targets, such as the adjacency effect. The adjacency effect will affect the quantitative applications of remote sensing, especially for high contrast images and im...

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Detalles Bibliográficos
Autores principales: Yu, Li, Tian, Yugang, Wu, Wei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630261/
https://www.ncbi.nlm.nih.gov/pubmed/31242615
http://dx.doi.org/10.3390/s19122829
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author Yu, Li
Tian, Yugang
Wu, Wei
author_facet Yu, Li
Tian, Yugang
Wu, Wei
author_sort Yu, Li
collection PubMed
description Dark target detection is important for engineering applications but the existing methods do not consider the imaging environment of dark targets, such as the adjacency effect. The adjacency effect will affect the quantitative applications of remote sensing, especially for high contrast images and images with ever-increasing resolution. Further, most studies have focused on how to eliminate the adjacency effect and there is almost no research about the application of the adjacency effect. However, the adjacency effect leads to some unique characteristics for the dark target surrounded by a bright background. This paper utilizes these characteristics to assist in the detection of the dark object, and the low-high threshold detection strategy and the adaptive threshold selection method under the assumption of Gaussian distribution are designed. Meanwhile, preliminary case experiments are carried out on the crack detection of concrete slope protection. Finally, the experiment results show that it is feasible to utilize the adjacency effect for dark target detection.
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spelling pubmed-66302612019-08-19 A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection Yu, Li Tian, Yugang Wu, Wei Sensors (Basel) Article Dark target detection is important for engineering applications but the existing methods do not consider the imaging environment of dark targets, such as the adjacency effect. The adjacency effect will affect the quantitative applications of remote sensing, especially for high contrast images and images with ever-increasing resolution. Further, most studies have focused on how to eliminate the adjacency effect and there is almost no research about the application of the adjacency effect. However, the adjacency effect leads to some unique characteristics for the dark target surrounded by a bright background. This paper utilizes these characteristics to assist in the detection of the dark object, and the low-high threshold detection strategy and the adaptive threshold selection method under the assumption of Gaussian distribution are designed. Meanwhile, preliminary case experiments are carried out on the crack detection of concrete slope protection. Finally, the experiment results show that it is feasible to utilize the adjacency effect for dark target detection. MDPI 2019-06-25 /pmc/articles/PMC6630261/ /pubmed/31242615 http://dx.doi.org/10.3390/s19122829 Text en © 2019 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 (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yu, Li
Tian, Yugang
Wu, Wei
A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection
title A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection
title_full A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection
title_fullStr A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection
title_full_unstemmed A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection
title_short A Dark Target Detection Method Based on the Adjacency Effect: A Case Study on Crack Detection
title_sort dark target detection method based on the adjacency effect: a case study on crack detection
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630261/
https://www.ncbi.nlm.nih.gov/pubmed/31242615
http://dx.doi.org/10.3390/s19122829
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