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Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection

BACKGROUND: Measurement of camouflage performance is of fundamental importance for military stealth applications. The goal of camouflage assessment algorithms is to automatically assess the effect of camouflage in agreement with human detection responses. In a previous study, we found that the Unive...

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Detalles Bibliográficos
Autores principales: Lin, Chiuhsiang Joe, Chang, Chi-Chan, Liu, Bor-Shong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3911984/
https://www.ncbi.nlm.nih.gov/pubmed/24498310
http://dx.doi.org/10.1371/journal.pone.0087310
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author Lin, Chiuhsiang Joe
Chang, Chi-Chan
Liu, Bor-Shong
author_facet Lin, Chiuhsiang Joe
Chang, Chi-Chan
Liu, Bor-Shong
author_sort Lin, Chiuhsiang Joe
collection PubMed
description BACKGROUND: Measurement of camouflage performance is of fundamental importance for military stealth applications. The goal of camouflage assessment algorithms is to automatically assess the effect of camouflage in agreement with human detection responses. In a previous study, we found that the Universal Image Quality Index (UIQI) correlated well with the psychophysical measures, and it could be a potentially camouflage assessment tool. METHODOLOGY: In this study, we want to quantify the camouflage similarity index and psychophysical results. We compare several image quality indexes for computational evaluation of camouflage effectiveness, and present the results of an extensive human visual experiment conducted to evaluate the performance of several camouflage assessment algorithms and analyze the strengths and weaknesses of these algorithms. SIGNIFICANCE: The experimental data demonstrates the effectiveness of the approach, and the correlation coefficient result of the UIQI was higher than those of other methods. This approach was highly correlated with the human target-searching results. It also showed that this method is an objective and effective camouflage performance evaluation method because it considers the human visual system and image structure, which makes it consistent with the subjective evaluation results.
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spelling pubmed-39119842014-02-04 Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection Lin, Chiuhsiang Joe Chang, Chi-Chan Liu, Bor-Shong PLoS One Research Article BACKGROUND: Measurement of camouflage performance is of fundamental importance for military stealth applications. The goal of camouflage assessment algorithms is to automatically assess the effect of camouflage in agreement with human detection responses. In a previous study, we found that the Universal Image Quality Index (UIQI) correlated well with the psychophysical measures, and it could be a potentially camouflage assessment tool. METHODOLOGY: In this study, we want to quantify the camouflage similarity index and psychophysical results. We compare several image quality indexes for computational evaluation of camouflage effectiveness, and present the results of an extensive human visual experiment conducted to evaluate the performance of several camouflage assessment algorithms and analyze the strengths and weaknesses of these algorithms. SIGNIFICANCE: The experimental data demonstrates the effectiveness of the approach, and the correlation coefficient result of the UIQI was higher than those of other methods. This approach was highly correlated with the human target-searching results. It also showed that this method is an objective and effective camouflage performance evaluation method because it considers the human visual system and image structure, which makes it consistent with the subjective evaluation results. Public Library of Science 2014-02-03 /pmc/articles/PMC3911984/ /pubmed/24498310 http://dx.doi.org/10.1371/journal.pone.0087310 Text en © 2014 Lin et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Lin, Chiuhsiang Joe
Chang, Chi-Chan
Liu, Bor-Shong
Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection
title Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection
title_full Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection
title_fullStr Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection
title_full_unstemmed Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection
title_short Developing and Evaluating a Target-Background Similarity Metric for Camouflage Detection
title_sort developing and evaluating a target-background similarity metric for camouflage detection
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3911984/
https://www.ncbi.nlm.nih.gov/pubmed/24498310
http://dx.doi.org/10.1371/journal.pone.0087310
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