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Analysis of gaze patterns during facade inspection to understand inspector sense-making processes

This work seeks to capture how an expert interacts with a structure during a facade inspection so that more detailed and situationally-aware inspections can be done with autonomous robots in the future. Eye tracking maps where an inspector is looking during a structural inspection, and it recognizes...

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Autores principales: Saleem, Muhammad Rakeh, Mayne, Robert, Napolitano, Rebecca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9941087/
https://www.ncbi.nlm.nih.gov/pubmed/36804607
http://dx.doi.org/10.1038/s41598-023-29950-w
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author Saleem, Muhammad Rakeh
Mayne, Robert
Napolitano, Rebecca
author_facet Saleem, Muhammad Rakeh
Mayne, Robert
Napolitano, Rebecca
author_sort Saleem, Muhammad Rakeh
collection PubMed
description This work seeks to capture how an expert interacts with a structure during a facade inspection so that more detailed and situationally-aware inspections can be done with autonomous robots in the future. Eye tracking maps where an inspector is looking during a structural inspection, and it recognizes implicit human attention. Experiments were performed on a facade during a damage assessment to analyze key, visually-based features that are important for understanding human-infrastructure interaction during the process. For data collection and analysis, experiments were conducted to assess an inspector’s behavioral changes while assessing a real structure. These eye tracking features provided the basis for the inspector’s intent prediction and were used to understand how humans interact with the structure during the inspection processes. This method will facilitate information-sharing and decision-making during the inspection processes for collaborative human-robot teams; thus, it will enable unmanned aerial vehicle (UAV) for future building inspection through artificial intelligence support.
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spelling pubmed-99410872023-02-22 Analysis of gaze patterns during facade inspection to understand inspector sense-making processes Saleem, Muhammad Rakeh Mayne, Robert Napolitano, Rebecca Sci Rep Article This work seeks to capture how an expert interacts with a structure during a facade inspection so that more detailed and situationally-aware inspections can be done with autonomous robots in the future. Eye tracking maps where an inspector is looking during a structural inspection, and it recognizes implicit human attention. Experiments were performed on a facade during a damage assessment to analyze key, visually-based features that are important for understanding human-infrastructure interaction during the process. For data collection and analysis, experiments were conducted to assess an inspector’s behavioral changes while assessing a real structure. These eye tracking features provided the basis for the inspector’s intent prediction and were used to understand how humans interact with the structure during the inspection processes. This method will facilitate information-sharing and decision-making during the inspection processes for collaborative human-robot teams; thus, it will enable unmanned aerial vehicle (UAV) for future building inspection through artificial intelligence support. Nature Publishing Group UK 2023-02-20 /pmc/articles/PMC9941087/ /pubmed/36804607 http://dx.doi.org/10.1038/s41598-023-29950-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Saleem, Muhammad Rakeh
Mayne, Robert
Napolitano, Rebecca
Analysis of gaze patterns during facade inspection to understand inspector sense-making processes
title Analysis of gaze patterns during facade inspection to understand inspector sense-making processes
title_full Analysis of gaze patterns during facade inspection to understand inspector sense-making processes
title_fullStr Analysis of gaze patterns during facade inspection to understand inspector sense-making processes
title_full_unstemmed Analysis of gaze patterns during facade inspection to understand inspector sense-making processes
title_short Analysis of gaze patterns during facade inspection to understand inspector sense-making processes
title_sort analysis of gaze patterns during facade inspection to understand inspector sense-making processes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9941087/
https://www.ncbi.nlm.nih.gov/pubmed/36804607
http://dx.doi.org/10.1038/s41598-023-29950-w
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