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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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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. |
format | Online Article Text |
id | pubmed-9941087 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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