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Large Displacement Detection Using Improved Lucas–Kanade Optical Flow
Displacement is critical when it comes to the evaluation of civil structures. Large displacement can be dangerous. There are many methods that can be used to monitor structural displacements, but every method has its benefits and limitations. Lucas–Kanade (LK) optical flow is recognized as a superio...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10058884/ https://www.ncbi.nlm.nih.gov/pubmed/36991863 http://dx.doi.org/10.3390/s23063152 |
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author | Al-Qudah, Saleh Yang, Mijia |
author_facet | Al-Qudah, Saleh Yang, Mijia |
author_sort | Al-Qudah, Saleh |
collection | PubMed |
description | Displacement is critical when it comes to the evaluation of civil structures. Large displacement can be dangerous. There are many methods that can be used to monitor structural displacements, but every method has its benefits and limitations. Lucas–Kanade (LK) optical flow is recognized as a superior computer vision displacement tracking method, but it only applies to small displacement monitoring. An upgraded LK optical flow method is developed in this study and used to detect large displacement motions. One motion controlled by a multiple purpose testing system (MTS) and a free-falling experiment were designed to verify the developed method. The results provided by the upgraded LK optical flow method showed 97 percent accuracy when compared with the movement of the MTS piston. In order to capture the free-falling large displacement, the pyramid and warp optical flow methods are included in the upgraded LK optical flow method and compared with the results of template matching. The warping algorithm with the second derivative Sobel operator provides accurate displacements with 96% average accuracy. |
format | Online Article Text |
id | pubmed-10058884 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100588842023-03-30 Large Displacement Detection Using Improved Lucas–Kanade Optical Flow Al-Qudah, Saleh Yang, Mijia Sensors (Basel) Article Displacement is critical when it comes to the evaluation of civil structures. Large displacement can be dangerous. There are many methods that can be used to monitor structural displacements, but every method has its benefits and limitations. Lucas–Kanade (LK) optical flow is recognized as a superior computer vision displacement tracking method, but it only applies to small displacement monitoring. An upgraded LK optical flow method is developed in this study and used to detect large displacement motions. One motion controlled by a multiple purpose testing system (MTS) and a free-falling experiment were designed to verify the developed method. The results provided by the upgraded LK optical flow method showed 97 percent accuracy when compared with the movement of the MTS piston. In order to capture the free-falling large displacement, the pyramid and warp optical flow methods are included in the upgraded LK optical flow method and compared with the results of template matching. The warping algorithm with the second derivative Sobel operator provides accurate displacements with 96% average accuracy. MDPI 2023-03-15 /pmc/articles/PMC10058884/ /pubmed/36991863 http://dx.doi.org/10.3390/s23063152 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Al-Qudah, Saleh Yang, Mijia Large Displacement Detection Using Improved Lucas–Kanade Optical Flow |
title | Large Displacement Detection Using Improved Lucas–Kanade Optical Flow |
title_full | Large Displacement Detection Using Improved Lucas–Kanade Optical Flow |
title_fullStr | Large Displacement Detection Using Improved Lucas–Kanade Optical Flow |
title_full_unstemmed | Large Displacement Detection Using Improved Lucas–Kanade Optical Flow |
title_short | Large Displacement Detection Using Improved Lucas–Kanade Optical Flow |
title_sort | large displacement detection using improved lucas–kanade optical flow |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10058884/ https://www.ncbi.nlm.nih.gov/pubmed/36991863 http://dx.doi.org/10.3390/s23063152 |
work_keys_str_mv | AT alqudahsaleh largedisplacementdetectionusingimprovedlucaskanadeopticalflow AT yangmijia largedisplacementdetectionusingimprovedlucaskanadeopticalflow |