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Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction
This paper presents the development of a visual-perception system on a dual-arm mobile robot for human-robot interaction. This visual system integrates three subsystems. Hand gesture recognition is utilized to trigger human-robot interaction. Engagement and intention of the participants are detected...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9739664/ https://www.ncbi.nlm.nih.gov/pubmed/36502245 http://dx.doi.org/10.3390/s22239545 |
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author | Weng, Wei-Ting Huang, Han-Pang Zhao, Yu-Lin Lin, Chun-Yeon |
author_facet | Weng, Wei-Ting Huang, Han-Pang Zhao, Yu-Lin Lin, Chun-Yeon |
author_sort | Weng, Wei-Ting |
collection | PubMed |
description | This paper presents the development of a visual-perception system on a dual-arm mobile robot for human-robot interaction. This visual system integrates three subsystems. Hand gesture recognition is utilized to trigger human-robot interaction. Engagement and intention of the participants are detected and quantified through a cognitive system. Visual servoing uses YOLO to identify the object to be tracked and hybrid, model-based tracking to follow the object’s geometry. The proposed visual-perception system is implemented in the developed dual-arm mobile robot, and experiments are conducted to validate the proposed method’s effects on human-robot interaction applications. |
format | Online Article Text |
id | pubmed-9739664 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-97396642022-12-11 Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction Weng, Wei-Ting Huang, Han-Pang Zhao, Yu-Lin Lin, Chun-Yeon Sensors (Basel) Article This paper presents the development of a visual-perception system on a dual-arm mobile robot for human-robot interaction. This visual system integrates three subsystems. Hand gesture recognition is utilized to trigger human-robot interaction. Engagement and intention of the participants are detected and quantified through a cognitive system. Visual servoing uses YOLO to identify the object to be tracked and hybrid, model-based tracking to follow the object’s geometry. The proposed visual-perception system is implemented in the developed dual-arm mobile robot, and experiments are conducted to validate the proposed method’s effects on human-robot interaction applications. MDPI 2022-12-06 /pmc/articles/PMC9739664/ /pubmed/36502245 http://dx.doi.org/10.3390/s22239545 Text en © 2022 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 Weng, Wei-Ting Huang, Han-Pang Zhao, Yu-Lin Lin, Chun-Yeon Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction |
title | Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction |
title_full | Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction |
title_fullStr | Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction |
title_full_unstemmed | Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction |
title_short | Development of a Visual Perception System on a Dual-Arm Mobile Robot for Human-Robot Interaction |
title_sort | development of a visual perception system on a dual-arm mobile robot for human-robot interaction |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9739664/ https://www.ncbi.nlm.nih.gov/pubmed/36502245 http://dx.doi.org/10.3390/s22239545 |
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