Cargando…

A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System

Wearable auxiliary devices for visually impaired people are highly attractive research topics. Although many proposed wearable navigation devices can assist visually impaired people in obstacle avoidance and navigation, these devices cannot feedback detailed information about the obstacles or help t...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Zhuo, Liu, Xiaoming, Kojima, Masaru, Huang, Qiang, Arai, Tatsuo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7926395/
https://www.ncbi.nlm.nih.gov/pubmed/33672146
http://dx.doi.org/10.3390/s21041536
_version_ 1783659456174751744
author Chen, Zhuo
Liu, Xiaoming
Kojima, Masaru
Huang, Qiang
Arai, Tatsuo
author_facet Chen, Zhuo
Liu, Xiaoming
Kojima, Masaru
Huang, Qiang
Arai, Tatsuo
author_sort Chen, Zhuo
collection PubMed
description Wearable auxiliary devices for visually impaired people are highly attractive research topics. Although many proposed wearable navigation devices can assist visually impaired people in obstacle avoidance and navigation, these devices cannot feedback detailed information about the obstacles or help the visually impaired understand the environment. In this paper, we proposed a wearable navigation device for the visually impaired by integrating the semantic visual SLAM (Simultaneous Localization And Mapping) and the newly launched powerful mobile computing platform. This system uses an Image-Depth (RGB-D) camera based on structured light as the sensor, as the control center. We also focused on the technology that combines SLAM technology with the extraction of semantic information from the environment. It ensures that the computing platform understands the surrounding environment in real-time and can feed it back to the visually impaired in the form of voice broadcast. Finally, we tested the performance of the proposed semantic visual SLAM system on this device. The results indicate that the system can run in real-time on a wearable navigation device with sufficient accuracy.
format Online
Article
Text
id pubmed-7926395
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-79263952021-03-04 A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System Chen, Zhuo Liu, Xiaoming Kojima, Masaru Huang, Qiang Arai, Tatsuo Sensors (Basel) Article Wearable auxiliary devices for visually impaired people are highly attractive research topics. Although many proposed wearable navigation devices can assist visually impaired people in obstacle avoidance and navigation, these devices cannot feedback detailed information about the obstacles or help the visually impaired understand the environment. In this paper, we proposed a wearable navigation device for the visually impaired by integrating the semantic visual SLAM (Simultaneous Localization And Mapping) and the newly launched powerful mobile computing platform. This system uses an Image-Depth (RGB-D) camera based on structured light as the sensor, as the control center. We also focused on the technology that combines SLAM technology with the extraction of semantic information from the environment. It ensures that the computing platform understands the surrounding environment in real-time and can feed it back to the visually impaired in the form of voice broadcast. Finally, we tested the performance of the proposed semantic visual SLAM system on this device. The results indicate that the system can run in real-time on a wearable navigation device with sufficient accuracy. MDPI 2021-02-23 /pmc/articles/PMC7926395/ /pubmed/33672146 http://dx.doi.org/10.3390/s21041536 Text en © 2021 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Chen, Zhuo
Liu, Xiaoming
Kojima, Masaru
Huang, Qiang
Arai, Tatsuo
A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System
title A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System
title_full A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System
title_fullStr A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System
title_full_unstemmed A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System
title_short A Wearable Navigation Device for Visually Impaired People Based on the Real-Time Semantic Visual SLAM System
title_sort wearable navigation device for visually impaired people based on the real-time semantic visual slam system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7926395/
https://www.ncbi.nlm.nih.gov/pubmed/33672146
http://dx.doi.org/10.3390/s21041536
work_keys_str_mv AT chenzhuo awearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT liuxiaoming awearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT kojimamasaru awearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT huangqiang awearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT araitatsuo awearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT chenzhuo wearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT liuxiaoming wearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT kojimamasaru wearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT huangqiang wearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem
AT araitatsuo wearablenavigationdeviceforvisuallyimpairedpeoplebasedontherealtimesemanticvisualslamsystem