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

SLAM assistance for visually impaired people localization semantic map semantic segmentation wearable device

Journal

Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366

Informations de publication

Date de publication:
23 Feb 2021
Historique:
received: 30 11 2020
revised: 28 01 2021
accepted: 17 02 2021
entrez: 6 3 2021
pubmed: 7 3 2021
medline: 16 3 2021
Statut: epublish

Résumé

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.

Identifiants

pubmed: 33672146
pii: s21041536
doi: 10.3390/s21041536
pmc: PMC7926395
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Références

IEEE Trans Pattern Anal Mach Intell. 2017 Apr;39(4):640-651
pubmed: 27244717
IEEE Trans Pattern Anal Mach Intell. 2017 Dec;39(12):2481-2495
pubmed: 28060704
IEEE Trans Pattern Anal Mach Intell. 2018 Apr;40(4):834-848
pubmed: 28463186
J Neural Eng. 2018 Apr;15(2):021001
pubmed: 29099388

Auteurs

Zhuo Chen (Z)

Key Laboratory of Biomimetic Robots and Systems, Ministry of Education, State Key Laboratory of Intelligent Control and Decision of Complex System, Beijing Advanced Innovation Center for Intelligent Robots and Systems, and School of Mechatronical Engineering, Beijing Institute of Technology, Beijing 100081, China.

Xiaoming Liu (X)

Key Laboratory of Biomimetic Robots and Systems, Ministry of Education, State Key Laboratory of Intelligent Control and Decision of Complex System, Beijing Advanced Innovation Center for Intelligent Robots and Systems, and School of Mechatronical Engineering, Beijing Institute of Technology, Beijing 100081, China.

Masaru Kojima (M)

Department of Materials Engineering Science, Osaka University, Osaka 560-8531, Japan.

Qiang Huang (Q)

Key Laboratory of Biomimetic Robots and Systems, Ministry of Education, State Key Laboratory of Intelligent Control and Decision of Complex System, Beijing Advanced Innovation Center for Intelligent Robots and Systems, and School of Mechatronical Engineering, Beijing Institute of Technology, Beijing 100081, China.

Tatsuo Arai (T)

Key Laboratory of Biomimetic Robots and Systems, Ministry of Education, State Key Laboratory of Intelligent Control and Decision of Complex System, Beijing Advanced Innovation Center for Intelligent Robots and Systems, and School of Mechatronical Engineering, Beijing Institute of Technology, Beijing 100081, China.
Global Alliance Laboratory, The University of Electro-Communications, Tokyo 182-8585, Japan.

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