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A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model
A wearable guidance system is designed to provide context-dependent guidance messages to blind people while they traverse local pathways. The system is composed of three parts: moving scene analysis, walking context estimation and audio message delivery. The combination of a downward-pointing laser...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4239897/ https://www.ncbi.nlm.nih.gov/pubmed/25302812 http://dx.doi.org/10.3390/s141018670 |
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author | Lin, Qing Han, Youngjoon |
author_facet | Lin, Qing Han, Youngjoon |
author_sort | Lin, Qing |
collection | PubMed |
description | A wearable guidance system is designed to provide context-dependent guidance messages to blind people while they traverse local pathways. The system is composed of three parts: moving scene analysis, walking context estimation and audio message delivery. The combination of a downward-pointing laser scanner and a camera is used to solve the challenging problem of moving scene analysis. By integrating laser data profiles and image edge profiles, a multimodal profile model is constructed to estimate jointly the ground plane, object locations and object types, by using a Bayesian network. The outputs of the moving scene analysis are further employed to estimate the walking context, which is defined as a fuzzy safety level that is inferred through a fuzzy logic model. Depending on the estimated walking context, the audio messages that best suit the current context are delivered to the user in a flexible manner. The proposed system is tested under various local pathway scenes, and the results confirm its efficiency in assisting blind people to attain autonomous mobility. |
format | Online Article Text |
id | pubmed-4239897 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-42398972014-11-21 A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model Lin, Qing Han, Youngjoon Sensors (Basel) Article A wearable guidance system is designed to provide context-dependent guidance messages to blind people while they traverse local pathways. The system is composed of three parts: moving scene analysis, walking context estimation and audio message delivery. The combination of a downward-pointing laser scanner and a camera is used to solve the challenging problem of moving scene analysis. By integrating laser data profiles and image edge profiles, a multimodal profile model is constructed to estimate jointly the ground plane, object locations and object types, by using a Bayesian network. The outputs of the moving scene analysis are further employed to estimate the walking context, which is defined as a fuzzy safety level that is inferred through a fuzzy logic model. Depending on the estimated walking context, the audio messages that best suit the current context are delivered to the user in a flexible manner. The proposed system is tested under various local pathway scenes, and the results confirm its efficiency in assisting blind people to attain autonomous mobility. MDPI 2014-10-09 /pmc/articles/PMC4239897/ /pubmed/25302812 http://dx.doi.org/10.3390/s141018670 Text en © 2014 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lin, Qing Han, Youngjoon A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model |
title | A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model |
title_full | A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model |
title_fullStr | A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model |
title_full_unstemmed | A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model |
title_short | A Context-Aware-Based Audio Guidance System for Blind People Using a Multimodal Profile Model |
title_sort | context-aware-based audio guidance system for blind people using a multimodal profile model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4239897/ https://www.ncbi.nlm.nih.gov/pubmed/25302812 http://dx.doi.org/10.3390/s141018670 |
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