Literature DB >> 30774566

Vision-based Mobile Indoor Assistive Navigation Aid for Blind People.

Bing Li1, J Pablo Muñoz2, Xuejian Rong1, Qingtian Chen1, Jizhong Xiao3, Yingli Tian4, Aries Arditi5, Mohammed Yousuf6.   

Abstract

This paper presents a new holistic vision-based mobile assistive navigation system to help blind and visually impaired people with indoor independent travel. The system detects dynamic obstacles and adjusts path planning in real-time to improve navigation safety. First, we develop an indoor map editor to parse geometric information from architectural models and generate a semantic map consisting of a global 2D traversable grid map layer and context-aware layers. By leveraging the visual positioning service (VPS) within the Google Tango device, we design a map alignment algorithm to bridge the visual area description file (ADF) and semantic map to achieve semantic localization. Using the on-board RGB-D camera, we develop an efficient obstacle detection and avoidance approach based on a time-stamped map Kalman filter (TSM-KF) algorithm. A multi-modal human-machine interface (HMI) is designed with speech-audio interaction and robust haptic interaction through an electronic SmartCane. Finally, field experiments by blindfolded and blind subjects demonstrate that the proposed system provides an effective tool to help blind individuals with indoor navigation and wayfinding.

Entities:  

Keywords:  Google Tango device; Indoor assistive navigation; blind and visually impaired people; obstacle avoidance; semantic maps

Year:  2018        PMID: 30774566      PMCID: PMC6371975          DOI: 10.1109/TMC.2018.2842751

Source DB:  PubMed          Journal:  IEEE Trans Mob Comput        ISSN: 1536-1233            Impact factor:   5.577


  6 in total

1.  A Path-Planning Approach Based on Potential and Dynamic Q-Learning for Mobile Robots in Unknown Environment.

Authors:  Bing Hao; He Du; Jianshuo Zhao; Jiamin Zhang; Qi Wang
Journal:  Comput Intell Neurosci       Date:  2022-06-02

2.  A Smart Context-Aware Hazard Attention System to Help People with Peripheral Vision Loss.

Authors:  Ola Younis; Waleed Al-Nuaimy; Fiona Rowe; Mohammad H Alomari
Journal:  Sensors (Basel)       Date:  2019-04-05       Impact factor: 3.576

3.  Fuzzy Logic Type-2 Based Wireless Indoor Localization System for Navigation of Visually Impaired People in Buildings.

Authors:  Basem Al-Madani; Farid Orujov; Rytis Maskeliūnas; Robertas Damaševičius; Algimantas Venčkauskas
Journal:  Sensors (Basel)       Date:  2019-05-07       Impact factor: 3.576

4.  LightGBM Indoor Positioning Method Based on Merged Wi-Fi and Image Fingerprints.

Authors:  Huiqing Zhang; Yueqing Li
Journal:  Sensors (Basel)       Date:  2021-05-25       Impact factor: 3.576

5.  Double-Diamond Model-Based Orientation Guidance in Wearable Human-Machine Navigation Systems for Blind and Visually Impaired People.

Authors:  Xiaochen Zhang; Hui Zhang; Linyue Zhang; Yi Zhu; Fei Hu
Journal:  Sensors (Basel)       Date:  2019-10-28       Impact factor: 3.576

6.  Comparative analysis of computer-vision and BLE technology based indoor navigation systems for people with visual impairments.

Authors:  Jayakanth Kunhoth; AbdelGhani Karkar; Somaya Al-Maadeed; Asma Al-Attiyah
Journal:  Int J Health Geogr       Date:  2019-12-11       Impact factor: 3.918

  6 in total

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