An environmental perception and navigational assistance system for visually impaired persons based on semantic stixels and sound interaction

被引:10
|
作者
Wang, Juan [1 ]
Yang, Kailun [1 ]
Hu, Weijian [1 ]
Wang, Kaiwei [1 ]
机构
[1] Zhejiang Univ, Coll Opt Sci & Engn, Hangzhou, Zhejiang, Peoples R China
来源
2018 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC) | 2018年
关键词
Stixel-World; semantic segmentation; sound mapping; wearable device; BLIND;
D O I
10.1109/SMC.2018.00332
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Assistive technologies aim at enhancing personal mobility of individuals with disabilities to improve their independence and access to social life. For the visually impaired, perception during navigation comprises a major ingredient of independent living. With the development of computer vision, it is possible to meet the richer needs of visually impaired people. However, research on navigation assistance for the visually impaired is still relatively unexplored when compared with the active progress in autonomous driving which is already in full swing. In respond to this issue, we aim to leverage the study of the Stixel-World for automotive systems and transfer it to develop assistive technology for visually impaired people. The impressive research results of deep learning also suppose benefits for vision-based technology. Precisely, semantic segmentation is a task that enables identification of different objects uniformly. Inspired by these observations, we design a set of wearable visual aids, while the core algorithm is based on the stixel representations for three-dimensional world combined with pixel-wise semantic segmentation. Predetermined conditions for stixels in automotive research are optimized to fit the needs of navigation assistance in our algorithm, along with the incorporation of traversability-related semantic information. We also propose a sound mapping scheme, so that the environmental awareness about geographic and semantic information are conveyed to the visually impaired through acoustic feedback.
引用
收藏
页码:1921 / 1926
页数:6
相关论文
共 8 条
  • [1] Design of Public Transport Assistance System for Visually Impaired Persons
    Madhumitha, R.
    Jeyaseelan, W. R. Salem
    BIOSCIENCE BIOTECHNOLOGY RESEARCH COMMUNICATIONS, 2019, 12 (02): : 76 - 79
  • [2] Fuzzy Gaze Control-based Navigational Assistance System for Visually Impaired People in a Dynamic Indoor Environment
    Han, Seung-Beom
    Kim, Deok-Hwa
    Kim, Jong-Hwan
    2015 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2015), 2015,
  • [3] A SLAM based Semantic Indoor Navigation System for Visually Impaired Users
    Zhang, Xiaochen
    Li, Bing
    Joseph, Samleo L.
    Xiao, Jizhong
    Sun, Yi
    Tian, Yingli
    Munoz, J. Pablo
    Yi, Chucai
    2015 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2015): BIG DATA ANALYTICS FOR HUMAN-CENTRIC SYSTEMS, 2015, : 1458 - 1463
  • [4] Tele-guidance Based Navigation System for the Visually Impaired and Blind Persons
    Chaudary, Babar
    Paajala, Iikka
    Keino, Eliud
    Pulli, Petri
    EHEALTH 360 DEGREE, 2017, 181 : 9 - 16
  • [5] 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, 2021, 21 (04) : 1 - 14
  • [6] A Walking Assistant Robotic System for the Visually Impaired Based on Computer Vision and Tactile Perception
    Ni, Dejing
    Song, Aiguo
    Tian, Lei
    Xu, Xiaonong
    Chen, Danfeng
    INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS, 2015, 7 (05) : 617 - 628
  • [7] Design and evaluation of sound-based electronic football soccer training system for visually impaired athletes
    Yandun, Francisco
    Auat Cheein, Fernando A.
    Lorca, Daniela
    Acevedo, Omar
    Auat Cheein, Cecilia
    BIOMEDICAL ENGINEERING ONLINE, 2019, 18 (1)
  • [8] A Social Networking Site Portable Profile System for Blind and Visually Impaired Users Based on Cloud and Semantic Web Technologies
    Brinkley, Julian
    Hoffman, David
    Tabrizi, Nasseh
    2017 IEEE 1ST INTERNATIONAL CONFERENCE ON COGNITIVE COMPUTING (ICCC 2017), 2017, : 104 - 111