Assistive Devices Analysis for Visually Impaired Persons: A Review on Taxonomy

被引:0
|
作者
Zafar, Sadia [1 ]
Asif, Muhammad [1 ]
Bin Ahmad, Maaz [2 ]
Ghazal, Taher M. [3 ,4 ]
Faiz, Tauqeer [4 ]
Ahmad, Munir [5 ]
Khan, Muhammad Adnan [6 ,7 ]
机构
[1] Lahore Garrison Univ, Dept Comp Sci, Lahore 54000, Pakistan
[2] KIET, Coll Comp & Informat Sci, Karachi 74200, Pakistan
[3] Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Ctr Cyber Secur, Bangi 43600, Selangor, Malaysia
[4] Univ City Sharjah, Skyline Univ Coll, Sch Informat Technol, Sharjah, U Arab Emirates
[5] Natl Coll Business Adm & Econ, Sch Comp Sci, Lahore 54000, Pakistan
[6] Gachon Univ, Dept Software, Pattern Recognit & Machine Learning Lab, Seongnam 13557, South Korea
[7] Riphah Int Univ, Fac Comp, Riphah Sch Comp & Innovat, Lahore Campus, Lahore 54000, Pakistan
来源
IEEE ACCESS | 2022年 / 10卷
关键词
Sensors; Assistive devices; Performance evaluation; Navigation; Vibrations; Real-time systems; Cameras; wearable; IR sensor; ultrasonic sensor; laser scanner; visually impaired people; detection; recognition; navigation; NAVIGATION SYSTEM; OBJECT DETECTION; WALKING; PEOPLE;
D O I
10.1109/ACCESS.2022.3146728
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Visually impaired persons (VIPs) comprise a significant portion of the population and they are present in all corners of the world. In recent times, the technology proved its presence in every domain of life and innovative devices are assisting humans in all fields especially, artificial intelligence has dominated and outperformed the rest of the trades. VIPs need assistance in performing daily life tasks like object/obstacle detection and recognition, navigation, and mobility, particularly in indoor and outdoor environments. Moreover, the protection and safety of these people are of prime concern. Several devices and applications have been developed for the assistance of VIPs. Firstly, these devices take input from the surrounding environment through different sensors e.g. infrared radiation, ultrasonic, imagery sensor, etc. In the second stage, state of the art machine learning techniques process these signals and extract useful information. Finally, feedback is provided to the user through auditory and/or vibratory means. It is observed that most of the existing devices are constrained in their abilities. The paper presents a comprehensive comparative analysis of the state-of-the-art assistive devices for VIPs. These techniques are categorized based on their functionality and working principles. The main attributes, challenges, and limitations of these techniques have also been highlighted. Moreover, a score-based quantitative analysis of these devices is performed to highlight their feature enrichment capability for each category. It may help to select an appropriate device for a particular scenario.
引用
收藏
页码:13354 / 13366
页数:13
相关论文
共 50 条
  • [1] Assistive Devices Analysis for Visually Impaired Persons: A Review on Taxonomy
    Zafar, Sadia
    Asif, Muhammad
    Ahmad, Maaz Bin
    Ghazal, Taher M.
    Faiz, Tauqeer
    Ahmad, Munir
    Khan, Muhammad Adnan
    [J]. IEEE Access, 2022, 10 : 13354 - 13366
  • [2] Impact of Apps as Assistive Devices for Visually Impaired Persons
    Pundlik, Shrinivas
    Shivshanker, Prerana
    Luo, Gang
    [J]. ANNUAL REVIEW OF VISION SCIENCE, 2023, 9 : 111 - 130
  • [3] Embedded Assistive Stick for Visually Impaired Persons
    Sharma, Himanshu
    Tripathi, Meenakshi
    Kumar, Amit
    Gaur, Manoj Singh
    [J]. 2018 9TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2018,
  • [4] A comprehensive assistive solution for visually impaired persons
    Iqbal, Azhar
    Akram, Faraz
    Ul Haq, Muhammad Ihtaram
    Ahmad, Iftikhar
    [J]. 2022 2ND INTERNATIONAL CONFERENCE OF SMART SYSTEMS AND EMERGING TECHNOLOGIES (SMARTTECH 2022), 2022, : 60 - 65
  • [5] NEEDS OF HOME-BASED OLDER VISUALLY-IMPAIRED PERSONS FOR ASSISTIVE DEVICES
    MANN, WC
    HURREN, D
    KARUZA, J
    BENTLEY, DW
    [J]. JOURNAL OF VISUAL IMPAIRMENT & BLINDNESS, 1993, 87 (04) : 106 - 110
  • [6] Bilingual Wearable Assistive Technology for Visually Impaired Persons
    Rashid, Humayun
    Al-Mamun, A. S. M. Rabbi
    Robin, Mohammad Sijanur Rahaman
    Ahasan, Miraz
    Reza, S. M. Taslim
    [J]. 2016 INTERNATIONAL CONFERENCE ON MEDICAL ENGINEERING, HEALTH INFORMATICS AND TECHNOLOGY (MEDITEC), 2016,
  • [7] Research on continuity among assistive devices for personal mobility of visually impaired persons around crossings
    Hirono, Kyohei
    Miyazaki, Tatsuya
    Ito, Shin-ichi
    Sato, Katsuya
    Fujisawa, Shoichiro
    [J]. UNIVERSAL DESIGN 2014: THREE DAYS OF CREATIVITY AND DIVERSITY, 2014, 35 : 435 - 436
  • [8] Smart Assistive Navigation Devices for Visually Impaired People
    Pardasani, Arjun
    Indi, Prithviraj N.
    Banerjee, Sashwata
    Kamal, Aditya
    Garg, Vaibhav
    [J]. 2019 IEEE 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION SYSTEMS (ICCCS 2019), 2019, : 725 - 729
  • [9] An overview of assistive devices for blind and visually impaired people
    Hu, Menghan
    Chen, Yuzhen
    Zhai, Guangtao
    Gao, Zhongpai
    Fan, Lei
    [J]. International Journal of Robotics and Automation, 2019, 34 (05) : 580 - 598
  • [10] AN OVERVIEW OF ASSISTIVE DEVICES FOR BLIND AND VISUALLY IMPAIRED PEOPLE
    Hu, Menghan
    Chen, Yuzhen
    Zhai, Guangtao
    Gao, Zhongpai
    Fan, Lei
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2019, 34 (05): : 580 - 598