Assistive Stick for Visually Impaired People

被引:0
|
作者
Khan, Danish Asad [1 ]
Zamir, Mohammed Asif [2 ]
Umar, Mohammad Sarosh [1 ]
Haider, Zafaryab [3 ]
机构
[1] Jamia Millia Islamia, DO Comp Engn, New Delhi, India
[2] Indian Inst Technol, SJMSOM, Mumbai, Maharashtra, India
[3] Aligarh Muslim Univ, IIRU, Aligarh, Uttar Pradesh, India
关键词
OCR; Ultrasonic Sensor; EAST; Tesseract; Text Recognition; Raspberry Pi; Deep Learning; Natural Language Processing; TEXT DETECTION;
D O I
10.1109/IMPACT55510.2022.10029287
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Blind or visually impaired people have difficulty navigating the street and are also unaware of nearby landmarks. They need an assistant (e.g. a cane, human, dog, e.t.c.) to go from one place to another place. In this modern era, it is possible to develop smart solutions with the help of modern technologies like deep learning (DL), natural language processing (NLP), internet of things (IoT), etc. that can assist them without any human intervention. A smart stick is one of the solutions that can help them with navigation and get to know the surrounding places. This paper proposed a smart solution and developed a smart stick to help visually impaired people with the use of DL and NLP and devices like the Raspberry Pi, an ultrasonic sensor, and a camera. This smart stick can detect obstacles using an ultrasonic sensor within the range of 1.5 metres and alert the person by generating audio as a warning message. The stick is also able to capture images from its surroundings using the camera and can read the text present in the captured image. The text in the image is detected using a deep learning model called the EAST text detector and recognised using an OCR Engine tesseract. Furthermore, the recognised text is converted into audio so that the person can hear about their surroundings. All calculations and processing are done on the Raspberry Pi, and the generated audio can be heard by using a speaker(earphone or headphone). The proposed solution is successfully implemented and demonstrated, and it is found to be very efficient and cost-effective.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] 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,
  • [2] Smart Stick for the Blind and Visually Impaired People
    Agrawal, Mukesh Prasad
    Gupta, Atma Ram
    [J]. PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 542 - 545
  • [3] Ultrasonic Assistive Headset for Visually Impaired People
    Aymaz, Seyma
    Cavdar, Tugrul
    [J]. 2016 39TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), 2016, : 388 - 391
  • [4] Navigation Assistive Application for the Visually Impaired People
    Oksana, Luchsheva
    Ihor, Turkin
    Pavlo, Luchshev
    [J]. 2020 IEEE 11TH INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS, SERVICES AND TECHNOLOGIES (DESSERT): IOT, BIG DATA AND AI FOR A SAFE & SECURE WORLD AND INDUSTRY 4.0, 2020, : 320 - 325
  • [5] Sonar Assistive Device for Visually Impaired People
    Kamaludin, Muhammad Haziq
    Mahmood, Nasrul Humaimi
    Ahmad, Abd Hamid
    Omar, Camallil
    Yusof, Masdinah Alauyah Md
    [J]. JURNAL TEKNOLOGI, 2015, 73 (06):
  • [6] Real Time Assistive Shoe for Visually Impaired People
    Kumar, Pradeep M.
    Inchara, K. M.
    Lekhashree, S.
    Likhith, C. N.
    Pavan, U.
    [J]. 2021 6TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2021,
  • [7] Customized Assistive System Design for Visually Impaired People
    Pandelea, Marius
    Todirite, Isabela
    Iliescu, Mihaiela
    [J]. PROCEEDINGS OF THE 2020 FOURTH WORLD CONFERENCE ON SMART TRENDS IN SYSTEMS, SECURITY AND SUSTAINABILITY (WORLDS4 2020), 2020, : 467 - 472
  • [8] Design of a Wearable Assistive System for Visually Impaired People
    He-Astudillo, Yigay
    Reyes-Rogget, Marcelo
    Lopez, Felipe A.
    Lopez-Martinez, Ignacio N.
    Linfati, Rodrigo
    Morillo, Daniel
    Gatica, Gustavo
    [J]. COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT (CISIM 2022), 2022, 13293 : 123 - 135
  • [9] Haptic based walking stick for visually impaired people
    Menikdiwela, M. P.
    Dharmasena, K. M. I. S.
    Abeykoon, A. M. Harsha S.
    [J]. 2013 INTERNATIONAL CONFERENCE ON CIRCUITS, CONTROLS AND COMMUNICATIONS (CCUBE), 2013,
  • [10] Assistive Clothing Pattern Recognition for Visually Impaired People
    Yang, Xiaodong
    Yuan, Shuai
    Tian, YingLi
    [J]. IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS, 2014, 44 (02) : 234 - 243