Assistive systems for visually impaired people: A survey on current requirements and advancements

被引:0
作者
Kathiria, Preeti [1 ]
Mankad, Sapan H. [1 ]
Patel, Jitali [1 ]
Kapadia, Mayank [1 ]
Lakdawala, Neel [1 ]
机构
[1] Nirma Univ, Inst Technol, Dept Comp Sci & Engn, Sarkhej Gandhinagar Highway, Ahmadabad 382481, Gujarat, India
关键词
Visually impaired; Assistive; Text detection; Object detection; Text-to-speech synthesis; NAVIGATION SYSTEM; OBSTACLE AVOIDANCE; TEXT LOCALIZATION; ORIENTED TEXT; R-CNN; BLIND; IMAGES; IMPLEMENTATION; MODELS; RECOGNITION;
D O I
10.1016/j.neucom.2024.128284
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this survey, we provide a comprehensive study on the assistive technological devices which help visually impaired persons in their day-to-day lives. With various forms of disabilities such as visual, auditory, mobility, or cognitive impairment affecting a significant number of people worldwide, the aim of this study is to enable the blind persons to achieve independence. The primary objective of this work is to provide a concise description of assistive technologies for the visually impaired, along with an exploration of approaches for object detection, text detection, and text-to-speech synthesis. We present detailed discussion on these approaches using both traditional as well as deep learning based techniques. Finally, we conclude with some open opportunities where further research can be carried out.
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页数:35
相关论文
共 189 条
  • [1] Implementation of assistive technology with students who are visually impaired: Teachers' readiness
    Abner, GH
    Lahm, EA
    [J]. JOURNAL OF VISUAL IMPAIRMENT & BLINDNESS, 2002, 96 (02) : 98 - 105
  • [2] Aguerrevere D., 2004, 2 LACCEI INT LAT AM, P1
  • [3] Ahlmark DI, 2013, IEEE WORK ADV ROBOT, P76, DOI 10.1109/ARSO.2013.6705509
  • [4] [Anonymous], 2014, 15 ANN C INT SPEECH
  • [5] [Anonymous], 2009, Recent development of the HMM-based speech synthesis system (HTS)
  • [6] Arakeri MP, 2018, 2018 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), P1725, DOI 10.1109/ICACCI.2018.8554625
  • [7] SPEECH ANALYSIS AND SYNTHESIS BY LINEAR PREDICTION OF SPEECH WAVE
    ATAL, BS
    HANAUER, SL
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1971, 50 (02) : 637 - +
  • [8] Audette R., 2000, STEREO VISION SYSTEM
  • [9] Aymaz S, 2016, 2016 39TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), P388, DOI 10.1109/TSP.2016.7760903
  • [10] Character Region Awareness for Text Detection
    Baek, Youngmin
    Lee, Bado
    Han, Dongyoon
    Yun, Sangdoo
    Lee, Hwalsuk
    [J]. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019), 2019, : 9357 - 9366