• 제목/요약/키워드: the visually impaired

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시각장애인을 위한 딥러닝 기반 음료수 캔 인식 시스템 (A Beverage Can Recognition System Based on Deep Learning for the Visually Impaired)

  • 이찬비;심수현;김선희
    • 디지털산업정보학회논문지
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    • 제19권1호
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    • pp.119-127
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    • 2023
  • Recently, deep learning has been used in the development of various institutional devices and services to help the visually impaired people in their daily lives. This is because not only are there few products and facility guides written in braille, but less than 10% of the visually impaired can use braille. In this paper, we propose a system that recognizes beverage cans in real time and outputs the beverage can name with sound for the convenience of the visually impaired. Five commercially available beverage cans were selected, and a CNN model and a YOLO model were designed to recognize the beverage cans. After augmenting the image data, model training was performed. The accuracy of the proposed CNN model and YOLO model is 91.2% and 90.8%, respectively. For practical verification, a system was built by attaching a camera and speaker to a Raspberry Pi. In the system, the YOLO model was applied. It was confirmed that beverage cans were recognized and output as sound in real time in various environments.

시각 장애인을 위한 상품 영양 정보 안내 시스템 (Product Nutrition Information System for Visually Impaired People)

  • 정종욱;이제경;김효리;오유수
    • 대한임베디드공학회논문지
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    • 제18권5호
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    • pp.233-240
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    • 2023
  • Nutrition information about food is written on the label paper, which is very inconvenient for visually impaired people to recognize. In order to solve the inconvenience of visually impaired people with nutritional information recognition, this paper proposes a product nutrition information guide system for visually impaired people. In the proposed system, user's image data input through UI, and object recognition is carried out through YOLO v5. The proposed system is a system that provides voice guidance on the names and nutrition information of recognized products. This paper constructs a new dataset that augments the 319 classes of canned/late-night snack product image data using rotate matrix techniques, pepper noise, and salt noise techniques. The proposed system compared and analyzed the performance of YOLO v5n, YOLO v5m, and YOLO v5l models through hyperparameter tuning and learned the dataset built with YOLO v5n models. This paper compares and analyzes the performance of the proposed system with that of previous studies.

A Review on Path Selection and Navigation Approaches Towards an Assisted Mobility of Visually Impaired People

  • Nawaz, Waqas;Khan, Kifayat Ullah;Bashir, Khalid
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권8호
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    • pp.3270-3294
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    • 2020
  • Some things come easily to humans, one of them is the ability to navigate around. This capability of navigation suffers significantly in case of partial or complete blindness, restricting life activity. Advances in the technological landscape have given way to new solutions aiding navigation for the visually impaired. In this paper, we analyze the existing works and identify the challenges of path selection, context awareness, obstacle detection/identification and integration of visual and nonvisual information associated with real-time assisted mobility. In the process, we explore machine learning approaches for robotic path planning, multi constrained optimal path computation and sensor based wearable assistive devices for the visually impaired. It is observed that the solution to problem is complex and computationally intensive and significant effort is required towards the development of richer and comfortable paths for safe and smooth navigation of visually impaired people. We cannot overlook to explore more effective strategies of acquiring surrounding information towards autonomous mobility.

시각장애인을 위한 버스 승·하차 시스템 (Boarding and Alighting System of Public Bus for Visually Impaired People)

  • 강석원;박형근;이지수;홍의성;공기석
    • 한국인터넷방송통신학회논문지
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    • 제22권1호
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    • pp.51-58
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    • 2022
  • 본 논문은 시각장애인의 대중교통, 특히 버스 이용을 보조하기 위한 새로운 방법을 제안한다. 시각장애인의 대다수는 버스 이용에 어려움을 겪는데, 기존의 안내시스템과 점자 블록은 큰 도움을 주지 못하는 것으로 드러났다(2017, 장애인실태조사). 본 논문에서는 시각장애인의 버스 접근성과 이동성 향상을 위해, 다음과 같은 세 가지 기능을 갖춘 시스템을 개발한다: (1)스마트 폰 애플리케이션을 이용한 승차 예약 기능, (2)버스 도착 알림 기능, (3)Beacon을 이용한 무선 하차 벨 기능. 데모환경을 구축한 후 진행한 다양한 실험을 통하여 버스 예약, 탑승, 하차가 원활히 이루어질 수 있음을 확인하였다.

시각 장애인을 위한 비디오 기반 보행거리 측정 (Video-based Walking Distance Measurement for the Visually Impaired)

  • 박수우;송병섭;도용태
    • 제어로봇시스템학회논문지
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    • 제15권2호
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    • pp.139-147
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    • 2009
  • When the visually impaired walks inside a building like corridor, a GPS cannot be useful for the walker in estimating his or her position unlike the case of outdoor space. This paper presents two novel methods to measure the walking distance using a low cost camera worn on the chest of the visually impaired. In the first method we analyze the periodic variation of image focusing values. Walking steps are counted by checking the period for the rough measure of the walking distance. The second method counts the step number by monitoring fixtures on the ceiling, which have a certain interval. Lamps on the ceiling appeared on the video are monitored in this paper. The T-S fuzzy theory is used to detect lamps, and the walking steps are estimated by the positional variation of the lamp due to the gait of the walker. The two methods are tested in real experiment, and the results are compared.

시각장애 아동을 위한 어머니의 돌봄 경험 (Mothers' Experiences of Caring for Visually Impaired Children)

  • 오상은
    • Child Health Nursing Research
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    • 제23권2호
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    • pp.219-228
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    • 2017
  • Purpose: The purpose of this study was to understand and explore the essences of Korean mothers' experiences of caring for visually impaired children. Methods: Data were collected through individual in-depth interviews using open-ended questions. Five mothers of children with visual impairments participated in the interviews. Verbatim transcripts were analyzed using phenomenological analysis. Results: Analysis with Colaizzi's method showed two categories which included 14 themes in 4 theme clusters. The first category was 'surviving in the dark reality' included 2 theme clusters, of 'outcrying in the darkness' and 'enduring the darkness while caring for my child alone'. The second category was 'living as the light of maternal affection' including 2 theme clusters of 'preparing the light to shine in the darkness' and 'going through the darkness with the lights of love'. Conclusion: The findings from this study provide deep understanding of mothers' experiences of caring for visually impaired children. Based on the results of the study, health professionals can develop effective family nursing interventions to improve the quality of life for these families including the visually impaired children and their mothers.

시각장애인의 보행 보조를 위한 지팡이 메커니즘 설계 (Design of Cane Mechanism for Walking Aid of Visually Impaired Person)

  • 김병호
    • 로봇학회논문지
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    • 제11권2호
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    • pp.108-114
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    • 2016
  • This paper presents a sensor-based cane mechanism for walking aid of the visually impaired person. We also describe an approach to decide properly the length of the specified cane mechanism. The cane mechanism has some sensors to identify the possibility of a collision between the cane user and an object and/or a person, and a signal processing unit that enables the user to recognize such a collision is attached in the mechanism. Thus, the walker using this cane can recognize in advance the possibility of such a collision in his walking process. Consequently, it is helpful for the visually impaired person to walk on a pedestrian road safely. The feature of the proposed cane mechanism and its availability have been shown through experimental works in a typical walking environment.

책 읽어주기 활동이 시각장애아동에게 미치는 영향에 관한 연구 (A Study on the Effect of Storytelling for the Visually Impaired Children)

  • 육근해
    • 한국문헌정보학회지
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    • 제41권1호
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    • pp.273-287
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    • 2007
  • 본 연구의 목적은 책 읽어주기 활동이 시각장애아동에게 어떤 영향을 미치는지 알아보고자 하는데 있다. 이를 위해 책 읽어주기 활동에 참여한 아동과 어머님, 책을 읽어준 선생님, 도서관 사서 등과 심층면담을 하였고, 근거이론 방법으로 분석하였다. 연구 결과 책 읽어주기 활동은 시각장애아동의 독서 흥미와 학습능력, 사회성 향상을 가져오는 것으로 나타났다.

시각장애인 또는 청각장애인의 의료기관 이용 및 의약품 안전사용 저해요인 관련 심층면접조사 (Qualitative Study for Barriers for Medication and Health Care Service Use among the Visually Impaired and Hearing Impaired in Korea)

  • 이수현;최민지;한은아
    • 한국임상약학회지
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    • 제31권4호
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    • pp.311-323
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    • 2021
  • Objective: The disabled are in a blind spot for obtaining information on drugs, and the pharmacies' counseling on drug use is centered on non-disabled people. Few studies have investigated the current statuses of drug use by type of disability. The purpose of this study is to understand the drug use by type of disability and by life cycle of visually impaired and hearing impaired in Korea. Methods: The study participants consisted of 16 people with visually impairments, 12 people with hearing impairments. One in-depth interview was conducted per participant, and each interview was recorded and documented. Results: Common barriers against safe medication and medical service uses across disability types are 'lack of consideration and service for the disabled, limited access to medical facilities due to disability, limited access to information regarding medication use, psychological anxiety about drug use and side effects, and inconvenience regarding COVID-19 epidemic. The specific factors were 'difficulties in identifying proper medicines and following prescribed dosages' in the case of visually impaired, and 'problems with sign language interpretation system' for the hearing impaired. Conclusion: Disabled people are hindered from using medicines properly due to various factors. Based on the content derived from this study, it is necessary to eliminate the inhibition factors and devise specific measures for the safety of each type of disorder such as developing a method for medication counseling considering disabilities and establishing communication support systems.