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Design and Implementation of A Smart Crosswalk System based on Monitoring Vehicle Speed using Deep Learning
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딥러닝 기반 차량 속도 모니터링을 통한 스마트 횡단보도 시스템의 설계 및 구현

논문 기본 정보

Type
Proceeding
Author
Sun-Hye Jang (금오공과대학교) Hee-Eun Cho (금오공과대학교) Jin-Woo Jeong (금오공과대학교)
Journal
The Korea Institute of Information and Communication Engineering 한국정보통신학회 종합학술대회 논문집 Vol.23 No.2
Published
2019.10
Pages
522 - 525 (4page)

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Design and Implementation of A Smart Crosswalk System based on Monitoring Vehicle Speed using Deep Learning
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Research history (2)

2020

Design and Implementation of A Smart Crosswalk System based on Vehicle Detection and Speed Estimation using Deep Learning on Edge Devices
Sun-Hye Jang ,  Hee-Eun Cho ,  Jin-Woo Jeong Journal of the Korea Institute of Information and Communication Engineering 2020.04 Academic journal

2019

Design and Implementation of A Smart Crosswalk System based on Monitoring Vehicle Speed using Deep Learning
Sun-Hye Jang ,  Hee-Eun Cho ,  Jin-Woo Jeong 한국정보통신학회 종합학술대회 논문집 2019.10 Proceeding
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Abstract· Keywords

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As the individual vehicle penetration rate of Korea continues to increase, the rate of traffic accidents tend to increase as well. In particular, among the pedestrian accidents a high ratio of accidents of children and the elderly at crosswalks are observed; therefore, a lot of studies and efforts have been made to prevent crosswalk traffic accidents. This paper proposes a system to prevent pedestrian traffic accidents by providing adaptive notification through speed monitoring of vehicles approaching the crosswalk. To this end, a deep learning technology is used to monitor changes in the position of the vehicle approaching the crosswalk, and well-optimized classification models and parameters are used to estimate the speed of a vehicle, thereby predicting the degree of safety around the crosswalk. Through the experiments and simulations using real vehicle driving images, we show the feasibility of the proposed system to prevent traffic accidents.
#Deep learning #Crosswalk #Vehicle speed #Adaptive alarm

Contents

요약
ABSTRACT
Ⅰ. 서론
Ⅱ. 제안 시스템
Ⅲ. 실험
Ⅳ. 결론
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UCI(KEPA) : I410-ECN-0101-2019-004-001257202