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相关论文: A Real-Time Driver Drowsiness Detection System Usi…

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Drowsiness detection is essential for improving safety in areas such as transportation and workplace health. This study presents a real-time system designed to detect drowsiness using the Eye Aspect Ratio (EAR) and facial landmark detection…

计算机视觉与模式识别 · 计算机科学 2024-08-13 Varun Shiva Krishna Rupani , Velpooru Venkata Sai Thushar , Kondadi Tejith

This study presents a novel driver drowsiness detection system that combines deep learning techniques with the OpenCV framework. The system utilises facial landmarks extracted from the driver's face as input to Convolutional Neural Networks…

计算机视觉与模式识别 · 计算机科学 2024-06-25 Sandeep Singh Sengar , Aswin Kumar , Owen Singh

The majority of human deaths and injuries are caused by traffic accidents. A million people worldwide die each year due to traffic accident injuries, consistent with the World Health Organization. Drivers who do not receive enough sleep,…

机器学习 · 计算机科学 2023-03-14 Jagbeer Singh , Ritika Kanojia , Rishika Singh , Rishita Bansal , Sakshi Bansal

Driver drowsiness is a major cause of traffic accidents worldwide, posing a serious threat to public safety. Vision-based driver monitoring systems often rely on fixed Eye Aspect Ratio (EAR) and Mouth Aspect Ratio (MAR) thresholds; however,…

计算机视觉与模式识别 · 计算机科学 2026-04-27 Gökdeniz Ersoy , Mehmet Alper Tatar , Eray Tonbul , Serap Kırbız

Driver drowsiness problem is considered as one of the most important reasons that increases road accidents number. We propose in this paper a new approach for realtime driver drowsiness in order to prevent road accidents. The system uses a…

计算机视觉与模式识别 · 计算机科学 2018-06-04 M. Ben Dkhil , A. Wali , Adel M. Alimi

A long road trip is fun for drivers. However, a long drive for days can be tedious for a driver to accommodate stringent deadlines to reach distant destinations. Such a scenario forces drivers to drive extra miles, utilizing extra hours…

计算机视觉与模式识别 · 计算机科学 2026-01-19 ANK Zaman , Prosenjit Chatterjee , Rajat Sharma

In recent years, road accidents have increased significantly. One of the major reasons for these accidents, as reported is driver fatigue. Due to continuous and longtime driving, the driver gets exhausted and drowsy which may lead to an…

计算机视觉与模式识别 · 计算机科学 2017-09-19 Rajat Gupta , Kanishk Aman , Nalin Shiva , Yadvendra Singh

Many road accidents are caused by drowsiness of the driver. While there are methods to detect closed eyes, it is a non-trivial task to detect the gradual process of a driver becoming drowsy. We consider a simple real-time detection system…

计算机视觉与模式识别 · 计算机科学 2021-10-22 Muhammad Fawwaz Yusri , Patrick Mangat , Oliver Wasenmüller

Recently, the scientific progress of Advanced Driver Assistance System solutions (ADAS) has played a key role in enhancing the overall safety of driving. ADAS technology enables active control of vehicles to prevent potentially risky…

信号处理 · 电气工程与系统科学 2023-08-07 Francesco Rundo , Concetto Spampinato , Michael Rundo

Driving in a state of drowsiness is a major cause of road accidents, resulting in tremendous damage to life and property. Developing robust, automatic, real-time systems that can infer drowsiness states of drivers has the potential of…

计算机视觉与模式识别 · 计算机科学 2020-10-22 Ajjen Joshi , Survi Kyal , Sandipan Banerjee , Taniya Mishra

Drowsiness, which is the state when drivers do not have scheduled breaks while traveling long distances, is the main reason behind serious motorway accidents. Accordingly, experts claim that drowsy state is hard to be recognized early…

信号处理 · 电气工程与系统科学 2018-06-20 Mejdi Ben Dkhil , Mohamed Neji , Ali Wali , Adel M. Alimi

Driver Drowsiness is one of the most factors of road accidents, leading to severe injuries and deaths every year. Drowsiness means difficulty staying awake, which can lead to falling asleep. This paper introduces a literature review of…

信号处理 · 电气工程与系统科学 2022-06-16 Ismail Nasri , Mohammed Karrouchi , Kamal Kassmi , Abdelhafid Messaoudi

Road crashes and related forms of accidents are a common cause of injury and death among the human population. According to 2015 data from the World Health Organization, road traffic injuries resulted in approximately 1.25 million deaths…

计算机视觉与模式识别 · 计算机科学 2018-11-06 Rateb Jabbar , Khalifa Al-Khalifa , Mohamed Kharbeche , Wael Alhajyaseen , Mohsen Jafari , Shan Jiang

In this paper, we explore different deep learning based approaches to detect driver fatigue. Drowsy driving results in approximately 72,000 crashes and 44,000 injuries every year in the US and detecting drowsiness and alerting the driver…

计算机视觉与模式识别 · 计算机科学 2021-02-09 Ken Alparslan , Yigit Alparslan , Matthew Burlick

A driver face monitoring system can detect driver fatigue, which is a significant factor in many accidents, using computer vision techniques. In this paper, we present a real-time technique for driver eye state detection. First, the face is…

计算机视觉与模式识别 · 计算机科学 2025-04-22 Deepak Ghimire , Sunghwan Jeong , Sunhong Yoon , Sanghyun Park , Juhwan Choi

Drowsiness driving is a major cause of traffic accidents and thus numerous previous researches have focused on driver drowsiness detection. Many drive relevant factors have been taken into consideration for fatigue detection and can lead to…

计算机视觉与模式识别 · 计算机科学 2020-10-14 Qi Shen , Shengjie Zhao , Rongqing Zhang , Bin Zhang

Driver drowsiness is one of the main causes of road accidents and is recognized as a leading contributor to traffic-related fatalities. However, detecting drowsiness accurately remains a challenging task, especially in real-world settings…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Tran Viet Khoa , Do Hai Son , Mohammad Abu Alsheikh , Yibeltal F Alem , Dinh Thai Hoang

This paper focuses on the challenge of driver safety on the road and presents a novel system for driver drowsiness detection. In this system, to detect the falling sleep state of the driver as the sign of drowsiness, Convolutional Neural…

图像与视频处理 · 电气工程与系统科学 2021-05-31 Maryam Hashemi , Alireza Mirrashid , Aliasghar Beheshti Shirazi

Driver drowsiness increases crash risk, leading to substantial road trauma each year. Drowsiness detection methods have received considerable attention, but few studies have investigated the implementation of a detection approach on a…

计算机视觉与模式识别 · 计算机科学 2019-10-16 Jasper S. Wijnands , Jason Thompson , Kerry A. Nice , Gideon D. P. A. Aschwanden , Mark Stevenson

Drowsy driving represents a major contributor to traffic accidents, and the implementation of driver drowsy driving detection systems has been proven to significantly reduce the occurrence of such accidents. Despite the development of…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Shulei QU , Zhenguo Gao , Xiaoxiao Wu , Yuanyuan Qiu
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