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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

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

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

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

Modern advanced driver-assistance systems analyze the driving performance to gather information about the driver's state. Such systems are able, for example, to detect signs of drowsiness by evaluating the steering or lane keeping behavior…

计算机视觉与模式识别 · 计算机科学 2020-09-29 Mariella Dreissig , Mohamed Hedi Baccour , Tim Schaeck , Enkelejda Kasneci

Traffic accidents, causing millions of deaths and billions of dollars in economic losses each year globally, have become a significant issue. One of the main causes of these accidents is drivers being sleepy or fatigued. Recently, various…

计算机视觉与模式识别 · 计算机科学 2024-07-03 Ali Akin , Habil Kalkan

Computer Vision is considered to be one of the most important areas in research and has focused on developing many applications that has proved to be useful for both research and societal benefits. Today we have been witnessing many of the…

计算机视觉与模式识别 · 计算机科学 2019-12-12 Sannidhan MS , Sunil Kumar Aithal , Abhir Bhandary

The main objective of this work is to detect early if a driver shows symptoms of sleepiness that indicate that he/she is falling asleep and, in that case, generate an alert to wake him/her up. To solve this problem, an application has been…

密码学与安全 · 计算机科学 2022-10-11 Sonia Díaz-Santos , Pino Caballero-Gil

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

One of the major causes of road accidents is driver fatigue that causes thousands of fatalities and injuries every year. This study shows development of a Driver Drowsiness Detection System meant to improve the safety of the road by…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Ashlesha G. Sawant , Shreyash S. Kamble , Raj S. Kanade , Raunak N. Kanugo , Tanishq A. Kapse , Karan A. Bhapse

Drowsiness can put lives of many drivers and workers in danger. It is important to design practical and easy-to-deploy real-world systems to detect the onset of drowsiness.In this paper, we address early drowsiness detection, which can…

计算机视觉与模式识别 · 计算机科学 2019-04-17 Reza Ghoddoosian , Marnim Galib , Vassilis Athitsos

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

The most startling of the contemporary problems is the sleepiness of chauffeur which causes lots of car accidents. Prevention of those impending accidents by detecting and alerting the sleepy chauffeur is vital, otherwise that would lead to…

系统与控制 · 电气工程与系统科学 2025-10-15 Himel Ghosh , Sayak Chatterjee , Antik Ganguly , Shreetama Karmakar , Koushik Sarkar

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

Numerous studies have established the necessity for developing safety equipment to detect drowsiness among vehicle drivers. However, for reliable implementations, such systems must employ dependable sources of stimuli; through…

信号处理 · 电气工程与系统科学 2021-11-08 Ashwin Pillay , Aditya Kale , Raj Anchan , Aniket Bhadricha , Sangeetha Prasanna Ram

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

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

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

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

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
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