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Related papers: Towards a new system for drowsiness detection base…

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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…

Signal Processing · Electrical Eng. & Systems 2018-06-20 Mejdi Ben Dkhil , Mohamed Neji , Ali Wali , Adel M. Alimi

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…

Computer Vision and Pattern Recognition · Computer Science 2021-10-22 Muhammad Fawwaz Yusri , Patrick Mangat , Oliver Wasenmüller

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,…

Machine Learning · Computer Science 2023-03-14 Jagbeer Singh , Ritika Kanojia , Rishika Singh , Rishita Bansal , Sakshi Bansal

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…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Ashlesha G. Sawant , Shreyash S. Kamble , Raj S. Kanade , Raunak N. Kanugo , Tanishq A. Kapse , Karan A. Bhapse

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…

Computer Vision and Pattern Recognition · Computer Science 2020-09-29 Mariella Dreissig , Mohamed Hedi Baccour , Tim Schaeck , Enkelejda Kasneci

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…

Computer Vision and Pattern Recognition · Computer Science 2024-06-25 Sandeep Singh Sengar , Aswin Kumar , Owen Singh

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…

Computer Vision and Pattern Recognition · Computer Science 2024-07-03 Ali Akin , Habil Kalkan

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…

Computer Vision and Pattern Recognition · Computer Science 2020-10-22 Ajjen Joshi , Survi Kyal , Sandipan Banerjee , Taniya Mishra

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…

Computer Vision and Pattern Recognition · Computer Science 2025-04-22 Deepak Ghimire , Sunghwan Jeong , Sunhong Yoon , Sanghyun Park , Juhwan Choi

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…

Image and Video Processing · Electrical Eng. & Systems 2021-05-31 Maryam Hashemi , Alireza Mirrashid , Aliasghar Beheshti Shirazi

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…

Computer Vision and Pattern Recognition · Computer Science 2019-12-12 Sannidhan MS , Sunil Kumar Aithal , Abhir Bhandary

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…

Signal Processing · Electrical Eng. & Systems 2022-06-16 Ismail Nasri , Mohammed Karrouchi , Kamal Kassmi , Abdelhafid Messaoudi

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…

Computer Vision and Pattern Recognition · Computer Science 2026-01-19 ANK Zaman , Prosenjit Chatterjee , Rajat Sharma

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…

Systems and Control · Electrical Eng. & Systems 2025-10-15 Himel Ghosh , Sayak Chatterjee , Antik Ganguly , Shreetama Karmakar , Koushik Sarkar

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…

Computer Vision and Pattern Recognition · Computer Science 2017-09-19 Rajat Gupta , Kanishk Aman , Nalin Shiva , Yadvendra Singh

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…

Computer Vision and Pattern Recognition · Computer Science 2021-02-09 Ken Alparslan , Yigit Alparslan , Matthew Burlick

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…

Computer Vision and Pattern Recognition · Computer Science 2024-08-13 Varun Shiva Krishna Rupani , Velpooru Venkata Sai Thushar , Kondadi Tejith

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…

Cryptography and Security · Computer Science 2022-10-11 Sonia Díaz-Santos , Pino Caballero-Gil

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…

Computer Vision and Pattern Recognition · Computer Science 2018-11-06 Rateb Jabbar , Khalifa Al-Khalifa , Mohamed Kharbeche , Wael Alhajyaseen , Mohsen Jafari , Shan Jiang

Driver drowsiness remains a critical factor in road accidents, accounting for thousands of fatalities and injuries each year. This paper presents a comprehensive evaluation of real-time, non-intrusive drowsiness detection methods, focusing…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Dilshara Herath , Chinthaka Abeyrathne , Prabhani Jayaweera
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