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Related papers: Real-Time Detection of Drowsiness Among Vehicle Dr…

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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

Detecting driver drowsiness reliably is crucial for enhancing road safety and supporting advanced driver assistance systems (ADAS). We introduce the Eyelid Angle (ELA), a novel, reproducible metric of eye openness derived from 3D facial…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Mathis Wolter , Julie Stephany Berrio Perez , Mao Shan

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…

Computer Vision and Pattern Recognition · Computer Science 2025-08-19 Tran Viet Khoa , Do Hai Son , Mohammad Abu Alsheikh , Yibeltal F Alem , Dinh Thai Hoang

Cybersickness can be characterized by nausea, vertigo, headache, eye strain, and other discomforts when using virtual reality (VR) systems. The previously reported machine learning (ML) and deep learning (DL) algorithms for detecting…

Human-Computer Interaction · Computer Science 2022-09-13 Ripan Kumar Kundu , Rifatul Islam , Prasad Calyam , Khaza Anuarul Hoque

Abnormal driver states, particularly have been major concerns for road safety, emphasizing the importance of accurate drowsiness detection to prevent accidents. Electroencephalogram (EEG) signals are recognized for their effectiveness in…

Signal Processing · Electrical Eng. & Systems 2023-12-18 Dong-Young Kim , Dong-Kyun Han , Seo-Hyeon Park , Geun-Deok Jang , Seong-Whan Lee

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

Driving under the influence of alcohol is a widespread phenomenon in the US where it is considered a major cause of fatal accidents. In this research we present a novel approach and concept for detecting intoxication from motion differences…

Human-Computer Interaction · Computer Science 2016-12-16 Ben Nassi , Lior Rokach , Yuval Elovici

There are many important regression problems in real-world brain-computer interface (BCI) applications, e.g., driver drowsiness estimation from EEG signals. This paper considers offline analysis: given a pool of unlabeled EEG epochs…

Machine Learning · Computer Science 2020-03-31 Dongrui Wu , Vernon J. Lawhern , Stephen Gordon , Brent J. Lance , Chin-Teng Lin

In this study, we present a comprehensive public dataset for driver drowsiness detection, integrating multimodal signals of facial, behavioral, and biometric indicators. Our dataset includes 3D facial video using a depth camera, IR camera…

Computer Vision and Pattern Recognition · Computer Science 2025-07-21 Morteza Bodaghi , Majid Hosseini , Raju Gottumukkala , Ravi Teja Bhupatiraju , Iftikhar Ahmad , Moncef Gabbouj

Globally, motorcycles attract vast and varied users. However, since the rate of severe injury and fatality in motorcycle accidents far exceeds passenger car accidents, efforts have been directed toward increasing passive safety systems.…

Machine Learning · Computer Science 2024-03-15 Philipp Rodegast , Steffen Maier , Jonas Kneifl , Jörg Fehr

Distracted driving continues to be a significant cause of road traffic injuries and fatalities worldwide, even with advancements in driver monitoring technologies. Recent developments in machine learning (ML) and deep learning (DL) have…

Computer Vision and Pattern Recognition · Computer Science 2025-05-06 Anthony Dontoh , Stephanie Ivey , Logan Sirbaugh , Andrews Danyo , Armstrong Aboah

On board monitoring of the alertness level of an automotive driver has been a challenging research in transportation safety and management. In this paper, we propose a robust real time embedded platform to monitor the loss of attention of…

Computer Vision and Pattern Recognition · Computer Science 2015-05-15 Anirban Dasgupta , Anjith George , S. L. Happy , Aurobinda Routray

Drowsy driving has a crucial influence on driving safety, creating an urgent demand for driver drowsiness detection. Electroencephalogram (EEG) signal can accurately reflect the mental fatigue state and thus has been widely studied in…

Signal Processing · Electrical Eng. & Systems 2023-05-01 Xinliang Zhou , Dan Lin , Ziyu Jia , Jiaping Xiao , Chenyu Liu , Liming Zhai , Yang Liu

The last decade's market has been characterized by wearable devices, mainly smartwatches, edge, and cloud computing. A possible application of these technologies is to improve the safety of dangerous activities, especially driving motor…

Emerging Technologies · Computer Science 2023-09-22 Jacopo Sini , Luigi Pugliese , Sara Groppo , Michele Guagnano , Massimo Violante

Road traffic accidents remain a significant global concern, with the majority attributed to human factors such as driver distraction and fatigue. This study proposes a camera-based approach to derive useful indicators to assess driver…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Carmelo Scribano , Giovanni Cappelletti , Elia Giacobazzi , Giorgia Franchini , Paolo Burgio , Marko Bertogna

Burnout is an occupational syndrome that, like many other professions, affects the majority of software engineers. Past research studies showed important trends, including an increasing use of machine learning techniques to allow for an…

Software Engineering · Computer Science 2026-03-25 Tien Rahayu Tulili , Ayushi Rastogi , Andrea Capiluppi

With the enrichment of smartphones, driving distractions caused by phone usages have become a threat to driving safety. A promising way to mitigate driving distractions is to detect them and give real-time safety warnings. However, existing…

Machine Learning · Computer Science 2021-03-16 Chen Chai , Juanwu Lu , Xuan Jiang , Xiupeng Shi , Zeng Zeng

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…

Signal Processing · Electrical Eng. & Systems 2023-08-07 Francesco Rundo , Concetto Spampinato , Michael Rundo

This paper proposes a methodology of model predictive control for alleviating shallow drowsiness of office workers and thus improving their productivity. The methodology is based on dynamically scheduling setting values for air conditioning…

Signal Processing · Electrical Eng. & Systems 2021-04-22 Takuma Kogo , Masanori Tsujikawa , Yukihiro Kiuchi , Atsushi Nishino , Satoshi Hashimoto

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