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Related papers: Methods and Tools for Monitoring Driver's Behavior

200 papers

Driving is a complex daily activity indicating age and disease related cognitive declines. Therefore, deficits in driving performance compared with ones without mild cognitive impairment (MCI) can reflect changes in cognitive functioning.…

Alertness monitoring in the context of driving improves safety and saves lives. Computer vision based alertness monitoring is an active area of research. However, the algorithms and datasets that exist for alertness monitoring are primarily…

Computer Vision and Pattern Recognition · Computer Science 2022-08-18 Heng Yao , Sanaz Motamedi , Wayne C. W. Giang , Alexandra Kondyli , Eakta Jain

The increasing number of accidents caused by alcohol-impaired driving has prompted the development of integrated safety systems in vehicles to monitor driver behavior and prevent crashes. This paper explores how drivers perceive these…

Human-Computer Interaction · Computer Science 2025-05-30 RoshikNagaSai Patibandla , Ross Greer

Risky drivers account for 70% of fatal accidents in the United States. With recent advances in sensors and intelligent vehicular systems, there has been significant research on assessing driver behavior to improve driving experiences and…

Machine Learning · Computer Science 2023-08-28 Bikram Adhikari

We introduce scenario-based cognitive status identification in older drivers from naturalistic driving videos, leveraging large vision models. In recent times, cognitive decline including Dementia and Mild Cognitive Impairment (MCI), is…

Computer Vision and Pattern Recognition · Computer Science 2026-02-11 Md Zahid Hasan , Guillermo Basulto-Elias , Jun Ha Chang , Shauna Hallmark , Matthew Rizzo , Anuj Sharma , Soumik Sarkar

A traffic monitoring system is an integral part of Intelligent Transportation Systems (ITS). It is one of the critical transportation infrastructures that transportation agencies invest a huge amount of money to collect and analyze the…

Computers and Society · Computer Science 2020-05-04 Myounggyu Won

In light of growing attention of intelligent vehicle systems, we propose developing a driver model that uses a hybrid system formulation to capture the intent of the driver. This model hopes to capture human driving behavior in a way that…

Systems and Control · Computer Science 2015-05-25 Katherine Driggs-Campbell , Ruzena Bajcsy

Both assistant driving and self-driving have attracted a great amount of attention in the last few years. However, the majority of research efforts focus on safe driving; few research has been conducted on in-vehicle climate control, or…

Machine Learning · Computer Science 2020-06-17 Feng Hu

The future of transportation is being shaped by technology, and one revolutionary step in improving road safety is the incorporation of robotic systems into driver monitoring infrastructure. This literature review explores the current…

Robotics · Computer Science 2024-01-30 Farhin Farhad Riya , Shahinul Hoque , Xiaopeng Zhao , Jinyuan Stella Sun

About 30% of all traffic crash fatalities in the United States involve drunk drivers, making the prevention of drunk driving paramount to vehicle safety in the US and other locations which have a high prevalence of driving while under the…

Computer Vision and Pattern Recognition · Computer Science 2023-10-11 Ross Greer , Akshay Gopalkrishnan , Sumega Mandadi , Pujitha Gunaratne , Mohan M. Trivedi , Thomas D. Marcotte

A smart vehicle should be able to monitor the actions and behaviors of the human driver to provide critical warnings or intervene when necessary. Recent advancements in deep learning and computer vision have shown great promise in…

Computer Vision and Pattern Recognition · Computer Science 2023-05-15 Sumit Jha , Mohamed F. Marzban , Tiancheng Hu , Mohamed H. Mahmoud , Naofal Al-Dhahir , Carlos Busso

Road traffic accidents remain a significant global concern, with human error, particularly distracted and impaired driving, among the leading causes. This study introduces a novel driver behaviour classification system that uses external…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Ian Nell , Shane Gilroy

Drivers cognitive and physiological states affect their ability to control their vehicles. Thus, these driver states are important to the safety of automobiles. The design of advanced driver assistance systems (ADAS) or autonomous vehicles…

Signal Processing · Electrical Eng. & Systems 2020-08-31 Ce Zhang , Azim Eskandarian

Given the rapid advance in ITS technologies, future mobility is pointing to vehicular autonomy. However, there is still a long way before full automation, and human intervention is required. This work sheds light on understanding human…

Human-Computer Interaction · Computer Science 2023-12-05 Zheng Xu

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

Manual traffic surveillance can be a daunting task as Traffic Management Centers operate a myriad of cameras installed over a network. Injecting some level of automation could help lighten the workload of human operators performing manual…

Computer Vision and Pattern Recognition · Computer Science 2020-10-06 Vishal Mandal , Abdul Rashid Mussah , Peng Jin , Yaw Adu-Gyamfi

Despite the continual advances in Advanced Driver Assistance Systems (ADAS) and the development of high-level autonomous vehicles (AV), there is a general consensus that for the short to medium term, there is a requirement for a human…

Robotics · Computer Science 2023-10-19 Santiago Gerling Konrad , Julie Stephany Berrio , Mao Shan , Favio Masson , Stewart Worrall

We present a novel approach to automatically identify driver behaviors from vehicle trajectories and use them for safe navigation of autonomous vehicles. We propose a novel set of features that can be easily extracted from car trajectories.…

Robotics · Computer Science 2018-03-19 Ernest Cheung , Aniket Bera , Emily Kubin , Kurt Gray , Dinesh Manocha

Assessing the driver's attention and detecting various hazardous and non-hazardous events during a drive are critical for driver's safety. Attention monitoring in driving scenarios has mostly been carried out using vision (camera-based)…

Human-Computer Interaction · Computer Science 2019-05-07 Siddharth , Mohan M. Trivedi

Driving is a daily routine for many individuals across the globe. This paper presents the configuration and methodologies used to transform a vehicle into a connected ecosystem capable of assessing driver physiology. We integrated an array…

Human-Computer Interaction · Computer Science 2023-09-11 Rodrigo Ordonez-Hurtado , Bo Wen , Nicholas Barra , Ryan Vimba , Sergio Cabrero-Barros , Sergiy Zhuk , Jeffrey L. Rogers
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