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The study and modeling of driver's gaze dynamics is important because, if and how the driver is monitoring the driving environment is vital for driver assistance in manual mode, for take-over requests in highly automated mode and for…

计算机视觉与模式识别 · 计算机科学 2018-02-02 Sujitha Martin , Sourabh Vora , Kevan Yuen , Mohan M. Trivedi

To further advance driver monitoring and assistance systems, it is important to understand how drivers allocate their attention, in other words, where do they tend to look and why. Traditionally, factors affecting human visual attention…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Iuliia Kotseruba , John K. Tsotsos

Driver gaze plays an important role in different gaze-based applications such as driver attentiveness detection, visual distraction detection, gaze behavior understanding, and building driver assistance system. The main objective of this…

计算机视觉与模式识别 · 计算机科学 2024-02-22 Pavan Kumar Sharma , Pranamesh Chakraborty

In this simulator study, we investigate how gaze parameters reflect driver cognitive distraction under varying traffic conditions and adaptive cruise control (ACC) use. Participants completed six driving scenarios that combined two levels…

人机交互 · 计算机科学 2025-08-15 Anaïs Halin , Adrien Deliège , Christel Devue , Marc Van Droogenbroeck

In order to increase road safety, among the visual and manual distractions, modern intelligent vehicles need also to detect cognitive distracted driving (i.e., the drivers mind wandering). In this study, the influence of cognitive processes…

人机交互 · 计算机科学 2021-06-17 Antonyo Musabini , Mounsif Chetitah

The relationship between a driver's glance pattern and corresponding head rotation is highly complex due to its nonlinear dependence on the individual, task, and driving context. This study explores the ability of head pose to serve as an…

其他计算机科学 · 计算机科学 2018-02-21 Joonbum Lee , Mauricio Muñoz , Lex Fridman , Trent Victor , Bryan Reimer , Bruce Mehler

Despite the advent of autonomous cars, it's likely - at least in the near future - that human attention will still maintain a central role as a guarantee in terms of legal responsibility during the driving task. In this paper we study the…

计算机视觉与模式识别 · 计算机科学 2017-05-10 Andrea Palazzi , Francesco Solera , Simone Calderara , Stefano Alletto , Rita Cucchiara

Advanced automotive active-safety systems, in general, and autonomous vehicles, in particular, rely heavily on visual data to classify and localize objects such as pedestrians, traffic signs and lights, and other nearby cars, to assist the…

计算机视觉与模式识别 · 计算机科学 2021-02-17 Mazin Hnewa , Hayder Radha

Accurate prediction of drivers' gaze is an important component of vision-based driver monitoring and assistive systems. Of particular interest are safety-critical episodes, such as performing maneuvers or crossing intersections. In such…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Iuliia Kotseruba , John K. Tsotsos

This study aims to explore the dynamics of driver attention to various zones, including the road, the central mirror, the embedded Human-Machine Interface (HMI), and the speedometer, across different driving modes in AVs. The integration of…

新兴技术 · 计算机科学 2026-02-05 Yuan Cai , Mustafa Demir , Farzan Sasangohar , Mohsen Zare

Vehicles with a safety function for anticipating crashes in advance can enhance drivers' ability to avoid crashes. As dashboard cameras have become a low-cost sensor device accessible to almost every vehicle, deep neural networks for crash…

人机交互 · 计算机科学 2022-11-11 Yu Li , Muhammad Monjurul Karim , Ruwen Qin

Distracted drivers are dangerous drivers. Equipping advanced driver assistance systems (ADAS) with the ability to detect driver distraction can help prevent accidents and improve driver safety. In order to detect driver distraction, an ADAS…

计算机视觉与模式识别 · 计算机科学 2021-11-10 Sandipan Banerjee , Ajjen Joshi , Jay Turcot , Bryan Reimer , Taniya Mishra

Driving is a routine activity for many, but it is far from simple. Drivers deal with multiple concurrent tasks, such as keeping the vehicle in the lane, observing and anticipating the actions of other road users, reacting to hazards, and…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Iuliia Kotseruba , John K. Tsotsos

Automated estimation of the allocation of a driver's visual attention may be a critical component of future Advanced Driver Assistance Systems. In theory, vision-based tracking of the eye can provide a good estimate of gaze location. In…

计算机视觉与模式识别 · 计算机科学 2016-03-02 Lex Fridman , Philipp Langhans , Joonbum Lee , Bryan Reimer

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

Accurate accident anticipation remains challenging when driver cognition and dynamic road conditions are underrepresented in predictive models. In this paper, we propose CAMERA (Context-Aware Multi-modal Enhanced Risk Anticipation), a…

计算工程、金融与科学 · 计算机科学 2025-07-17 Jiaxun Zhang , Haicheng Liao , Yumu Xie , Chengyue Wang , Yanchen Guan , Bin Rao , Zhenning Li

Mobile gaze tracking involves inferring a user's gaze point or direction on a mobile device's screen from facial images captured by the device's front camera. While this technology inspires an increasing number of gaze-interaction…

人机交互 · 计算机科学 2025-05-30 Yaxiong Lei , Yuheng Wang , Fergus Buchanan , Mingyue Zhao , Yusuke Sugano , Shijing He , Mohamed Khamis , Juan Ye

Hand pointing and eye gaze have been extensively investigated in automotive applications for object selection and referencing. Despite significant advances, existing outside-the-vehicle referencing methods consider these modalities…

人机交互 · 计算机科学 2021-01-13 Amr Gomaa , Guillermo Reyes , Alexandra Alles , Lydia Rupp , Michael Feld

Research studies have shown that a large proportion of hazards remain unrecognized, which expose construction workers to unanticipated safety risks. Recent studies have also found that a strong correlation exists between viewing patterns of…

计算机视觉与模式识别 · 计算机科学 2019-02-05 Idris Jeelani , Khashayar Asadi , Hariharan Ramshankar , Kevin Han , Alex Albert

Accurate, robust, inexpensive gaze tracking in the car can help keep a driver safe by facilitating the more effective study of how to improve (1) vehicle interfaces and (2) the design of future Advanced Driver Assistance Systems. In this…

计算机视觉与模式识别 · 计算机科学 2016-11-22 Lex Fridman , Joonbum Lee , Bryan Reimer , Trent Victor
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