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Driver distraction causes a significant number of traffic accidents every year, resulting in economic losses and casualties. Currently, the level of automation in commercial vehicles is far from completely unmanned, and drivers still play…

计算机视觉与模式识别 · 计算机科学 2023-07-14 Yingzhi Zhang , Taiguo Li , Chao Li , Xinghong Zhou

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

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…

计算机视觉与模式识别 · 计算机科学 2026-02-11 Md Zahid Hasan , Guillermo Basulto-Elias , Jun Ha Chang , Shauna Hallmark , Matthew Rizzo , Anuj Sharma , Soumik Sarkar

This article presents a synthetic distracted driving (SynDD2 - a continuum of SynDD1) dataset for machine learning models to detect and analyze drivers' various distracted behavior and different gaze zones. We collected the data in a…

计算机视觉与模式识别 · 计算机科学 2023-04-11 Mohammed Shaiqur Rahman , Jiyang Wang , Senem Velipasalar Gursoy , David Anastasiu , Shuo Wang , Anuj Sharma

Mobility in urban and interurban areas, mainly by cars, is a day-to-day activity of many people. However, some of its main drawbacks are traffic jams and accidents. Newly made vehicles have pre-installed driving evaluation systems, which…

人机交互 · 计算机科学 2026-04-17 Oscar Romero , Aika Silveira Miura , Lorena Parra , Jaime Lloret

License Plate Recognition (LPR) plays an important role on the traffic monitoring and parking management. A robust and efficient method for enhancing accuracy of license plate characters recognition based on K Nearest Neighbours (K-NN)…

计算机视觉与模式识别 · 计算机科学 2014-09-17 Reza Azad , Hamid Reza Shayegh , Hamed Amiri

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.…

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…

人机交互 · 计算机科学 2016-12-16 Ben Nassi , Lior Rokach , Yuval Elovici

In this paper, a novel dual-sensing driver fatigue detection method combining computer vision and physiological signal analysis is proposed. The system exploits the complementary advantages of the two sensing modalities and breaks through…

计算机视觉与模式识别 · 计算机科学 2025-05-26 Leon C. C. K , Zeng Hui

According to the World Health Organization, distracted driving is one of the leading cause of motor accidents and deaths in the world. In our study, we tackle the problem of distracted driving by aiming to build a robust multi-class…

计算机视觉与模式识别 · 计算机科学 2020-06-25 Nikka Mofid , Jasmine Bayrooti , Shreya Ravi

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…

新兴技术 · 计算机科学 2023-09-22 Jacopo Sini , Luigi Pugliese , Sara Groppo , Michele Guagnano , Massimo Violante

Cars can nowadays record several thousands of signals through the CAN bus technology and potentially provide real-time information on the car, the driver and the surrounding environment. This paper proposes a new method for the analysis and…

Driver identification is a momentous field of modern decorated vehicles in the controller area network (CAN-BUS) perspective. Many conventional systems are used to identify the driver. One step ahead, most of the researchers use sensor data…

机器学习 · 计算机科学 2022-07-25 Md. Abbas Ali Khan , Mphammad Hanif Ali , AKM Fazlul Haque , Md. Tarek Habib

A micro-sleep is a short sleep that lasts from 1 to 30 secs. Its detection during driving is crucial to prevent accidents that could claim a lot of people's lives. Electroencephalogram (EEG) is suitable to detect micro-sleep because EEG was…

机器学习 · 计算机科学 2020-12-11 Young-Seok Kweon , Gi-Hwan Shin , Heon-Gyu Kwak , Minji Lee

Effective driving style analysis is critical to developing human-centered intelligent driving systems that consider drivers' preferences. However, the approaches and conclusions of most related studies are diverse and inconsistent because…

机器人学 · 计算机科学 2024-06-13 Chaopeng Zhang , Wenshuo Wang , Zhaokun Chen , Junqiang Xi

We present a straightforward statistical test to detect certain violations of the assumption that the data are Independent and Identically Distributed (IID). The specific form of violation considered is common across real-world…

机器学习 · 计算机科学 2023-05-26 Jesse Cummings , Elías Snorrason , Jonas Mueller

From SAE Level 3 of automation onwards, drivers are allowed to engage in activities that are not directly related to driving during their travel. However, in level 3, a misunderstanding of the capabilities of the system might lead drivers…

机器人学 · 计算机科学 2025-03-28 Mohamed Sabry , Walter Morales-Alvarez , Cristina Olaverri-Monreal

For EEG-based drowsiness recognition, it is desirable to use subject-independent recognition since conducting calibration on each subject is time-consuming. In this paper, we propose a novel Convolutional Neural Network (CNN)-Long…

神经与进化计算 · 计算机科学 2021-12-22 Jian Cui , Zirui Lan , Tianhu Zheng , Yisi Liu , Olga Sourina , Lipo Wang , Wolfgang Müller-Wittig

To improve driving safety and avoid car accidents, Advanced Driver Assistance Systems (ADAS) are given significant attention. Recent studies have focused on predicting driver intention as a key part of these systems. In this study, we…

计算机视觉与模式识别 · 计算机科学 2021-06-02 Mahdi Bonyani , Mina Rahmanian , Simindokht Jahangard

Poor roads are a major issue for cars, drivers, and pedestrians since they are a major cause of vehicle damage and can occasionally be quite dangerous for both groups of people (pedestrians and drivers), this makes road surface condition…

机器学习 · 计算机科学 2024-05-28 Makgotso Jacqueline Maotwana
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