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Since 2014, the California Department of Motor Vehicles (CDMV) has compiled information from manufacturers of autonomous vehicles (AVs) regarding factors that lead to the disengagement from autonomous driving mode in these vehicles. These…

Artificial Intelligence · Computer Science 2024-08-02 Tyler Ward

Artificial intelligence (AI) systems have become increasingly common and the trend will continue. Examples of AI systems include autonomous vehicles (AV), computer vision, natural language processing, and AI medical experts. To allow for…

Artificial Intelligence · Computer Science 2021-02-04 Yili Hong , Jie Min , Caleb B. King , William Q. Meeker

With safety being one of the primary motivations for developing automated vehicles (AVs), extensive field and simulation tests are being carried out to ensure AVs can operate safely on roadways. Since 2014, the California DMV has been…

Applications · Statistics 2021-02-15 Yu Song , Madhav V. Chitturi , David A. Noyce

Proprietary Autonomous Driving Systems are typically evaluated through disengagements, unplanned manual interventions to alter vehicle behavior, as annually reported by the California Department of Motor Vehicles. However, the real-world…

Robotics · Computer Science 2026-03-24 Marvin Seegert , Christian Oefinger , Korbinian Moller , Christoph Bank , Johannes Betz

Autonomous electric vehicles (AEVs) hold great promise for the future of automotive engineering, but safety remains a significant challenge in their development and commercialization. Therefore, conducting a comprehensive analysis of AEV…

Systems and Control · Electrical Eng. & Systems 2023-06-21 Qasim Ajao , Olukotun Oludamilare

This study investigates disengagements of Remote Driving Systems (RDS) based on interventions by an in-vehicle Safety Drivers (SD) in real-world Operational Design Domains (ODD) with a focus on Remote Driver (RD) performance during their…

Systems and Control · Electrical Eng. & Systems 2025-10-21 Ole Hans , Jürgen Adamy

A better understanding of automation disengagements can impact the safety and efficiency of automated systems. This study investigates the factors contributing to driver- and system-initiated disengagements by analyzing semi-structured…

Human-Computer Interaction · Computer Science 2023-09-20 Sina Nordhoff , Joost De Winter

Autonomous Vehicle (AV) technology is advancing rapidly, promising a significant shift in road transportation safety and potentially resolving various complex transportation issues. With the increasing deployment of AVs by various…

Multiagent Systems · Computer Science 2023-12-11 Ahmed Abdelrahman

With the increasing presence of automated vehicles on open roads under driver supervision, disengagement cases are becoming more prevalent. While some data-driven planning systems attempt to directly utilize these disengagement cases for…

Robotics · Computer Science 2025-06-23 Weitao Zhou , Bo Zhang , Zhong Cao , Xiang Li , Qian Cheng , Chunyang Liu , Yaqin Zhang , Diange Yang

Autonomous driving has shown great potential to reform modern transportation. Yet its reliability and safety have drawn a lot of attention and concerns. Compared with traditional software systems, autonomous driving systems (ADSs) often use…

Software Engineering · Computer Science 2022-09-26 Guannan Lou , Yao Deng , Xi Zheng , Mengshi Zhang , Tianyi Zhang

Recent advances in Deep Neural Networks (DNNs) have led to the development of DNN-driven autonomous cars that, using sensors like camera, LiDAR, etc., can drive without any human intervention. Most major manufacturers including Tesla, GM,…

Software Engineering · Computer Science 2018-03-21 Yuchi Tian , Kexin Pei , Suman Jana , Baishakhi Ray

Student engagement is an important factor in meeting the goals of virtual learning programs. Automatic measurement of student engagement provides helpful information for instructors to meet learning program objectives and individualize…

Computer Vision and Pattern Recognition · Computer Science 2023-02-07 Ali Abedi , Shehroz S. Khan

The rapid advancement of Autonomous Vehicles (AVs), exemplified by companies like Waymo and Cruise offering 24/7 paid taxi services, highlights the paramount importance of ensuring AVs' compliance with various policies, such as safety…

Software Engineering · Computer Science 2024-01-22 Ziwen Wan , Yuqi Huai , Yuntianyi Chen , Joshua Garcia , Qi Alfred Chen

For future human-autonomous vehicle (AV) interactions to be effective and smooth, human-aware systems that analyze and align human needs with automation decisions are essential. Achieving this requires systems that account for human…

Artificial Intelligence · Computer Science 2025-05-22 Zahra Zahedi , Shashank Mehrotra , Teruhisa Misu , Kumar Akash

With the growing technological advances in autonomous driving, the transport industry and research community seek to determine the impact that autonomous vehicles (AV) will have on consumers, as well as identify the different factors that…

Human-Computer Interaction · Computer Science 2022-01-11 Walter Morales Alvarez , Nikita Smirnov , Elmar Matthes , Cristina Olaverri-Monreal

The automotive industry has witnessed an increasing level of development in the past decades; from manufacturing manually operated vehicles to manufacturing vehicles with a high level of automation. With the recent developments in…

Human-Computer Interaction · Computer Science 2021-11-11 Daniel Omeiza , Helena Webb , Marina Jirotka , Lars Kunze

One of the most exciting technology breakthroughs in the last few years has been the rise of deep learning. State-of-the-art deep learning models are being widely deployed in academia and industry, across a variety of areas, from image…

Machine Learning · Computer Science 2019-06-25 Kanwar Bharat Singh , Mustafa Ali Arat

Artificial intelligence (AI) technology has become increasingly prevalent and transforms our everyday life. One important application of AI technology is the development of autonomous vehicles (AV). However, the reliability of an AV needs…

Applications · Statistics 2023-12-04 Simin Zheng , Lu Lu , Yili Hong , Jian Liu

Idling vehicle detection (IVD) can be helpful in monitoring and reducing unnecessary idling and can be integrated into real-time systems to address the resulting pollution and harmful products. The previous approach [13], a non-end-to-end…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 Xiwen Li , Rehman Mohammed , Tristalee Mangin , Surojit Saha , Ross T Whitaker , Kerry E. Kelly , Tolga Tasdizen

Autonomous systems are becoming increasingly prevalent in new vehicles. Due to their environmental friendliness and their remarkable capability to significantly enhance road safety, these vehicles have gained widespread recognition and…

Robotics · Computer Science 2025-07-04 Reem Alhabib , Poonam Yadav
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