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With the automotive industry transitioning towards conditionally automated driving, takeover warning systems are crucial for ensuring safe collaborative driving between users and semi-automated vehicles. However, previous work has focused…

As the automotive world moves toward higher levels of driving automation, Level 3 automated driving represents a critical juncture. In Level 3 driving, vehicles can drive alone under limited conditions, but drivers are expected to be ready…

Human-Computer Interaction · Computer Science 2024-02-19 Patrick Ebel

The advent of autonomous driving systems promises to transform transportation by enhancing safety, efficiency, and comfort. As these technologies evolve toward higher levels of autonomy, the need for integrated systems that seamlessly…

Robotics · Computer Science 2025-08-19 Yousra Shleibik , Jordan Sinclair , Kerstin Haring

Situation awareness (SA) is generally considered as the perception, understanding, and projection of objects' properties and positions. We believe if the system can sense drivers' SA, it can appropriately provide warnings for objects that…

Human-Computer Interaction · Computer Science 2021-11-02 Haibei Zhu , Teruhisa Misu , Sujitha Martin , Xingwei Wu , Kumar Akash

Semi-autonomous driving, as it is already available today and will eventually become even more accessible, implies the need for driver and automation system to reliably work together in order to ensure safe driving. A particular challenge…

Artificial Intelligence · Computer Science 2023-08-31 Jakob Suchan , Jan-Patrick Osterloh

When automated driving systems encounter complex situations beyond their operational capabilities, they issue takeover requests, prompting drivers to resume vehicle control and return to the driving loop as a critical safety backup.…

Human-Computer Interaction · Computer Science 2025-08-01 Kexin Liang , Jan Luca Kästle , Bani Anvari , Simeon C. Calvert , J. W. C. van Lint

Although partially autonomous driving (AD) systems are already available in production vehicles, drivers are still required to maintain a sufficient level of situational awareness (SA) during driving. Previous studies have shown that…

Human-Computer Interaction · Computer Science 2023-04-17 Xiaofeng Gao , Xingwei Wu , Samson Ho , Teruhisa Misu , Kumar Akash

Driver assistance systems, also called automated driving systems, allow drivers to immerse themselves in non-driving-related tasks. Unfortunately, drivers may not trust the automated driving system, which prevents either handing over the…

Human-Computer Interaction · Computer Science 2019-03-14 Luke Petersen , Lionel Robert , X. Jessie Yang , Dawn M. Tilbury

With the growing deployment of Vision-Language Models (VLMs) in real-world applications, previously overlooked safety risks are becoming increasingly evident. In particular, seemingly innocuous multimodal inputs can combine to reveal…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Youngjin Na , Sangheon Jeong , Youngwan Lee , Jian Lee , Dawoon Jeong , Youngman Kim

Maintaining adequate situation awareness (SA) is crucial for the safe operation of conditionally automated vehicles (AVs), which requires drivers to regain control during takeover (TOR) events. This study developed a predictive model for…

Human-Computer Interaction · Computer Science 2024-05-14 Lilit Avetisyan , X. Jessie Yang , Feng Zhou

A key factor to optimal acceptance and comfort of automated vehicle features is the driving style. Mismatches between the automated and the driver preferred driving styles can make users take over more frequently or even disable the…

Human-Computer Interaction · Computer Science 2023-04-17 Zhaobo K. Zheng , Kumar Akash , Teruhisa Misu , Vidya Krishmoorthy , Miaomiao Dong , Yuni Lee , Gaojian Huang

The car-to-driver handover is a critically important component of safe autonomous vehicle operation when the vehicle is unable to safely proceed on its own. Current implementations of this handover in automobiles take the form of a generic…

Robotics · Computer Science 2020-05-12 Aaquib Tabrez , Matthew B. Luebbers , Bradley Hayes

This paper presents a process for coordinating stakeholders in their consideration of performance indicators and respective interface requirements for automated vehicles. These performance indicators are obtained and processed based on the…

Software Engineering · Computer Science 2026-03-23 Richard Schubert , Marvin Loba , Alexander Blödel , David Klüner , Alexandru Kampmann , Steven Peters

In SAE Level 3 automated driving, taking over control from automation raises significant safety concerns because drivers out of the vehicle control loop have difficulty negotiating takeover transitions. Existing studies on takeover…

Human-Computer Interaction · Computer Science 2020-10-08 Na Du , X. Jessie Yang , Feng Zhou

Prior to realizing fully autonomous driving, human intervention will be required periodically to guarantee vehicle safety. This fact poses a new challenge in human-machine interaction, particularly during control authority transition from…

Systems and Control · Electrical Eng. & Systems 2020-03-02 Chen Lv , Yutong Li , Yang Xing , Chao Huang , Dongpu Cao , Yifan Zhao , Yahui Liu

Level 3 automated driving systems (ADS) have attracted significant attention and are being commercialized. A level 3 ADS prompts the driver to take control by issuing a request to intervene (RtI) when its operational design domains (ODD)…

Human-Computer Interaction · Computer Science 2026-04-22 Ryuji Matsuo , Hailong Liu , Toshihiro Hiraoka , Takahiro Wada

Situation awareness (SA) is critical to improving takeover performance during the transition period from automated driving to manual driving. Although many studies measured SA during or after the driving task, few studies have attempted to…

Human-Computer Interaction · Computer Science 2021-03-30 Feng Zhou , X. Jessie Yang , Joost de Winter

In vehicles with partial or conditional driving automation (SAE Levels 2-3), the driver remains responsible for supervising the system and responding to take-over requests. Therefore, reliable driver monitoring is essential for safe…

Human-Computer Interaction · Computer Science 2026-04-14 David Puertas-Ramirez , Raul Fernandez-Matellan , David Martin Gomez , Jesus G. Boticario

In this work, we use the communication of intent as a means to facilitate cooperation between autonomous vehicle agents. Generally speaking, intents can be any reliable information about its future behavior that a vehicle communicates with…

Robotics · Computer Science 2023-09-26 Nishtha Mahajan , Qi Zhang

While intelligence of autonomous vehicles (AVs) has significantly advanced in recent years, accidents involving AVs suggest that these autonomous systems lack gracefulness in driving when interacting with human drivers. In the setting of a…

Robotics · Computer Science 2019-01-30 Yi Ren , Steven Elliott , Yiwei Wang , Yezhou Yang , Wenlong Zhang
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