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The primary focus of autonomous driving research is to improve driving accuracy. While great progress has been made, state-of-the-art algorithms still fail at times. Such failures may have catastrophic consequences. It therefore is…

Computer Vision and Pattern Recognition · Computer Science 2018-05-07 Simon Hecker , Dengxin Dai , Luc Van Gool

Advances in the field of environment perception for automated agents have resulted in an ongoing increase in generated sensor data. The available computational resources to process these data are bound to become insufficient for real-time…

Robotics · Computer Science 2022-07-27 Matti Henning , Michael Buchholz , Klaus Dietmayer

Detecting other agents and forecasting their behavior is an integral part of the modern robotic autonomy stack, especially in safety-critical scenarios entailing human-robot interaction such as autonomous driving. Due to the importance of…

Robotics · Computer Science 2021-10-08 Boris Ivanovic , Marco Pavone

Automated driving systems (ADSs) promise a safe, comfortable and efficient driving experience. However, fatalities involving vehicles equipped with ADSs are on the rise. The full potential of ADSs cannot be realized unless the robustness of…

Robotics · Computer Science 2020-04-06 Ekim Yurtsever , Jacob Lambert , Alexander Carballo , Kazuya Takeda

Already today, driver assistance systems help to make daily traffic more comfortable and safer. However, there are still situations that are quite rare but are hard to handle at the same time. In order to cope with these situations and to…

Robotics · Computer Science 2021-01-13 Florian Wirthmüller , Marvin Klimke , Julian Schlechtriemen , Jochen Hipp , Manfred Reichert

Automation systems are increasingly being used in dynamic and various operating conditions. With higher flexibility demands, they need to promptly respond to surrounding dynamic changes by adapting their operation. Context information…

Software Engineering · Computer Science 2022-07-12 Nada Sahlab , Nasser Jazdi , Michael Weyrich

In conditionally automated driving, drivers have difficulty in takeover transitions as they become increasingly decoupled from the operational level of driving. Factors influencing takeover performance, such as takeover lead time and the…

Human-Computer Interaction · Computer Science 2020-01-15 Na Du , Feng Zhou , Elizabeth Pulver , Dawn M. Tilbury , Lionel P. Robert , Anuj K. Pradhan , X. Jessie Yang

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

Social media data has been increasingly used to facilitate situational awareness during events and emergencies such as natural disasters. While researchers have investigated several methods to summarize, visualize or mine the data for…

Social and Information Networks · Computer Science 2019-09-17 Luke S. Snyder , Morteza Karimzadeh , Christina Stober , David S. Ebert

Advanced driver assistance systems have successfully reduced drivers' workloads and increased safety. On the other hand, the excessive use of such systems can impede the development of driving skills. However, there exist collaborative…

Human-Computer Interaction · Computer Science 2019-07-02 Takahiro Wada

This paper presents a pioneering exploration into the integration of fine-grained human supervision within the autonomous driving domain to enhance system performance. The current advances in End-to-End autonomous driving normally are…

Robotics · Computer Science 2024-08-21 Yiqun Duan , Zhuoli Zhuang , Jinzhao Zhou , Yu-Cheng Chang , Yu-Kai Wang , Chin-Teng Lin

As automated driving technology advances, the role of the driver to resume control of the vehicle in conditionally automated vehicles becomes increasingly critical. In the SAE Level 3 or partly automated vehicles, the driver needs to be…

Computer Vision and Pattern Recognition · Computer Science 2024-01-23 Mostafa Kazemi , Mahdi Rezaei , Mohsen Azarmi

Current technologies are unable to produce massively deployable, fully autonomous vehicles that do not require human intervention. Such technological limitations are projected to persist for decades. Therefore, roadway scenarios requiring a…

Applications · Statistics 2021-07-02 David Ríos Insua , William N. Caballero , Roi Naveiro

In conditionally automated vehicles, drivers can engage in secondary activities while traveling to their destination. However, drivers are required to appropriately respond, in a limited amount of time, to a take-over request when the…

Human-Computer Interaction · Computer Science 2018-03-15 Daniele Sportillo , Alexis Paljic , Luciano Ojeda , Philippe Fuchs , Vincent Roussarie

The use of partially automated driving systems raises concerns about potential responsibility issues, posing risk to the system safety, acceptance, and adoption of these technologies. The concept of meaningful human control has emerged in…

Human-Computer Interaction · Computer Science 2025-07-21 Lucas Elbert Suryana , Sina Nordhoff , Simeon C. Calvert , Arkady Zgonnikov , Bart van Arem

Agents in real-world scenarios like automated driving deal with uncertainty in their environment, in particular due to perceptual uncertainty. Although, reinforcement learning is dedicated to autonomous decision-making under uncertainty…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Natalie Grabowsky , Annika Mütze , Joshua Wendland , Nils Jansen , Matthias Rottmann

The technology in the area of automated vehicles is gaining speed and promises many advantages. However, with the recent introduction of conditionally automated driving, we have also seen accidents. Test protocols for both, conditionally…

Software Engineering · Computer Science 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

Real-time Advisory (RTA) systems, such as navigational and eco-driving assistants, are becoming increasingly ubiquitous in vehicles due to their benefits for users and society. Until autonomous vehicles mature, such advisory systems will…

Human-Computer Interaction · Computer Science 2025-09-30 Aamir Hasan , Neeloy Chakraborty , Haonan Chen , Cathy Wu , Katherine Driggs-Campbell

Trust in automated vehicles (AVs) has traditionally been explored through a cognitive lens, but growing evidence highlights the significant role emotions play in shaping trust. This study investigates how risk perception and AV performance…

Human-Computer Interaction · Computer Science 2025-04-08 Lilit Avetisyan , Emmanuel Abolarin , Vanik Zakarian , X. Jessie Yang , Feng Zhou

It is essential to help drivers have appropriate understandings of level 2 automated driving systems for keeping driving safety. A human machine interface (HMI) was proposed to present real time results of image recognition by the automated…

Human-Computer Interaction · Computer Science 2021-06-28 Bo Yang , Koichiro Inoue , Satoshi Kitazaki , Kimihiko Nakano