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With increasing automation in passenger vehicles, the study of safe and smooth occupant-vehicle interaction and control transitions is key. In this study, we focus on the development of contextual, semantically meaningful representations of…

机器人学 · 计算机科学 2021-07-26 Akshay Rangesh , Nachiket Deo , Ross Greer , Pujitha Gunaratne , Mohan M. Trivedi

Upcoming vehicles introduce functions at the level of conditional automation where a driver no longer must supervise the system but must be able to take over the driving function when the system request it. This leads to the situation that…

信息检索 · 计算机科学 2021-02-01 Andreas Otte , Jens Staub , Jonas Vogt , Horst Wieker

In this short paper an idea is sketched, how to support drivers of an autonomous vehicle in taking back control of the vehicle after a longer section of autonomous cruising. The hypothesis is that a clear communication about the location…

人机交互 · 计算机科学 2021-06-14 Monika Sester , Mark Vollrath , Hao Cheng

Autonomous driving has become one of the most popular research topics within Artificial Intelligence. An autonomous vehicle is understood as a system that combines perception, decision-making, planning, and control. All of those tasks…

机器人学 · 计算机科学 2023-06-01 Mariana Pinto , Inês Dutra , Joaquim Fonseca

Automated vehicles promise a future where drivers can engage in non-driving tasks without hands on the steering wheels for a prolonged period. Nevertheless, automated vehicles may still need to occasionally hand the control back to drivers…

机器学习 · 计算机科学 2021-01-18 Erfan Pakdamanian , Shili Sheng , Sonia Baee , Seongkook Heo , Sarit Kraus , Lu Feng

To make safe transitions from autonomous to manual control, a vehicle must have a representation of the awareness of driver state; two metrics which quantify this state are the Observable Readiness Index and Takeover Time. In this work, we…

计算机视觉与模式识别 · 计算机科学 2023-01-20 Ross Greer , Nachiket Deo , Akshay Rangesh , Pujitha Gunaratne , Mohan Trivedi

Understanding occupant-vehicle interactions by modeling control transitions is important to ensure safe approaches to passenger vehicle automation. Models which contain contextual, semantically meaningful representations of driver states…

计算机视觉与模式识别 · 计算机科学 2022-11-15 Akshay Rangesh , Nachiket Deo , Ross Greer , Pujitha Gunaratne , Mohan M. Trivedi

In future mixed traffic Highly Automated Vehicles (HAV) will have to resolve interactions with human operated traffic. A particular problem for HAVs is detection of human states influencing safety critical decisions and driving behavior of…

人机交互 · 计算机科学 2019-02-14 Werner Damm , Martin Fränzle , Andreas Lüdtke , Jochem W. Rieger , Alexander Trende , Anirudh Unni

The purpose of this paper is to develop a shared control takeover strategy for smooth and safety control transition from an automation driving system to the human driver and to approve its positive impacts on drivers' behavior and…

人机交互 · 计算机科学 2021-03-12 Ziyao Zhou , Chen Chai , Weiru Yin , Xiupeng Shi

Recent years have seen growing interest in the development of self-driving vehicles that promise (or threaten) to replace human drivers with intelligent software. However, current self-driving cars still require human supervision and prompt…

计算机与社会 · 计算机科学 2021-07-30 Nguyen H Tran , Abhaya C Nayak

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…

应用统计 · 统计学 2021-07-02 David Ríos Insua , William N. Caballero , Roi Naveiro

It is extremely important to ensure a safe takeover transition in conditionally automated driving. One of the critical factors that quantifies the safe takeover transition is takeover time. Previous studies identified the effects of many…

机器学习 · 计算机科学 2021-07-21 Jackie Ayoub , Na Du , X. Jessie Yang , Feng Zhou

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…

计算机视觉与模式识别 · 计算机科学 2018-05-07 Simon Hecker , Dengxin Dai , Luc Van Gool

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.…

人机交互 · 计算机科学 2025-08-01 Kexin Liang , Jan Luca Kästle , Bani Anvari , Simeon C. Calvert , J. W. C. van Lint

Conditionally automated driving systems require human drivers to disengage from non-driving-related activities and resume vehicle control within limited time budgets when encountering scenarios beyond system capabilities. Ensuring safe and…

人机交互 · 计算机科学 2025-07-31 Kexin Liang , Simeon C. Calvert , J. W. C. van Lint

No human drives a car in a vacuum; she/he must negotiate with other road users to achieve their goals in social traffic scenes. A rational human driver can interact with other road users in a socially-compatible way through implicit…

机器人学 · 计算机科学 2022-11-29 Wenshuo Wang , Letian Wang , Chengyuan Zhang , Changliu Liu , Lijun Sun

Traffic signal control is an important and challenging real-world problem, which aims to minimize the travel time of vehicles by coordinating their movements at the road intersections. Current traffic signal control systems in use still…

机器学习 · 计算机科学 2020-01-17 Hua Wei , Guanjie Zheng , Vikash Gayah , Zhenhui Li

There has been significant progress in sensing, perception, and localization for automated driving, However, due to the wide spectrum of traffic/road structure scenarios and the long tail distribution of human driver behavior, it has…

In this study, we focus on different strategies drivers use in terms of interleaving between driving and non-driving related tasks (NDRT) while taking back control from automated driving. We conducted two driving simulator experiments to…

人机交互 · 计算机科学 2024-08-13 Nabil Al Nahin Ch , Jared Fortier , Christian P. Janssen , Orit Shaer , Caitlin Mills , Andrew L. Kun

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…

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