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The safety validation of automatic emergency braking system (AEBS) requires accurately distinguishing between false positive (FP) and true positive (TP) system activations. While simulations allow straightforward differentiation by…

机器人学 · 计算机科学 2025-07-22 Daniel Betschinske , Steven Peters

Autonomous Driving (AD), the area of robotics with the greatest potential impact on society, has gained a lot of momentum in the last decade. As a result of this, the number of datasets in AD has increased rapidly. Creators and users of…

数字图书馆 · 计算机科学 2023-07-04 Daniel Bogdoll , Jonas Hendl , Felix Schreyer , Nishanth Gowda , Michael Färber , J. Marius Zöllner

Collision avoidance -- involving a rapid threat detection and quick execution of the appropriate evasive maneuver -- is a critical aspect of driving. However, existing models of human collision avoidance behavior are fragmented, focusing on…

In this paper, we compare three different model-based risk measures by evaluating their stengths and weaknesses qualitatively and testing them quantitatively on a set of real longitudinal and intersection scenarios. We start with the…

机器人学 · 计算机科学 2023-03-15 Julian Eggert , Tim Puphal

While automated driving is often advertised with better-than-human driving performance, this work reviews that it is nearly impossible to provide direct statistical evidence on the system level that this is actually the case. The amount of…

机器学习 · 计算机科学 2021-12-10 Hanno Gottschalk , Matthias Rottmann , Maida Saltagic

There is currently no established method for evaluating human response timing across a range of naturalistic traffic conflict types. Traditional notions derived from controlled experiments, such as perception-response time, fail to account…

人机交互 · 计算机科学 2023-07-18 Johan Engström , Shu-Yuan Liu , Azadeh Dinparastdjadid , Camelia Simoiu

Existing driving automation (DA) systems on production vehicles rely on human drivers to decide when to engage DA while requiring them to remain continuously attentive and ready to intervene. This design demands substantial situational…

人机交互 · 计算机科学 2026-04-09 Yuhang Wang , Yiyao Xu , Chaoyun Yang , Lingyao Li , Jingran Sun , Hao Zhou

Accident prediction and timely preventive actions improve road safety by reducing the risk of injury to road users and minimizing property damage. Hence, they are critical components of advanced driver assistance systems (ADAS) and…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Vipooshan Vipulananthan , Kumudu Mohottala , Kavindu Chinthana , Nimsara Paramulla , Charith D Chitraranjan

Automated vehicles rely heavily on data-driven methods, especially for complex urban environments. Large datasets of real world measurement data in the form of road user trajectories are crucial for several tasks like road user prediction…

计算机视觉与模式识别 · 计算机科学 2019-11-19 Julian Bock , Robert Krajewski , Tobias Moers , Steffen Runde , Lennart Vater , Lutz Eckstein

Advanced driver assistance systems (ADAS) are designed to improve vehicle safety. However, it is difficult to achieve such benefits without understanding the causes and limitations of the current ADAS and their possible solutions. This…

计算与语言 · 计算机科学 2022-08-02 Jackie Ayoub , Zifei Wang , Meitang Li , Huizhong Guo , Rini Sherony , Shan Bao , Feng Zhou

The recent emergence of Distributed Acoustic Sensing (DAS) technology has facilitated the effective capture of traffic-induced seismic data. The traffic-induced seismic wave is a prominent contributor to urban vibrations and contain crucial…

地球物理 · 物理学 2024-09-17 Xi Wang , Xin Liu , Songming Zhu , Zhanwen Li , Lina Gao

We present here a first prototype of a "Speed Limit Support" Advance Driving Assistance System (ADAS) producing permanent reliable information on the current speed limit applicable to the vehicle. Such a module can be used either for…

计算机视觉与模式识别 · 计算机科学 2010-10-20 Alexandre Bargeton , Fabien Moutarde , Fawzi Nashashibi , Anne-Sophie Puthon

In recent years, vision-centric perception has flourished in various autonomous driving tasks, including 3D detection, semantic map construction, motion forecasting, and depth estimation. Nevertheless, the latency of vision-centric…

计算机视觉与模式识别 · 计算机科学 2022-12-20 Xiaofeng Wang , Zheng Zhu , Yunpeng Zhang , Guan Huang , Yun Ye , Wenbo Xu , Ziwei Chen , Xingang Wang

The development of Automated Driving Systems (ADSs) has made significant progress in the last years. To enable the deployment of Automated Vehicles (AVs) equipped with such ADSs, regulations concerning the approval of these systems need to…

机器人学 · 计算机科学 2023-09-06 Erwin de Gelder , Olaf Op den Camp

In autonomous driving (AD), accurate perception is indispensable to achieving safe and secure driving. Due to its safety-criticality, the security of AD perception has been widely studied. Among different attacks on AD perception, the…

密码学与安全 · 计算机科学 2023-08-24 Ningfei Wang , Yunpeng Luo , Takami Sato , Kaidi Xu , Qi Alfred Chen

The efficiency of object detectors depends on factors like detection accuracy, processing time, and computational resources. Processing time is crucial for real-time applications, particularly for autonomous vehicles (AVs), where…

硬件体系结构 · 计算机科学 2025-09-05 Safa Sali , Anis Meribout , Ashiyana Majeed , Mahmoud Meribout , Juan Pablo , Varun Tiwari , Asma Baobaid

Autonomous Driving Systems (ADSs) are complex Cyber-Physical Systems (CPSs) that must ensure safety even in uncertain conditions. Modern ADSs often employ Deep Neural Networks (DNNs), which may not produce correct results in every possible…

软件工程 · 计算机科学 2024-09-09 Jon Ayerdi , Asier Iriarte , Pablo Valle , Ibai Roman , Miren Illarramendi , Aitor Arrieta

The safety and reliability of Automated Driving Systems (ADS) are paramount, necessitating rigorous testing methodologies to uncover potential failures before deployment. Traditional testing approaches often prioritize either natural…

机器人学 · 计算机科学 2025-05-27 Songyang Yan , Xiaodong Zhang , Kunkun Hao , Haojie Xin , Yonggang Luo , Jucheng Yang , Ming Fan , Chao Yang , Jun Sun , Zijiang Yang

A car driver knows how to react on the gestures of the traffic officers. Clearly, this is not the case for the autonomous vehicle, unless it has road traffic control gesture recognition functionalities. In this work, we address the…

计算机视觉与模式识别 · 计算机科学 2020-08-03 Julian Wiederer , Arij Bouazizi , Ulrich Kressel , Vasileios Belagiannis

Insight into individual driving behavior and habits is essential in traffic operation, safety, and energy management. With Connected Vehicle (CV) technology aiming to address all three of these, the identification of driving patterns is a…

数据分析、统计与概率 · 物理学 2023-03-01 Mudasser Seraj