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Amidst the rapid advancement of camera-based autonomous driving technology, effectiveness is often prioritized with limited attention to computational efficiency. To address this issue, this paper introduces LRHPerception, a real-time…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Haixi Zhang , Aiyinsi Zuo , Zirui Li , Chunshu Wu , Tong Geng , Zhiyao Duan

When considering the accuracy of sensors in an automated vehicle (AV), it is not sufficient to evaluate the performance of any given sensor in isolation. Rather, the performance of any individual sensor must be considered in the context of…

机器人学 · 计算机科学 2020-09-09 Jack Weast

Recent reports from the World Health Organization highlight that Vulnerable Road Users (VRUs) have been involved in over half of the road fatalities in recent years, with occlusion risk - a scenario where VRUs are hidden from drivers' view…

网络与互联网体系结构 · 计算机科学 2024-04-12 Vincent Albert Wolff , Edmir Xhoxhi

With the rapid development of automated vehicles (AVs) in recent years, commercially available AVs are increasingly demonstrating high-level automation capabilities. However, most existing AV safety evaluation methods are primarily designed…

机器人学 · 计算机科学 2025-06-17 Hang Zhou , Chengyuan Ma , Shiyu Shen , Zhaohui Liang , Xiaopeng Li

Perceived risk is crucial in designing trustworthy and acceptable vehicle automation systems. However, our understanding of its dynamics is limited, and models for perceived risk dynamics are scarce in the literature. This study formulates…

人机交互 · 计算机科学 2023-06-16 Xiaolin He , Riender Happee , Meng Wang

Navigating safely in urban environments remains a challenging problem for autonomous vehicles. Occlusion and limited sensor range can pose significant challenges to safely navigate among pedestrians and other vehicles in the environment.…

机器人学 · 计算机科学 2019-07-19 Ming-Yuan Yu , Ram Vasudevan , Matthew Johnson-Roberson

In autonomous racing, vehicles operate close to the limits of handling and a sensor failure can have critical consequences. To limit the impact of such failures, this paper presents the redundant perception and state estimation approaches…

The rapid progress of generative AI has enabled remarkable creative capabilities, yet it also raises urgent concerns regarding the safety of AI-generated visual content in real-world applications such as content moderation, platform…

计算机视觉与模式识别 · 计算机科学 2025-06-05 Qiang Fu , Zonglei Jing , Zonghao Ying , Xiaoqian Li

With the advent of Advanced Driver Assistance Systems (ADAS), there is an increasing need to evaluate driver behavior while using such technology. In this unique study, a forward collision warning (FCW) system using connected vehicle…

机器人学 · 计算机科学 2021-12-28 Snehanshu Banerjee , Mansoureh Jeihani

Perception is a safety-critical function of autonomous vehicles and machine learning (ML) plays a key role in its implementation. This position paper identifies (1) perceptual uncertainty as a performance measure used to define safety…

人工智能 · 计算机科学 2019-03-11 Krzysztof Czarnecki , Rick Salay

Autonomous Driving (AD) systems critically depend on visual perception for real-time object detection and multiple object tracking (MOT) to ensure safe driving. However, high latency in these visual perception components can lead to…

计算机视觉与模式识别 · 计算机科学 2024-07-22 Chen Ma , Ningfei Wang , Zhengyu Zhao , Qi Alfred Chen , Chao Shen

Within the field of automated driving, a clear trend in environment perception tends towards more sensors, higher redundancy, and overall increase in computational power. This is mainly driven by the paradigm to perceive the entire…

机器人学 · 计算机科学 2023-01-27 Matti Henning , Johannes Müller , Fabian Gies , Michael Buchholz , Klaus Dietmayer

A framework is proposed to assess the safety of maintenance work zones in a timely manner, show whether there are safety hazards, whether adjustments need to be made and how to adjust it. By means of advanced data acquisition technologies…

其他计算机科学 · 计算机科学 2019-11-05 Zhepu Xu , Qun Yang

Autonomous vehicles can enhance overall performance and implement safety measures in ways that are impossible with conventional automobiles. These functions are executed through vehicle control systems, which have been the subject of…

系统与控制 · 电气工程与系统科学 2022-10-13 Gautam Shetty , Sabir Hossain , Chuan Hu , Xianke Lin

Transportation systems have long been shaped by complexity and heterogeneity, driven by the interdependency of agent actions and traffic outcomes. The deployment of automated vehicles (AVs) in such systems introduces a new challenge:…

多智能体系统 · 计算机科学 2025-05-08 Mohammad Elayan , Wissam Kontar

Inter-vehicle communication for autonomous vehicles (AVs) stands to provide significant benefits in terms of perception robustness. We propose a novel approach for AVs to communicate perceptual observations, tempered by trust modelling of…

多智能体系统 · 计算机科学 2019-09-18 Braden Hurl , Robin Cohen , Krzysztof Czarnecki , Steven Waslander

While autonomous vehicle (AV) technology has shown substantial progress, we still lack tools for rigorous and scalable testing. Real-world testing, the $\textit{de-facto}$ evaluation method, is dangerous to the public. Moreover, due to the…

机器学习 · 计算机科学 2020-06-09 Justin Norden , Matthew O'Kelly , Aman Sinha

Autonomous and semi-autonomous vehicles' perception algorithms can encounter situations with erroneous object detection, such as misclassification of objects on the road, which can lead to safety violations and potentially fatal…

计算机视觉与模式识别 · 计算机科学 2021-12-23 Viren Khandal , Arth Vidyarthi

The widescale deployment of Autonomous Vehicles (AV) appears to be imminent despite many safety challenges that are yet to be resolved. It is well-known that there are no universally agreed Verification and Validation (VV) methodologies…

机器人学 · 计算机科学 2020-11-17 Dhanoop Karunakaran , Stewart Worrall , Eduardo Nebot

Designing a Cyber-Physical System (CPS), including modeling the control components and services, is a challenging task. Using models and simulations during run-time is crucial for successfully implementing advanced control and prediction…

其他计算机科学 · 计算机科学 2023-03-15 Raheleh Biglari , Joachim Denil