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Evaluating safety performance in a resource-efficient way is crucial for the development of autonomous systems. Simulation of parameterized scenarios is a popular testing strategy but parameter sweeps can be prohibitively expensive. To…

With the emergence of autonomous vehicles, it is important to understand their impact on the transportation system. However, conventional traffic simulations are time-consuming. In this paper, we introduce an analytical traffic model for…

多智能体系统 · 计算机科学 2018-09-10 Changliu Liu , Mykel J. Kochenderfer

Accurate vehicle trajectory prediction is essential for ensuring safety and efficiency in fully autonomous driving systems. While existing methods primarily focus on modeling observed motion patterns and interactions with other vehicles,…

机器学习 · 计算机科学 2025-07-15 Xinyi Ning , Zilin Bian , Dachuan Zuo , Semiha Ergan

Road surface friction significantly impacts traffic safety and mobility. A precise road surface friction prediction model can help to alleviate the influence of inclement road conditions on traffic safety, Level of Service, traffic…

信号处理 · 电气工程与系统科学 2020-07-13 Ziyuan Pu , Shuo Wang , Chenglong Liu , Zhiyong Cui , Yinhai Wang

This paper presents a driver-specific risk recognition framework for autonomous vehicles that can extract inter-vehicle interactions. This extraction is carried out for urban driving scenarios in a driver-cognitive manner to improve the…

机器人学 · 计算机科学 2021-11-12 Jinghang Li , Chao Lu , Penghui Li , Zheyu Zhang , Cheng Gong , Jianwei Gong

The utilization of traffic conflict indicators is crucial for assessing traffic safety, especially when the crash data is unavailable. To identify traffic conflicts based on traffic flow characteristics across various traffic states, we…

物理与社会 · 物理学 2023-08-01 Shengxuan Ding , Mohamed Abdel-Aty , Ou Zheng , Zijin Wang , Dongdong Wang

Surrogate safety measures in the form of conflict indicators are indispensable components of the proactive traffic safety toolbox. Conflict indicators can be classified into past-trajectory-based conflicts and predicted-trajectory-based…

人工智能 · 计算机科学 2022-10-18 Amr Abdelraouf , Mohamed Abdel-Aty , Zijin Wang , Ou Zheng

With the widespread deployment of dashcams and advancements in computer vision, developing accident prediction models from the dashcam perspective has become critical for proactive safety interventions. However, two key challenges persist:…

计算机视觉与模式识别 · 计算机科学 2025-09-24 Tongshuai Wu , Chao Lu , Ze Song , Yunlong Lin , Sizhe Fan , Xuemei Chen

Driver distraction strongly contributes to crash-risk. Therefore, assistance systems that warn the driver if her distraction poses a hazard to road safety, promise a great safety benefit. Current approaches either seek to detect critical…

系统与控制 · 计算机科学 2016-11-17 Felix Schmitt , Hans-Joachim Bieg , Dietrich Manstetten , Michael Herman , Rainer Stiefelhagen

Long-separated research has been conducted on two highly correlated tracks: traffic and incidents. Traffic track witnesses complicating deep learning models, e.g., to push the prediction a few percent more accurate, and the incident track…

机器学习 · 计算机科学 2026-03-17 Xiaochuan Gou , Ziyue Li , Tian Lan , Junpeng Lin , Zhishuai Li , Bingyu Zhao , Chen Zhang , Di Wang , Xiangliang Zhang

When a traffic crash occurs, following vehicles need to change lanes to bypass the obstruction. We define these maneuvers as post crash lane changes. In such scenarios, vehicles in the target lane may refuse to yield even after the lane…

人工智能 · 计算机科学 2026-01-14 Kequan Chen , Yuxuan Wang , Pan Liu , Victor L. Knoop , David Z. W. Wang , Yu Han

This paper proposes an interaction and safety-aware motion-planning method for an autonomous vehicle in uncertain multi-vehicle traffic environments. The method integrates the ability of the interaction-aware interacting multiple model…

系统与控制 · 电气工程与系统科学 2023-09-14 Jian Zhou , Björn Olofsson , Erik Frisk

Driving information and data under potential vehicle crashes create opportunities for extensive real-world observations of driver behaviors and relevant factors that significantly influence the driving safety in emergency scenarios.…

信号处理 · 电气工程与系统科学 2020-04-30 Liqun Peng , Miguel Angel Sotelo , Yi He , Yunfei Ai , Zhixiong Li

For driving safely and efficiently in highway scenarios, autonomous vehicles (AVs) must be able to predict future behaviors of surrounding object vehicles (OVs), and assess collision risk accurately for reasonable decision-making. Aiming at…

机器人学 · 计算机科学 2023-04-13 Dejian Meng , Wei Xiao , Lijun Zhang , Zhuang Zhang , Zihao Liu

This paper presents a unified framework for the evaluation and optimization of autonomous vehicle trajectories, integrating formal safety, comfort, and efficiency criteria. An innovative geometric indicator, based on the analysis of safety…

机器人学 · 计算机科学 2025-09-03 Nouhed Naidja , Stéphane Font , Marc Revilloud , Guillaume Sandou

Interactions between vehicles and pedestrians have always been a major problem in traffic safety. Experienced human drivers are able to analyze the environment and choose driving strategies that will help them avoid crashes. What is not yet…

多智能体系统 · 计算机科学 2017-03-29 Baiming Chen , Ding Zhao , Huei Peng

Vehicle re-identification is an important problem and has many applications in video surveillance and intelligent transportation. It gains increasing attention because of the recent advances of person re-identification techniques. However,…

计算机视觉与模式识别 · 计算机科学 2017-08-15 Yantao Shen , Tong Xiao , Hongsheng Li , Shuai Yi , Xiaogang Wang

A key aspect of driving a road vehicle is to interact with other road users, assess their intentions and make risk-aware tactical decisions. An intuitive approach to enabling an intelligent automated driving system would be incorporating…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Videsh Suman , Phu Pham , Aniket Bera

This thesis considers the problem of scheduling autonomous vehicles at intersections. A new system is proposed which is more efficient and could replace the recently introduced Autonomous Intersection Management (AIM) model. The proposed…

其他计算机科学 · 计算机科学 2018-05-17 Nasser Aloufi

How autonomous vehicles and human drivers share public transportation systems is an important problem, as fully automatic transportation environments are still a long way off. Understanding human drivers' behavior can be beneficial for…

机器人学 · 计算机科学 2019-11-12 Zhiqian Qiao , Jing Zhao , Zachariah Tyree , Priyantha Mudalige , Jeff Schneider , John M. Dolan