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Completely unmanned autonomous vehicles have been anticipated for a while. Initially, these are expected to drive only under certain conditions on some roads, and advanced functionality is required to cope with the ever-increasing…

Recently, multiple naturalistic traffic datasets of human-driven trajectories have been published (e.g., highD, NGSim, and pNEUMA). These datasets have been used in studies that investigate variability in human driving behavior, for example…

计算机视觉与模式识别 · 计算机科学 2023-03-16 Olger Siebinga , Arkady Zgonnikov , David Abbink

Understanding human mobility is essential for the development of smart cities and social behavior research. Human mobility models may be used in numerous applications, including pandemic control, urban planning, and traffic management. The…

社会与信息网络 · 计算机科学 2022-09-09 Yisheng Alison Zheng , Amani Abusafia , Abdallah Lakhdari , Shing Tai Tony Lui , Athman Bouguettaya

Guiding robots can not only detect close-range obstacles like other guiding tools, but also extend its range to perceive the environment when making decisions. However, most existing works over-simplified the interaction between human…

机器人学 · 计算机科学 2023-04-18 Yibo Zhou , Dongfei Cui , Xiangming Dong , Zongkai Wu , Zhenyu Wei , Donglin Wang

Predicting pedestrian behavior is the key to ensure safety and reliability of autonomous vehicles. While deep learning methods have been promising by learning from annotated video frame sequences, they often fail to fully grasp the dynamic…

计算机视觉与模式识别 · 计算机科学 2024-01-29 Jia Huang , Peng Jiang , Alvika Gautam , Srikanth Saripalli

Intersections where vehicles are permitted to turn and interact with vulnerable road users (VRUs) like pedestrians and cyclists are among some of the most challenging locations for automated and accurate recognition of road users' behavior.…

计算机视觉与模式识别 · 计算机科学 2021-05-11 Hao Cheng , Li Feng , Hailong Liu , Takatsugu Hirayama , Hiroshi Murase , Monika Sester

In the simulation-based testing and evaluation of autonomous vehicles (AVs), how background vehicles (BVs) drive directly influences the AV's driving behavior and further impacts the testing result. Existing simulation platforms use either…

系统与控制 · 电气工程与系统科学 2021-02-05 Lin Liu , Shuo Feng , Yiheng Feng , Xichan Zhu , Henry X. Liu

Performance evaluation of urban autonomous vehicles requires a realistic model of the behavior of other road users in the environment. Learning such models from data involves collecting naturalistic data of real-world human behavior. In…

系统与控制 · 电气工程与系统科学 2026-02-10 Atrisha Sarkar , Krzysztof Czarnecki

Traffic scenarios are inherently interactive. Multiple decision-makers predict the actions of others and choose strategies that maximize their rewards. We view these interactions from the perspective of game theory which introduces various…

机器学习 · 计算机科学 2020-04-28 Christian Muench , Frans A. Oliehoek , Dariu M. Gavrila

Human-involved interactive environments pose significant challenges for autonomous vehicle decision-making processes due to the complexity and uncertainty of human behavior. It is crucial to develop an explainable and trustworthy…

机器人学 · 计算机科学 2024-09-25 Meiting Dang , Dezong Zhao , Yafei Wang , Chongfeng Wei

Human social behavior is influenced by individual differences in social preferences. Social value orientation (SVO) is a measurable personality trait which indicates the relative importance an individual places on their own and on others'…

多智能体系统 · 计算机科学 2023-05-10 Daniel Collins , Conor Houghton , Nirav Ajmeri

A social behavior analysis is used to study how a group of people interacts with another group. The analysis helps to understand how social behavior leads to its consequences such as what business decision is made after a businessmen's…

社会与信息网络 · 计算机科学 2016-07-22 Henry Y. T. Ngan , Hideki Kawai , Kazuo Kunieda , Keiji Yamada

In this paper, we present an algorithm to efficiently learn socially-compliant navigation policies from observations of human trajectories. As mobile robots come to inhabit and traffic social spaces, they must account for social cues and…

机器人学 · 计算机科学 2021-06-22 Bobak H. Baghi , Gregory Dudek

Autonomous vehicles are expected to navigate in complex traffic scenarios with multiple surrounding vehicles. The correlations between road users vary over time, the degree of which, in theory, could be infinitely large, thus posing a great…

机器人学 · 计算机科学 2019-10-24 Yaohui Guo , Vinay Varma Kalidindi , Mansur Arief , Wenshuo Wang , Jiacheng Zhu , Huei Peng , Ding Zhao

Following a leading vehicle is a daily but challenging task because it requires adapting to various traffic conditions and the leading vehicle's behaviors. However, the question `Does the following vehicle always actively react to the…

机器人学 · 计算机科学 2023-08-01 Chengyuan Zhang , Rui Chen , Jiacheng Zhu , Wenshuo Wang , Changliu Liu , Lijun Sun

For the optimum design of a driver-automation shared control system, an understanding of driver behavior based on measurements and modeling is crucial early in the development process. This paper presents a driver model through a weighting…

人机交互 · 计算机科学 2020-10-08 Zheng Wang , Rencheng Zheng , Edric John Cruz Nacpil , Kimihiko Nakano

Understanding human behavior in overtaking scenarios is crucial for enhancing road safety in mixed traffic with automated vehicles (AVs). Computational models of behavior play a pivotal role in advancing this understanding, as they can…

神经元与认知 · 定量生物学 2024-03-29 Samir H. A. Mohammad , Haneen Farah , Arkady Zgonnikov

One of the most crucial yet challenging tasks for autonomous vehicles in urban environments is predicting the future behaviour of nearby pedestrians, especially at points of crossing. Predicting behaviour depends on many social and…

计算机视觉与模式识别 · 计算机科学 2021-03-26 Tiffany Yau , Saber Malekmohammadi , Amir Rasouli , Peter Lakner , Mohsen Rohani , Jun Luo

The use of learning-based methods for vehicle behavior prediction is a promising research topic. However, many publicly available data sets suffer from class distribution skews which limits learning performance if not addressed. This paper…

机器人学 · 计算机科学 2021-09-23 Theodor Westny , Erik Frisk , Björn Olofsson

The public's attitudes play a critical role in the acceptance, purchase, use, and research and development of autonomous vehicles (AVs). To date, the public's attitudes towards AVs were mostly estimated through traditional survey data with…

社会与信息网络 · 计算机科学 2021-08-09 Shengzhao Wang , Meitang Li , Bo Yu , Shan Bao , Yuren Chen