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The contribution of this paper is twofold. The first is a novel dataset for studying behaviors of traffic participants while crossing. Our dataset contains more than 650 samples of pedestrian behaviors in various street configurations and…

Robotics · Computer Science 2017-02-14 Amir Rasouli , Iuliia Kotseruba , John K. Tsotsos

Autonomous driving improves traffic efficiency but presents safety challenges in complex port environments. This study investigates how environmental factors, traffic factors, and pedestrian characteristics influence interaction safety…

Human-Computer Interaction · Computer Science 2026-01-07 Yuan Che , Mun On Wong , Xiaowei Gao , Haoyang Liang , Yun Ye

One of the major challenges that autonomous cars are facing today is driving in urban environments. To make it a reality, autonomous vehicles require the ability to communicate with other road users and understand their intentions. Such…

Robotics · Computer Science 2018-06-04 Amir Rasouli , John K. Tsotsos

Autonomous vehicles (AVs) may use external interfaces, such as LED light bands, to communicate with pedestrians safely and intuitively. While previous research has demonstrated the effectiveness of these interfaces in simple traffic…

Human-Computer Interaction · Computer Science 2024-03-12 Tram Thi Minh Tran , Callum Parker , Martin Tomitsch

The integration of human-centric approaches has gained more attention recently due to more automated systems being introduced into our built environments (buildings, roads, vehicles, etc.), which requires a correct understanding of how…

Human-Computer Interaction · Computer Science 2022-10-05 Xiang Guo , Austin Angulo , Arash Tavakoli , Erin Robartes , T. Donna Chen , Arsalan Heydarian

This paper presents the results of real-world testing of human-vehicle interactions with an autonomous vehicle equipped with internal and external Human Machine Interfaces (HMIs) in a crosswalk scenario. The internal and external HMIs were…

Human-Computer Interaction · Computer Science 2023-07-25 R. Izquierdo , S. Martín , J. Alonso , I. Parra , M. A. , D. Fernández-Llorca

Safe and smooth interacting with other vehicles is one of the ultimate goals of driving automation. However, recent reports of demonstrative deployments of automated vehicles (AVs) indicate that AVs are still difficult to meet the…

Systems and Control · Electrical Eng. & Systems 2022-05-11 Daofei Li , Ao Liu , Hao Pan , Wentao Chen

Autonomous vehicles (AVs) are becoming an indispensable part of future transportation. However, safety challenges and lack of reliability limit their real-world deployment. Towards boosting the appearance of AVs on the roads, the…

Computer Vision and Pattern Recognition · Computer Science 2023-05-03 Mohsen Azarmi , Mahdi Rezaei , Tanveer Hussain , Chenghao Qian

External Human-Machine Interfaces (eHMIs) have been proposed to facilitate communication between Automated Vehicles (AVs) and pedestrians. However, no attention was given to Deaf and Hard-of-Hearing (DHH) people. We conducted a formative…

Human-Computer Interaction · Computer Science 2026-01-21 Wenge Xu , Foroogh Hajiseyedjavadi , Kurtis Weir , Chukwuemeka Eze , Mark Colley

This study aims to explore the dynamics of driver attention to various zones, including the road, the central mirror, the embedded Human-Machine Interface (HMI), and the speedometer, across different driving modes in AVs. The integration of…

Emerging Technologies · Computer Science 2026-02-05 Yuan Cai , Mustafa Demir , Farzan Sasangohar , Mohsen Zare

Autonomous Personal Mobility Vehicle (APMV) is a miniaturized autonomous vehicle designed to provide short-distance mobility to everyone in pedestrian-rich environments. By the characteristic of the open design, passengers on the APMV are…

Human-Computer Interaction · Computer Science 2024-02-07 Hailong Liu , Yang Li , Zhe Zeng , Hao Cheng , Chen Peng , Takahiro Wada

Shared space reduces segregation between vehicles and pedestrians and encourages them to share roads without imposed traffic rules. The behaviour of road users (RUs) is then controlled by social norms, and interactions are more versatile…

Human-Computer Interaction · Computer Science 2024-03-11 Yiyuan Wang , Luke Hespanhol , Stewart Worrall , Martin Tomitsch

The absence of a human operator in automated vehicles (AVs) may require external Human-Machine Interfaces (eHMIs) to facilitate communication with other road users in uncertain scenarios, for example, regarding the right of way. Given the…

Human-Computer Interaction · Computer Science 2025-01-22 Mark Colley , Pascal Jansen , Mugdha Keskar , Enrico Rukzio

Humans, as both pedestrians and drivers, generally skillfully navigate traffic intersections. Despite the uncertainty, danger, and the non-verbal nature of communication commonly found in these interactions, there are surprisingly few…

Human-Computer Interaction · Computer Science 2019-04-09 Jack Terwilliger , Michael Glazer , Henri Schmidt , Josh Domeyer , Heishiro Toyoda , Bruce Mehler , Bryan Reimer , Lex Fridman

Current research on pedestrian behavior understanding focuses on the dynamics of pedestrians and makes strong assumptions about their perceptual abilities. For instance, it is often presumed that pedestrians have omnidirectional view of the…

Artificial Intelligence · Computer Science 2023-02-09 Iuliia Kotseruba , Amir Rasouli

The investigation of factors contributing at making humans trust Autonomous Vehicles (AVs) will play a fundamental role in the adoption of such technology. The user's ability to form a mental model of the AV, which is crucial to establish…

Human-Computer Interaction · Computer Science 2020-07-28 Lia Morra , Fabrizio Lamberti , F. Gabriele Pratticó , Salvatore La Rosa , Paolo Montuschi

Pedestrian gestures play an important role in traffic communication, particularly in interactions with autonomous vehicles (AVs), yet their subtle, ambiguous, and context-dependent nature poses persistent challenges for machine…

Human-Computer Interaction · Computer Science 2025-08-19 Tram Thi Minh Tran , Xinyan Yu , Callum Parker , Julie Stephany Berrio Perez , Stewart Worrall , Martin Tomitsch

Autonomous vehicles (AVs) must share space with pedestrians, both in carriageway cases such as cars at pedestrian crossings and off-carriageway cases such as delivery vehicles navigating through crowds on pedestrianized high-streets. Unlike…

Computer Vision and Pattern Recognition · Computer Science 2020-08-12 Fanta Camara , Nicola Bellotto , Serhan Cosar , Dimitris Nathanael , Matthias Althoff , Jingyuan Wu , Johannes Ruenz , André Dietrich , Charles W. Fox

To ensure pedestrian friendly streets in the era of automated vehicles, reassessment of current policies, practices, design, rules and regulations of urban areas is of importance. This study investigates pedestrian crossing behaviour, as an…

Human-Computer Interaction · Computer Science 2021-01-07 Arash Kalatian , Bilal Farooq

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…

Robotics · Computer Science 2024-09-25 Meiting Dang , Dezong Zhao , Yafei Wang , Chongfeng Wei