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Given the uncertainty surrounding how existing explainability methods for autonomous vehicles (AVs) meet the diverse needs of stakeholders, a thorough investigation is imperative to determine the contexts requiring explanations and suitable…

Human-Computer Interaction · Computer Science 2024-04-02 Sule Tekkesinoglu , Azra Habibovic , Lars Kunze

Autonomous Vehicle (AV) systems have been developed with a strong reliance on machine learning techniques. While machine learning approaches, such as deep learning, are extremely effective at tasks that involve observation and…

Artificial Intelligence · Computer Science 2025-02-14 Keegan Kimbrell

In mixed traffic environments that involve conventional vehicles (CVs) and autonomous vehicles (AVs), it is crucial for CV drivers to maintain an appropriate level of situation awareness to ensure safe and efficient interactions with AVs.…

Human-Computer Interaction · Computer Science 2023-05-30 Lilit Avetisyan , Aditya Deshmukh , X. Jessie Yang , Feng Zhou

When humans perceive the world, they naturally integrate multiple audio-visual tasks within dynamic, real-world scenes. However, current works such as event localization, parsing, segmentation and question answering are mostly explored…

Computer Vision and Pattern Recognition · Computer Science 2026-03-09 Guangyao Li , Xin Wang , Wenwu Zhu

Due to the complexity of the natural world, a programmer cannot foresee all possible situations, a connected and autonomous vehicle (CAV) will face during its operation, and hence, CAVs will need to learn to make decisions autonomously. Due…

Multiagent Systems · Computer Science 2018-08-24 Varuna De Silva , Xiongzhao Wang , Deniz Aladagli , Ahmet Kondoz , Erhan Ekmekcioglu

This paper serves as an introduction and overview of the potentially useful models and methodologies from artificial intelligence (AI) into the field of transportation engineering for autonomous vehicle (AV) control in the era of mixed…

Artificial Intelligence · Computer Science 2020-07-13 Xuan Di , Rongye Shi

Recent studies have investigated new approaches for communicating an autonomous vehicle's (AV) intent and awareness to pedestrians. This paper adds to this body of work by presenting the design and evaluation of in-situ projections on the…

Human-Computer Interaction · Computer Science 2024-03-12 Trung Thanh Nguyen , Kai Hollander , Marius Hoggenmueller , Callum Parker , Martin Tomitsch

Coordination among connected and autonomous vehicles (CAVs) is advancing due to developments in control and communication technologies. However, much of the current work is based on oversimplified and unrealistic task-specific assumptions,…

Multiagent Systems · Computer Science 2024-10-25 Rui Du , Kai Zhao , Jinlong Hou , Qiang Zhang , Peter Zhang

Autonomous vehicles (AVs) must be both safe and trustworthy to gain social acceptance and become a viable option for everyday public transportation. Explanations about the system behaviour can increase safety and trust in AVs.…

Logic in Computer Science · Computer Science 2025-11-19 Dominik Grundt , Ishan Saxena , Malte Petersen , Bernd Westphal , Eike Möhlmann

When applied to autonomous vehicle (AV) settings, action recognition can enhance an environment model's situational awareness. This is especially prevalent in scenarios where traditional geometric descriptions and heuristics in AVs are…

Computer Vision and Pattern Recognition · Computer Science 2024-01-17 Eddy Zhou , Alex Zhuang , Alikasim Budhwani , Owen Leather , Rowan Dempster , Quanquan Li , Mohammad Al-Sharman , Derek Rayside , William Melek

Widespread adoption of autonomous vehicles will not become a reality until solutions are developed that enable these intelligent agents to co-exist with humans. This includes safely and efficiently interacting with human-driven vehicles,…

Robotics · Computer Science 2021-07-05 Behrad Toghi , Rodolfo Valiente , Dorsa Sadigh , Ramtin Pedarsani , Yaser P. Fallah

It is expected that autonomous vehicles(AVs) and heterogeneous human-driven vehicles(HVs) will coexist on the same road. The safety and reliability of AVs will depend on their social awareness and their ability to engage in complex social…

Robotics · Computer Science 2025-12-11 Rodolfo Valiente , Behrad Toghi , Mahdi Razzaghpour , Ramtin Pedarsani , Yaser P. Fallah

Humans make decisions and act alongside other humans to pursue both short-term and long-term goals. As a result of ongoing progress in areas such as computing science and automation, humans now also interact with non-human agents of varying…

Artificial Intelligence · Computer Science 2019-05-08 Patrick M. Pilarski , Andrew Butcher , Michael Johanson , Matthew M. Botvinick , Andrew Bolt , Adam S. R. Parker

To maximize safety and driving comfort, autonomous driving systems can benefit from implementing foresighted action choices that take different potential scenario developments into account. While artificial scene prediction methods are…

Robotics · Computer Science 2022-04-15 Chao Wang , Thomas H. Weisswange , Matti Krueger , Christiane B. Wiebel-Herboth

Achieving fully autonomous driving with enhanced safety and efficiency relies on vehicle-to-everything cooperative perception, which enables vehicles to share perception data, thereby enhancing situational awareness and overcoming the…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Tao Huang , Jianan Liu , Xi Zhou , Dinh C. Nguyen , Mostafa Rahimi Azghadi , Yuxuan Xia , Qing-Long Han , Sumei Sun

The rapid advancements in artificial intelligence (AI) have led to a growing trend of human-AI teaming (HAT) in various fields. As machines continue to evolve from mere automation to a state of autonomy, they are increasingly exhibiting…

Artificial Intelligence · Computer Science 2023-09-06 Qi Gao , Wei Xu , Mowei Shen , Zaifeng Gao

For autonomous vehicles (AVs) to behave appropriately on roads populated by human-driven vehicles, they must be able to reason about the uncertain intentions and decisions of other drivers from rich perceptual information. Towards these…

Computer Vision and Pattern Recognition · Computer Science 2019-10-01 Nicholas Rhinehart , Rowan McAllister , Kris Kitani , Sergey Levine

This paper offers a formal framework for the rare collision risk estimation of autonomous vehicles (AVs) with multi-agent situation awareness, affected by different sources of noise in a complex dynamic environment. In our proposed setting,…

Systems and Control · Electrical Eng. & Systems 2024-05-03 Mahdieh Zaker , Henk A. P. Blom , Sadegh Soudjani , Abolfazl Lavaei

One of the main challenges in developing autonomous transport systems based on connected and automated vehicles is the comprehension and understanding of the environment around each vehicle. In many situations, the understanding is limited…

Systems and Control · Electrical Eng. & Systems 2021-03-03 Vandana Narri , Amr Alanwar , Jonas Mårtensson , Christoffer Norén , Laura Dal Col , Karl Henrik Johansson

The connected automated vehicle has been often touted as a technology that will become pervasive in society in the near future. One can view an automated vehicle as having Artificial Intelligence (AI) capabilities, being able to self-drive,…

Artificial Intelligence · Computer Science 2019-08-28 Seng W. Loke