From spoken thoughts to automated driving commentary: Predicting and explaining intelligent vehicles' actions

D Omeiza, S Anjomshoae, H Webb… - 2022 IEEE Intelligent …, 2022 - ieeexplore.ieee.org
In commentary driving, drivers verbalise their observations, assessments and intentions. By
speaking out their thoughts, both learning and expert drivers are able to create a better …

How Can Automated Vehicles Explain Their Driving Decisions? Generating Clarifying Summaries Automatically

F Henze, D Faßbender, C Stiller - 2022 IEEE Intelligent …, 2022 - ieeexplore.ieee.org
One way to increase user acceptance in automated vehicles is to explain their driving
decisions, but current methods still involve human interpretations and are thus prone to …

Towards accountability: providing intelligible explanations in autonomous driving

D Omeiza, H Web, M Jirotka… - 2021 IEEE Intelligent …, 2021 - ieeexplore.ieee.org
The safe deployment of autonomous vehicles (AV s) in real world scenarios requires that AV
s are accountable. One way of ensuring accountability is through the provision of …

What and When to Explain? On-road Evaluation of Explanations in Highly Automated Vehicles

G Kim, D Yeo, T Jo, D Rus, SJ Kim - … of the ACM on Interactive, Mobile …, 2023 - dl.acm.org
Explanations in automated vehicles help passengers understand the vehicle's state and
capabilities, leading to increased trust in the technology. Specifically, for passengers of SAE …

Textual explanations for automated commentary driving

MA Kühn, D Omeiza, L Kunze - 2023 IEEE Intelligent Vehicles …, 2023 - ieeexplore.ieee.org
The provision of natural language explanations for the predictions of deep-learning-based
vehicle controllers is critical as it enhances transparency and easy audit. In this work, a state …

A human-centric method for generating causal explanations in natural language for autonomous vehicle motion planning

B Gyevnar, M Tamborski, C Wang, CG Lucas… - arXiv preprint arXiv …, 2022 - arxiv.org
Inscrutable AI systems are difficult to trust, especially if they operate in safety-critical settings
like autonomous driving. Therefore, there is a need to build transparent and queryable …

Explanations in autonomous driving: A survey

D Omeiza, H Webb, M Jirotka… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The automotive industry has witnessed an increasing level of development in the past
decades; from manufacturing manually operated vehicles to manufacturing vehicles with a …

Trusting explainable autonomous driving: Simulated studies

CV Goldman, R Bustin - 2022 IEEE Intelligent Vehicles …, 2022 - ieeexplore.ieee.org
Humans, interacting with automated machines, expect certain behaviors: either because
they have experienced this behavior (eg, driving) or because they build such expectations …

Explainable autonomy: A study of explanation styles for building clear mental models

FJC Garcia, DA Robb, X Liu, A Laskov… - 11th International …, 2018 - researchportal.hw.ac.uk
As unmanned vehicles become more autonomous, it is important to maintain a high level of
transparency regarding their behaviour and how they operate. This is particularly important …

Explaining autonomous driving actions with visual question answering

S Atakishiyev, M Salameh, H Babiker… - 2023 IEEE 26th …, 2023 - ieeexplore.ieee.org
The end-to-end learning ability of self-driving vehicles has achieved significant milestones
over the last decade owing to rapid advances in deep learning and computer vision …