Explainable artificial intelligence for autonomous driving: A comprehensive overview and field guide for future research directions

S Atakishiyev, M Salameh, H Yao, R Goebel - IEEE Access, 2024 - ieeexplore.ieee.org
Autonomous driving has achieved significant milestones in research and development over
the last two decades. There is increasing interest in the field as the deployment of …

Self-driving cars: A survey

C Badue, R Guidolini, RV Carneiro, P Azevedo… - Expert systems with …, 2021 - Elsevier
We survey research on self-driving cars published in the literature focusing on autonomous
cars developed since the DARPA challenges, which are equipped with an autonomy system …

Model-based imitation learning for urban driving

A Hu, G Corrado, N Griffiths, Z Murez… - Advances in …, 2022 - proceedings.neurips.cc
An accurate model of the environment and the dynamic agents acting in it offers great
potential for improving motion planning. We present MILE: a Model-based Imitation …

Gpt-driver: Learning to drive with gpt

J Mao, Y Qian, H Zhao, Y Wang - arXiv preprint arXiv:2310.01415, 2023 - arxiv.org
We present a simple yet effective approach that can transform the OpenAI GPT-3.5 model
into a reliable motion planner for autonomous vehicles. Motion planning is a core challenge …

Learning from all vehicles

D Chen, P Krähenbühl - … of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
In this paper, we present a system to train driving policies from experiences collected not just
from the ego-vehicle, but all vehicles that it observes. This system uses the behaviors of …

Argoverse: 3d tracking and forecasting with rich maps

MF Chang, J Lambert, P Sangkloy… - Proceedings of the …, 2019 - openaccess.thecvf.com
We present Argoverse, a dataset designed to support autonomous vehicle perception tasks
including 3D tracking and motion forecasting. Argoverse includes sensor data collected by a …

Autonomous vehicle perception: The technology of today and tomorrow

J Van Brummelen, M O'brien, D Gruyer… - … research part C …, 2018 - Elsevier
Perception system design is a vital step in the development of an autonomous vehicle (AV).
With the vast selection of available off-the-shelf schemes and seemingly endless options of …

Research advances and challenges of autonomous and connected ground vehicles

A Eskandarian, C Wu, C Sun - IEEE Transactions on Intelligent …, 2019 - ieeexplore.ieee.org
Autonomous vehicle (AV) technology can provide a safe and convenient transportation
solution for the public, but the complex and various environments in the real world make it …

A survey of motion planning and control techniques for self-driving urban vehicles

B Paden, M Čáp, SZ Yong, D Yershov… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Self-driving vehicles are a maturing technology with the potential to reshape mobility by
enhancing the safety, accessibility, efficiency, and convenience of automotive transportation …

[HTML][HTML] Perception, planning, control, and coordination for autonomous vehicles

SD Pendleton, H Andersen, X Du, X Shen, M Meghjani… - Machines, 2017 - mdpi.com
Autonomous vehicles are expected to play a key role in the future of urban transportation
systems, as they offer potential for additional safety, increased productivity, greater …