Deep learning sensor fusion for autonomous vehicle perception and localization: A review

J Fayyad, MA Jaradat, D Gruyer, H Najjaran - Sensors, 2020 - mdpi.com
Autonomous vehicles (AV) are expected to improve, reshape, and revolutionize the future of
ground transportation. It is anticipated that ordinary vehicles will one day be replaced with …

Vision-based autonomous vehicle systems based on deep learning: A systematic literature review

MI Pavel, SY Tan, A Abdullah - Applied Sciences, 2022 - mdpi.com
In the past decade, autonomous vehicle systems (AVS) have advanced at an exponential
rate, particularly due to improvements in artificial intelligence, which have had a significant …

Artificial intelligence applications in the development of autonomous vehicles: A survey

Y Ma, Z Wang, H Yang, L Yang - IEEE/CAA Journal of …, 2020 - ieeexplore.ieee.org
The advancement of artificial intelligence (AI) has truly stimulated the development and
deployment of autonomous vehicles (AVs) in the transportation industry. Fueled by big data …

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 …

Deep transfer learning for intelligent vehicle perception: A survey

X Liu, J Li, J Ma, H Sun, Z Xu, T Zhang, H Yu - Green Energy and Intelligent …, 2023 - Elsevier
Deep learning-based intelligent vehicle perception has been developing prominently in
recent years to provide a reliable source for motion planning and decision making in …

[PDF][PDF] MIT autonomous vehicle technology study: Large-scale deep learning based analysis of driver behavior and interaction with automation

L Fridman, DE Brown, M Glazer, W Angell… - arXiv preprint arXiv …, 2017 - researchgate.net
Today, and possibly for a long time to come, the full driving task is too complex an activity to
be fully formalized as a sensing-acting robotics system that can be explicitly solved through …

Autonomous vehicles perception (avp) using deep learning: Modeling, assessment, and challenges

HH Jebamikyous, R Kashef - IEEE Access, 2022 - ieeexplore.ieee.org
Perception is the fundamental task of any autonomous driving system, which gathers all the
necessary information about the surrounding environment of the moving vehicle. The …

Robust and precise vehicle localization based on multi-sensor fusion in diverse city scenes

G Wan, X Yang, R Cai, H Li, Y Zhou… - … on robotics and …, 2018 - ieeexplore.ieee.org
We present a robust and precise localization system that achieves centimeter-level
localization accuracy in disparate city scenes. Our system adaptively uses information from …

Camera and radar sensor fusion for robust vehicle localization via vehicle part localization

D Kang, D Kum - IEEE Access, 2020 - ieeexplore.ieee.org
Many production vehicles are now equipped with both cameras and radar in order to
provide various driver-assistance systems (DAS) with position information of surrounding …

Sensor fusion in autonomous vehicle with traffic surveillance camera system: detection, localization, and AI networking

M Hasanujjaman, MZ Chowdhury, YM Jang - Sensors, 2023 - mdpi.com
Complete autonomous systems such as self-driving cars to ensure the high reliability and
safety of humans need the most efficient combination of four-dimensional (4D) detection …