Vehicular cooperative perception through action branching and federated reinforcement learning

MK Abdel-Aziz, C Perfecto… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Cooperative perception plays a vital role in extending a vehicle's sensing range beyond its
line-of-sight. However, exchanging raw sensory data under limited communication …

Learning for vehicle-to-vehicle cooperative perception under lossy communication

J Li, R Xu, X Liu, J Ma, Z Chi, J Ma… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Deep learning has been widely used in intelligent vehicle driving perception systems, such
as 3D object detection. One promising technique is Cooperative Perception, which …

V2VFormer: Multi-Modal Vehicle-to-Vehicle Cooperative Perception via Global-Local Transformer

H Yin, D Tian, C Lin, X Duan, J Zhou… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Multi-vehicle cooperative perception has recently emerged for facilitating long-range and
large-scale perception ability of connected automated vehicles (CAVs). Nonetheless …

Machine-learning-enabled cooperative perception for connected autonomous vehicles: Challenges and opportunities

Q Yang, S Fu, H Wang, H Fang - IEEE Network, 2021 - ieeexplore.ieee.org
Connected and autonomous vehicles is a disruptive technology that has the potential to
transform the current transportation system by reducing traffic accidents and enhancing …

Redundancy mitigation in cooperative perception for connected and automated vehicles

G Thandavarayan, M Sepulcre… - 2020 IEEE 91st …, 2020 - ieeexplore.ieee.org
Cooperative perception (or cooperative sensing or collective perception) enables connected
and automated vehicles to exchange sensor data in order to improve their perception of the …

Cooperative perception with deep reinforcement learning for connected vehicles

S Aoki, T Higuchi, O Altintas - 2020 IEEE Intelligent Vehicles …, 2020 - ieeexplore.ieee.org
Sensor-based perception on vehicles are becoming prevalent and important to enhance
road safety. Autonomous driving systems use cameras, LiDAR and radar to detect …

Cooperative perception with learning-based V2V communications

C Liu, Y Chen, J Chen, R Payton… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Cooperative perception has been widely used in autonomous driving to alleviate the
inherent limitation of single automated vehicle perception. To enable cooperation, vehicle-to …

Slim-FCP: Lightweight-feature-based cooperative perception for connected automated vehicles

J Guo, D Carrillo, Q Chen, Q Yang, S Fu… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Cooperative perception provides a novel way to conquer the sensing limitation on a single
automated vehicle and potentially improves driving safety. To reduce the transmission data …

The components of cooperative perception-a proposal for future works

C Pilz, A Ulbel… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Vehicle-to-Anything (V2X) communication is a research topic in automated driving, with
recent activities also focused on cooperative perception (CP). The research field of CP is …

[HTML][HTML] Scalable cooperative perception for connected and automated driving

G Thandavarayan, M Sepulcre, J Gozalvez… - Journal of Network and …, 2023 - Elsevier
Cooperative perception (aka Collective perception or cooperative sensing) will allow
Connected and Automated Vehicles (CAVs) to share information about detected objects …