Sensing and machine learning for automotive perception: A review

A Pandharipande, CH Cheng, J Dauwels… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Automotive perception involves understanding the external driving environment and the
internal state of the vehicle cabin and occupants using sensor data. It is critical to achieving …

Collaborative perception in autonomous driving: Methods, datasets, and challenges

Y Han, H Zhang, H Li, Y Jin, C Lang… - IEEE Intelligent …, 2023 - ieeexplore.ieee.org
Collaborative perception is essential to address occlusion and sensor failure issues in
autonomous driving. In recent years, theoretical and experimental investigations of novel …

LXL: LiDAR excluded lean 3D object detection with 4D imaging radar and camera fusion

W Xiong, J Liu, T Huang, QL Han… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As an emerging technology and a relatively affordable device, the 4D imaging radar has
already been confirmed effective in performing 3D object detection in autonomous driving …

Rcooper: A real-world large-scale dataset for roadside cooperative perception

R Hao, S Fan, Y Dai, Z Zhang, C Li… - Proceedings of the …, 2024 - openaccess.thecvf.com
The value of roadside perception which could extend the boundaries of autonomous driving
and traffic management has gradually become more prominent and acknowledged in recent …

Edgecooper: Network-aware cooperative lidar perception for enhanced vehicular awareness

G Luo, C Shao, N Cheng, H Zhou… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Autonomous driving vehicle (ADV) that is ready to transform our society and economy, is in
desperate need of precise positioning over itself as well as surrounding environments …

V2X cooperative perception for autonomous driving: Recent advances and challenges

T Huang, J Liu, X Zhou, DC Nguyen… - arXiv preprint arXiv …, 2023 - arxiv.org
Accurate perception is essential for advancing autonomous driving and addressing safety
challenges in modern transportation systems. Despite significant advancements in computer …

Redformer: Radar enlightens the darkness of camera perception with transformers

C Cui, Y Ma, J Lu, Z Wang - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
Enhancing the accuracy and reliability of perception systems in automated vehicles is
critical, especially under varying driving conditions. Unfortunately, the challenges of adverse …

MACP: Efficient model adaptation for cooperative perception

Y Ma, J Lu, C Cui, S Zhao, X Cao… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Vehicle-to-vehicle (V2V) communications have greatly enhanced the perception
capabilities of connected and automated vehicles (CAVs) by enabling information sharing …

Quest: Query stream for vehicle-infrastructure cooperative perception

S Fan, H Yu, W Yang, J Yuan, Z Nie - arXiv preprint arXiv:2308.01804, 2023 - arxiv.org
Cooperative perception can effectively enhance individual perception performance by
providing additional viewpoint and expanding the sensing field. Existing cooperation …

A survey and framework of cooperative perception: From heterogeneous singleton to hierarchical cooperation

Z Bai, G Wu, MJ Barth, Y Liu, EA Sisbot… - arXiv preprint arXiv …, 2022 - arxiv.org
Perceiving the environment is one of the most fundamental keys to enabling Cooperative
Driving Automation (CDA), which is regarded as the revolutionary solution to addressing the …