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 …

Collaborative perception for autonomous driving: Current status and future trend

S Ren, S Chen, W Zhang - Proceedings of 2021 5th Chinese Conference …, 2022 - Springer
Perception is one of the crucial module of the autonomous driving system, which has made
great progress recently. However, limited ability of individual vehicles results in the …

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 …

[PDF][PDF] V2x-sim: A virtual collaborative perception dataset for autonomous driving

Y Li, Z An, Z Wang, Y Zhong, S Chen… - arXiv preprint arXiv …, 2022 - ziyanan.github.io
Abstract Vehicle-to-everything (V2X), which denotes the collaboration between a vehicle
and any entity in its surrounding, can fundamentally improve the perception in self-driving …

V2X-Sim: Multi-agent collaborative perception dataset and benchmark for autonomous driving

Y Li, D Ma, Z An, Z Wang, Y Zhong… - IEEE Robotics and …, 2022 - ieeexplore.ieee.org
Vehicle-to-everything (V2X) communication techniques enable the collaboration between
vehicles and many other entities in the neighboring environment, which could fundamentally …

Latency-aware collaborative perception

Z Lei, S Ren, Y Hu, W Zhang, S Chen - European Conference on …, 2022 - Springer
Collaborative perception has recently shown great potential to improve perception
capabilities over single-agent perception. Existing collaborative perception methods usually …

How2comm: Communication-efficient and collaboration-pragmatic multi-agent perception

D Yang, K Yang, Y Wang, J Liu, Z Xu… - Advances in …, 2024 - proceedings.neurips.cc
Multi-agent collaborative perception has recently received widespread attention as an
emerging application in driving scenarios. Despite the advancements in previous efforts …

Dolphins: Dataset for collaborative perception enabled harmonious and interconnected self-driving

R Mao, J Guo, Y Jia, Y Sun… - Proceedings of the …, 2022 - openaccess.thecvf.com
Abstract Vehicle-to-Everything (V2X) network has enabled collaborative perception in
autonomous driving, which is a promising solution to the fundamental defect of stand-alone …

Autocast: Scalable infrastructure-less cooperative perception for distributed collaborative driving

H Qiu, P Huang, N Asavisanu, X Liu, K Psounis… - arXiv preprint arXiv …, 2021 - arxiv.org
Autonomous vehicles use 3D sensors for perception. Cooperative perception enables
vehicles to share sensor readings with each other to improve safety. Prior work in …

What2comm: Towards communication-efficient collaborative perception via feature decoupling

K Yang, D Yang, J Zhang, H Wang, P Sun… - Proceedings of the 31st …, 2023 - dl.acm.org
Multi-agent collaborative perception has received increasing attention recently as an
emerging application in driving scenarios. Despite advancements in previous approaches …