Leveraging temporal contexts to enhance vehicle-infrastructure cooperative perception

J Zhong, H Yu, T Zhu, J Xu, W Yang, Z Nie… - arxiv preprint arxiv …, 2024 - arxiv.org
Infrastructure sensors installed at elevated positions offer a broader perception range and
encounter fewer occlusions. Integrating both infrastructure and ego-vehicle data through …

A Survey on Intermediate Fusion Methods for Collaborative Perception Categorized by Real World Challenges

M Yazgan, T Graf, M Liu, T Fleck… - 2024 IEEE Intelligent …, 2024 - ieeexplore.ieee.org
This survey analyzes intermediate fusion methods in collaborative perception for
autonomous driving, categorized by real-world challenges. We examine various methods …

CollaMamba: Efficient Collaborative Perception with Cross-Agent Spatial-Temporal State Space Model

Y Li, Q Yuan, G Luo, X Fu, X Zhu, Y Yang… - arxiv preprint arxiv …, 2024 - arxiv.org
By sharing complementary perceptual information, multi-agent collaborative perception
fosters a deeper understanding of the environment. Recent studies on collaborative …

Deep Reinforcement Learning-Based User Scheduling for Collaborative Perception

Y Liu, G Liu, L Liang, H Ye, C Guo, S ** - arxiv preprint arxiv:2502.10456, 2025 - arxiv.org
Stand-alone perception systems in autonomous driving suffer from limited sensing ranges
and occlusions at extended distances, potentially resulting in catastrophic outcomes. To …

Semantic Communication Empowered Collaborative Perception in Constrained Networks

Y Liu, Q Huang, R Li, Z Zhao, S Zhao… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
Traditional collaborative perception methods typically focus on optimizing perception
performance in ideal wireless transmission conditions. However, in real-world constrained …

C-MASS: Combinatorial Mobility-Aware Sensor Scheduling for Collaborative Perception with Second-Order Topology Approximation

Y Jia, Y Sun, R Mao, Z Nan, S Zhou, Z Niu - arxiv preprint arxiv …, 2024 - arxiv.org
Collaborative Perception (CP) has been a promising solution to address occlusions in the
traffic environment by sharing sensor data among collaborative vehicles (CoV) via vehicle-to …

Select2Drive: Pragmatic Communications for Real-Time Collaborative Autonomous Driving

J Huang, J Zhu, R Li, Z Zhao, H Zhang - arxiv preprint arxiv:2501.12040, 2025 - arxiv.org
Vehicle-to-Everything communications-assisted Autonomous Driving (V2X-AD) has
witnessed remarkable advancements in recent years, with pragmatic communications …