HMS-SCP: Task-Oriented Multi-Scale Semantic Communication for V2X Cooperative Perception
Researchers have proposed a new framework called HMS-SCP for task-oriented semantic communication in cooperative perception. This framework aims to improve the efficiency of vehicle-to-everything (V2X) communication by reducing bandwidth consumption and mitigating network congestion in high-density vehicular environments. HMS-SCP uses a spatial importance predictor to identify relevant data elements, which are then mapped into complex-valued symbols for transmission. The desi
Researchers have proposed a new framework called HMS-SCP for task-oriented semantic communication in cooperative perception. This framework aims to improve the efficiency of vehicle-to-everything (V2X) communication by reducing bandwidth consumption and mitigating network congestion in high-density vehicular environments. HMS-SCP uses a spatial importance predictor to identify relevant data elements, which are then mapped into complex-valued symbols for transmission. The design exploits structural semantic redundancy across multiple scales to enhance resilience against channel noise. Evaluations on simulated and real-world datasets show that HMS-SCP maintains high-confidence far-field detection with low latency, even under severe channel conditions.
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Why it matters: This research matters because it addresses a critical challenge in autonomous driving: ensuring reliable and efficient communication between vehicles and infrastructure. By reducing bandwidth consumption and mitigating network congestion, HMS-SCP can help prevent performance collapse and maintain safety-critical functions in dynamic V2X environments.
Source: https://arxiv.org/abs/2608.14603
This article was originally published at: https://arxiv.org/abs/2608.14603