IVAISPNov 2, 2022

WiserVR: Semantic Communication Enabled Wireless Virtual Reality Delivery

arXiv:2211.01241v446 citationsh-index: 12
Originality Highly original
AI Analysis

This work addresses bandwidth limitations for untethered VR users, presenting an incremental improvement through a novel integration of semantic communication with VR delivery.

The paper tackles the challenge of delivering wireless virtual reality (VR) with high data volume and strict latency/reliability requirements by proposing WiserVR, a semantic communication framework that reduces communication latency and ensures reliability under varying channel conditions.

Virtual reality (VR) over wireless is expected to be one of the killer applications in next-generation communication networks. Nevertheless, the huge data volume along with stringent requirements on latency and reliability under limited bandwidth resources makes untethered wireless VR delivery increasingly challenging. Such bottlenecks, therefore, motivate this work to seek the potential of using semantic communication, a new paradigm that promises to significantly ease the resource pressure, for efficient VR delivery. To this end, we propose a novel framework, namely WIreless SEmantic deliveRy for VR (WiserVR), for delivering consecutive 360° video frames to VR users. Specifically, deep learning-based multiple modules are well-devised for the transceiver in WiserVR to realize high-performance feature extraction and semantic recovery. Among them, we dedicatedly develop a concept of semantic location graph and leverage the joint-semantic-channel-coding method with knowledge sharing to not only substantially reduce communication latency, but also to guarantee adequate transmission reliability and resilience under various channel states. Moreover, implementation of WiserVR is presented, followed by corresponding initial simulations for performance evaluation compared with benchmarks. Finally, we discuss several open issues and offer feasible solutions to unlock the full potential of WiserVR.

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