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Free-Ride Transmission of Semantic Features in Wireless Video Surveillance Systems

  • Junjie Chen
  • , Yinchu Wang
  • , Qianfan Wang
  • , Hai Wan
  • , Xiao Ma*
  • *此作品的通讯作者
  • Sun Yat-Sen University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

This paper is concerned with the wireless video surveillance systems, which were widely deployed and now augmented by edge computing. Armed with the edge computing, on-device local intelligence algorithms like machine learning (ML) can be utilized to extract specific semantics such as events classification in terms of risk levels which are vital for downstream tasks, say video retrieval. Different from the emergent semantic communications, not only these extracted semantic features (for further use) but also the raw video (by legal requirement) need to be sent to the surveillance center. This application scenario is also different from those for the conventional edge computing. The main objective of this paper is to propose a cost-effective scheme for such extra semantic data transmission in a free-ride way that has mild impact on the existing communication link and requires neither bandwidth expansion nor extra transmission power. The basic idea is to superimpose in the binary field the extra bits on the coded payload data. Numerical results show that, with the 5G low-density parity-check (LDPC) codes, simultaneously transmitting semantic features along with the payload data delivers more reliable semantic features and has a negligible effect on the quality of the payload data.

源语言英语
主期刊名2024 IEEE Wireless Communications and Networking Conference, WCNC 2024 - Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9798350303582
DOI
出版状态已出版 - 2024
已对外发布
活动25th IEEE Wireless Communications and Networking Conference, WCNC 2024 - Dubai, 阿拉伯联合酋长国
期限: 21 4月 202424 4月 2024

出版系列

姓名IEEE Wireless Communications and Networking Conference, WCNC
ISSN(电子版)1558-2612

会议

会议25th IEEE Wireless Communications and Networking Conference, WCNC 2024
国家/地区阿拉伯联合酋长国
Dubai
时期21/04/2424/04/24

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