Semantic Communications With AI Tasks
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Abstract (arXiv)
A radical paradigm shift of wireless networks from ``connected things'' to ``connected intelligence'' undergoes, which coincides with the Shanno and Weaver's envisions: Communications will transform from the technical level to the semantic level. This article proposes a semantic communication method with artificial intelligence tasks (SC-AIT). First, the architecture of SC-AIT is elaborated. Then, based on the proposed architecture, we implement SC-AIT for a image classifications task. A prototype of SC-AIT is also established for surface defect detection, is conducted. Experimental results show that SC-AIT has much lower bandwidth requirements, and can achieve more than 40% classification accuracy gains compared with the communications at the technical level. Future trends and key challenges for semantic communications are also identified.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 7 of its 13 references that are in the map. First posted on arXiv 29 Sep 2021.
Builds on
7 of 13 references.
References · 7
- 2016Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localizationcited by 6,690
- 2016Perceptual Losses for Real-Time Style Transfer and Super-Resolutioncited by 2,678
- 2020Deep Learning Enabled Semantic Communication Systemscited by 282
- 2019A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problemscited by 157
- 2019The Roadmap to 6G -- AI Empowered Wireless Networkscited by 150
- 2018Net2Vec: Quantifying and Explaining how Concepts are Encoded by Filters in Deep Neural Networkscited by 128
- 2020A Lite Distributed Semantic Communication System for Internet of Thingscited by 69
Built on by
Citing papers per year: 2022: 4; 2023: 1; 2024: 1.
6 papers.
- 2022Less Data, More Knowledge: Building Next Generation Semantic Communication Networkscited by 61
- 2022Deep Learning-Enabled Semantic Communication Systems with Task-Unaware Transmitter and Dynamic Datacited by 36
- 2022Semantics-Empowered Communication: A Tutorial-cum-Surveycited by 8
- 2023Optimization of Image Transmission in a Cooperative Semantic Communication Networkscited by 8
- 2022Economics of Semantic Communication System: An Auction Approachcited by 2
- 2024PACE: A Pragmatic Agent for Enhancing Communication Efficiency Using Large Language Modelscited by 0
- 2024PACE: A Pragmatic Agent for Enhancing Communication Efficiency Using Large Language Models30 Jan 2024
- 2023Optimization of Image Transmission in a Cooperative Semantic Communication Networks1 Jan 2023
- 2022Semantics-Empowered Communication: A Tutorial-cum-Survey16 Dec 2022
- 2022Less Data, More Knowledge: Building Next Generation Semantic Communication Networks25 Nov 2022
- 2022Economics of Semantic Communication System: An Auction Approach2 Aug 2022
- 2022Deep Learning-Enabled Semantic Communication Systems with Task-Unaware Transmitter and Dynamic Data30 Apr 2022