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A Unified Framework for Integrating Semantic Communication and AI-Generated Content in Metaverse

Authors :
Lin, Yijing
Gao, Zhipeng
Du, Hongyang
Niyato, Dusit
Kang, Jiawen
Jamalipour, Abbas
Shen, Xuemin Sherman
Source :
IEEE Network; 2024, Vol. 38 Issue: 4 p174-181, 8p
Publication Year :
2024

Abstract

As the Metaverse continues to grow, the need for efficient communication and intelligent content generation becomes increasingly important. Semantic communication focuses on conveying meaning and understanding from user inputs, while AI-Generated Content utilizes artificial intelligence to create digital content and experiences. Integrated Semantic Communication and AI-Generated Content (ISGC) has attracted a lot of attentions recently, which transfers semantic information from user inputs instead of raw data, generates digital content, and renders graphics for Metaverse. In this paper, we introduce a unified framework that captures ISGC’s two primary benefits: integration gain for optimized resource allocation and coordination gain for goal-oriented high-quality content generation to improve immersion from both communication and content perspectives. We also classify existing ISGC solutions, analyze the major components of ISGC, and present several use cases. We then construct a case study based on the diffusion model to identify a near-optimal resource allocation strategy for performing semantic extraction, content generation, and graphic rendering in the Metaverse. Finally, we discuss several open research issues, encouraging further exploring the potential of ISGC and its related applications in the Metaverse.

Details

Language :
English
ISSN :
08908044 and 1558156X
Volume :
38
Issue :
4
Database :
Supplemental Index
Journal :
IEEE Network
Publication Type :
Periodical
Accession number :
ejs66961256
Full Text :
https://doi.org/10.1109/MNET.2023.3321539