.png){kind=icon}
返回
LARGE AI MODEL-BASED SEMANTIC COMMUNICATIONS
.png){kind=icon}
OA
AI
DOI：10.1109/MWC.001.2300346.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Semantic communication (SC) is an emerging intelligent paradigm, offering solutions for various future applications like metaverse, mixed reality, and the Internet of everything. However, in current SC systems, the construction of the knowledge base (KB) faces several issues, including limited knowledge representation, frequent knowledge updates, and insecure knowledge sharing. Fortunately, the development of the large AI model (LAM) provides new solutions to overcome the above issues. Here, we propose a LAM-based SC framework (LAM-SC) specifically designed for image data, where we first apply the segment anything model (SAM)-based KB (SKB) that can split the original image into different semantic segments by universal semantic knowledge. Then, we present an attention-based semantic integration (ASI) to weigh the semantic segments generated by SKB without human participation and integrate them as the semantic-aware image. Additionally, we propose an adaptive semantic compression (ASC) encoding to remove redundant information in semantic features, thereby reducing communication overhead. Finally, through simulations, we demonstrate the effectiveness of the LAM-SC framework and the possibility of applying the LAM-based KB in future SC paradigms.
期刊
IF:
11.5
论文数:
2.8K
被引数:
1.3W
机构
引用论文
.png){kind=icon}
Detrital Zircon Geochronology and Provenance of the Paleoproterozoic Huron (∼2.4–2.2 Ga) and Animikie (∼2.2–1.8 Ga) Basins, Southern Superior Province苏必利尔省南部古元古代休伦 (〜2.4-2.2 Ga) 和Animikie (〜2.2-1.8 Ga) 盆地的碎屑锆石年代学和物源
PREAI
分享收藏DRL-Driven Dynamic Resource Allocation for Task-Oriented Semantic Communication面向任务语义通信的DRL驱动动态资源分配OAAI
OAAI分享收藏Deep Learning Enabled Semantic Communications With Speech Recognition and Synthesis通过语音识别和合成实现深度学习的语义通信OAAI
OAAI分享收藏Predictive and Adaptive Deep Coding for Wireless Image Transmission in Semantic Communication语义通信中无线图像传输的预测和自适应深度编码
PREAI
分享收藏
查看更多内容