Multi-User Wireless Image Semantic Transmission Over MIMO Multiple Access Channels

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-03-26 DOI:10.1109/LWC.2025.3554517
Bingyan Xie;Yongpeng Wu;Feng Shu;Jiangzhou Wang;Wenjun Zhang
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Abstract

This letter focuses on a typical uplink transmission scenario over multiple-input multiple-output multiple access channel (MIMO-MAC) and thus propose a multi-user learnable CSI fusion semantic communication (MU-LCFSC) framework. It incorporates CSI as the side information into both the semantic encoders and decoders to generate a proper feature mask map in order to produce a more robust attention weight distribution. Especially for the decoding end, a cooperative successive interference cancellation procedure is conducted along with a cooperative mask ratio generator, which flexibly controls the mask elements of feature mask maps. Numerical results verify the superiority of proposed MU-LCFSC compared to DeepJSCC-NOMA over 3 dB in terms of PSNR.
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Mimo多址信道多用户无线图像语义传输
本文针对多输入多输出多址信道(MIMO-MAC)的典型上行传输场景,提出了一种多用户可学习的CSI融合语义通信(MU-LCFSC)框架。它将CSI作为侧信息纳入语义编码器和语义解码器中,以生成适当的特征掩码映射,从而产生更鲁棒的注意力权重分布。特别是在解码端,采用协同逐次干扰消除程序,配合协同掩码比发生器,灵活控制特征掩码映射的掩码元素。数值结果验证了该MU-LCFSC在PSNR方面优于DeepJSCC-NOMA。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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