A unified multi-task semantic communication system for multimodal data

G Zhang, Q Hu, Z Qin, Y Cai, G Yu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Task-oriented semantic communications have achieved significant performance gains.
However, the employed deep neural networks in semantic communications have to be …

A unified multi-task semantic communication system with domain adaptation

G Zhang, Q Hu, Z Qin, Y Cai… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
The task-oriented semantic communication sys-tems have achieved significant performance
gain, however, the paradigm that employs a model for a specific task might be limited, since …

Task-oriented multi-user semantic communications

H Xie, Z Qin, X Tao, KB Letaief - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
While semantic communications have shown the potential in the case of single-modal single-
users, its applications to the multi-user scenario remain limited. In this paper, we investigate …

Deep learning enabled semantic communication systems

H Xie, Z Qin, GY Li, BH Juang - IEEE Transactions on Signal …, 2021 - ieeexplore.ieee.org
Recently, deep learned enabled end-to-end communication systems have been developed
to merge all physical layer blocks in the traditional communication systems, which make joint …

One-to-many semantic communication systems: Design, implementation, performance evaluation

H Hu, X Zhu, F Zhou, W Wu, RQ Hu… - IEEE Communications …, 2022 - ieeexplore.ieee.org
Semantic communication in the 6G era has been deemed a promising communication
paradigm to break through the bottleneck of traditional communications. However, its …

Cross-modal semantic communications

A Li, X Wei, D Wu, L Zhou - IEEE Wireless Communications, 2022 - ieeexplore.ieee.org
It is well known that multi-modal services, including video, audio, and haptic signals, aim to
provide immersive experience with low latency and high reliability. Although multi-modal …

A generalized semantic communication system: From sources to channels

Z Qin, F Gao, B Lin, X Tao, G Liu… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Semantic communication is regarded as the breakthrough beyond the Shannon paradigm,
which transmits the semantic information only to improve the communication efficiency …

Wireless semantic transmission via revising modules in conventional communications

P Jiang, CK Wen, S Jin, GY Li - IEEE Wireless Communications, 2023 - ieeexplore.ieee.org
Semantic communication has become a widely researched area due to its high spectrum
efficiency and error correction capabilities. Some studies used deep learning to extract …

Deep learning-enabled semantic communication systems with task-unaware transmitter and dynamic data

H Zhang, S Shao, M Tao, X Bi… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Existing deep learning-enabled semantic communication systems often rely on shared
background knowledge between the transmitter and receiver that includes empirical data …

Communication-efficient framework for distributed image semantic wireless transmission

B Xie, Y Wu, Y Shi, DWK Ng… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Multinode communication, which refers to the interaction among multiple devices, has
attracted lots of attention in many Internet of Things (IoT) scenarios. However, its huge …