A robust deep learning enabled semantic communication system for text

X Peng, Z Qin, D Huang, X Tao, J Lu… - … 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
With the advent of the 6G era, the concept of semantic communication has attracted
increasing attention. Compared with conventional communication systems, semantic …

Deep learning based semantic communications: An initial investigation

H Xie, Z Qin, GY Li, BH Juang - GLOBECOM 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Recently, deep learned enabled end-to-end (E2E) communication systems have been
developed to merge all physical layer blocks in the traditional communication systems …

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 …

Robust semantic communications against semantic noise

Q Hu, G Zhang, Z Qin, Y Cai, G Yu… - 2022 IEEE 96th …, 2022 - ieeexplore.ieee.org
Although the semantic communications have exhibited satisfactory performance in a large
number of tasks, the impact of semantic noise and the robustness of the systems have not …

Semantic communication with adaptive universal transformer

Q Zhou, R Li, Z Zhao, C Peng… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
With the development of deep learning (DL), natural language processing (NLP) makes it
possible for us to analyze and understand a large amount of language texts. Accordingly, we …

Deep source-channel coding for sentence semantic transmission with HARQ

P Jiang, CK Wen, S Jin, GY Li - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Recently, semantic communication has been brought to the forefront because deep learning
(DL)-based methods, such as Transformer, have achieved great success in semantic …

Semantic-preserved communication system for highly efficient speech transmission

T Han, Q Yang, Z Shi, S He… - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Deep learning (DL) based semantic communication methods have been explored for the
efficient transmission of images, text, and speech in recent years. In contrast to traditional …

Semantic coding for text transmission: An iterative design

S Yao, K Niu, S Wang, J Dai - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
We consider the wireless text transmission using joint source-channel coding (JSCC).
Classical source coding only considers the syntactic information based on probabilistic …

Semantic communications: Overview, open issues, and future research directions

X Luo, HH Chen, Q Guo - IEEE Wireless Communications, 2022 - ieeexplore.ieee.org
With the deployment of the fifth generation (5G) in many countries, people start to think about
what the next-generation of wireless communications will be. The current communication …

Semantic communication systems for speech transmission

Z Weng, Z Qin - IEEE Journal on Selected Areas in …, 2021 - ieeexplore.ieee.org
Semantic communications could improve the transmission efficiency significantly by
exploring the semantic information. In this paper, we make an effort to recover the …