Deep learning enabled semantic communication systems

H Xie, Z Qin, GY Li, BH Juang - IEEE Transactions on Signal …, 2021 - ieeexplore.ieee.org
… on communication systems from the semantic level. Particularly, we propose a deep learning
based semantic communication system, … the system capacity and minimizing the semantic

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

H Zhang, S Shao, M Tao, X Bi… - … in Communications, 2022 - ieeexplore.ieee.org
… a new neural network-based semantic communication system … The system consists of two
main parts, namely the semantic … extract and transmit the semantic information using a receiver…

Deep learning enabled semantic communications with speech recognition and synthesis

Z Weng, Z Qin, X Tao, C Pan, G Liu… - … Communications, 2023 - ieeexplore.ieee.org
… Abstract—In this paper, we develop a deep learning based semantic communication system
for speech transmission, named DeepSC-ST. We take the speech recognition and speech …

Semantic communication systems for speech transmission

Z Weng, Z Qin - … Journal on Selected Areas in Communications, 2021 - ieeexplore.ieee.org
… signals in the semantic communication systems, which minimizes the error at the semantic
level rather … Particularly, we design a deep learning (DL)-enabled semantic communication

Semantic communications for speech signals

Z Weng, Z Qin, GY Li - … Conference on Communications, 2021 - ieeexplore.ieee.org
… Abstract—We consider a semantic communication system for … in deep learning (DL), we
make an effort to recover the transmitted speech signals in the semantic communication systems, …

Toward semantic communications: Deep learning-based image semantic coding

D Huang, F Gao, X Tao, Q Du… - … Areas in Communications, 2022 - ieeexplore.ieee.org
… preserves semantic information of sentences. Later, the authors of [7] design an … learning
(RL) based semantic communication system to deal with the non-differentiability of semantic met…

Deep learning-based image semantic coding for semantic communications

D Huang, X Tao, F Gao, J Lu - … IEEE Global Communications …, 2021 - ieeexplore.ieee.org
… much richer semantics, the design of multimedia semantic communication system is crucial.
Inspired by these factors, this work designs a GANsbased semantic communication system

A lite distributed semantic communication system for Internet of Things

H Xie, Z Qin - … Journal on Selected Areas in Communications, 2020 - ieeexplore.ieee.org
… individual signal processing block by a deep neural network (DNN) [13]. … ) communication
system has been proposed to merge the signal processing blocks in traditional communication

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

X Luo, HH Chen, Q Guo - IEEE Wireless Communications, 2022 - ieeexplore.ieee.org
… , an overview of the latest deep learning (DL) and end-to-end (E2E) communication based
… only physical channel noise, but also semantic noise in a semantic communication system. …

Rethinking modern communication from semantic coding to semantic communication

K Lu, Q Zhou, R Li, Z Zhao, X Chen… - … Communications, 2022 - ieeexplore.ieee.org
… to five years when machine learning-based calculation… semantic communication system,
we provide some examples on the sentence-based model in Table 1. The same neural network