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

Semprotector: A unified framework for semantic protection in deep learning-based semantic communication systems

X Liu, G Nan, Q Cui, Z Li, P Liu, Z Xing… - … Communications …, 2023 - ieeexplore.ieee.org
… Although SemProtector is tested on an image-based semantic communication system,
we believe that our framework can also be further extended to video-based SC systems. …

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. …

Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applications

N Islam, S Shin - arXiv preprint arXiv:2401.12800, 2024 - arxiv.org
… -driven E2E communication is a key factor in enabling semantic communication systems (…
driven PHY for E2E communication system, and their enabling semantic applications across …

Innovative semantic communication system

C Dong, H Liang, X Xu, S Han, B Wang… - arXiv preprint arXiv …, 2022 - arxiv.org
… of semantic communication systems based on deep learning are proposed. Authors in [15]
propose a deep learning based semantic communication system, named DeepSC, for text …

A survey on semantic communications for intelligent wireless networks

S Iyer, R Khanai, D Torse, RJ Pandya… - … Communications, 2023 - Springer
… There also exist studies in regard to semantic communication system [11, 15,16,17,18,19,20,21,22,…
The authors in [18] have designed a Deep Learning (DL) based system for semantic

Performance limits of a deep learning-enabled text semantic communication under interference

TM Getu, W Saad, G Kaddoum… - … Communications, 2024 - ieeexplore.ieee.org
communication systems aiming to provide high data rates and a low symbol/bit error rate,
SemCom extracts the meaning of the transmitter’s message and interprets the semantic

Secure semantic communications: Fundamentals and challenges

Z Yang, M Chen, G Li, Y Yang, Z Zhang - IEEE Network, 2024 - ieeexplore.ieee.org
communication systems but also attack machine learning (ML) models used for semantic
information extraction since most of semantic … secure semantic communication systems over …

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