Engineering a Lightweight Deep Joint Source-Channel Coding Based Semantic Communication System

W Zhang, S Wu, S Meng, J He… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Deep joint source-channel coding (DeepJSCC) has emerged as a novel technology in
semantic communication, coinciding with the increasing demand for edge devices in the …

Deep joint source-channel coding for semantic communications

J Xu, TY Tung, B Ai, W Chen, Y Sun… - IEEE Communications …, 2023 - ieeexplore.ieee.org
Semantic communications is considered a promising technology that will increase the
efficiency of next-generation communication systems, particularly human-machine and …

Lightweight Joint Source-Channel Coding for Semantic Communications

Y Jia, Z Huang, K Luo, W Wen - IEEE Communications Letters, 2023 - ieeexplore.ieee.org
Semantic communications, which aim to effectively convey the meaning of messages (such
as text and images) rather than transmitting the exact messages themselves, have garnered …

Swinjscc: Taming swin transformer for deep joint source-channel coding

K Yang, S Wang, J Dai, X Qin, K Niu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
As one of the key techniques to realize semantic communications, end-to-end optimized
neural joint source-channel coding (JSCC) has made great progress over the past few …

D-JSCC: Digital Deep Joint Source-channel Coding for Semantic Communications

J Huang, K Yuan, C Huang, K Huang - arXiv preprint arXiv:2403.07338, 2024 - arxiv.org
Semantic communications (SemCom) have emerged as a new paradigm for supporting sixth-
generation applications, where semantic features of data are transmitted using artificial …

CNN and Attention-Based Joint Source Channel Coding for Semantic Communications in WSNs

X Liu, Z Huang, Y Zhang, Y Jia, W Wen - Sensors, 2024 - mdpi.com
Wireless Sensor Networks (WSNs) have emerged as an efficient solution for numerous real-
time applications, attributable to their compactness, cost-effectiveness, and ease of …

Improved nonlinear transform source-channel coding to catalyze semantic communications

S Wang, J Dai, X Qin, Z Si, K Niu… - IEEE Journal of Selected …, 2023 - ieeexplore.ieee.org
Recent deep learning methods have led to increased interest in solving high-efficiency end-
to-end transmission problems. These methods, we call nonlinear transform source-channel …

Joint task and data oriented semantic communications: A deep separate source-channel coding scheme

J Huang, D Li, C Huang, X Qin… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Semantic communications are expected to accomplish various semantic tasks with relatively
less spectrum resource by exploiting the semantic feature of source data. To simultaneously …

Predictive and adaptive deep coding for wireless image transmission in semantic communication

W Zhang, H Zhang, H Ma, H Shao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Semantic communication is a newly emerged communication paradigm that exploits deep
learning (DL) models to realize communication processes like source coding and channel …

Deep Joint Source-Channel Coding for Wireless Image Transmission with Adaptive Models

M Song, N Ma, C Dong, X Xu, P Zhang - Electronics, 2023 - mdpi.com
The implementation of joint source-channel coding (JSCC) schemes using deep learning
has accelerated the development of semantic communication research. Existing JSCC …