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 …

Nonlinear transform source-channel coding for semantic communications

J Dai, S Wang, K Tan, Z Si, X Qin… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
In this paper, we propose a class of high-efficiency deep joint source-channel coding
methods that can closely adapt to the source distribution under the nonlinear transform, it …

Perceptual learned source-channel coding for high-fidelity image semantic transmission

J Wang, S Wang, J Dai, Z Si, D Zhou… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
As one novel approach to realize end-to-end wireless image semantic transmission, deep
learning-based joint source-channel coding (deep JSCC) method is emerging in both deep …

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 …

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 …

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 …

Generative joint source-channel coding for semantic image transmission

E Erdemir, TY Tung, PL Dragotti… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Recent works have shown that joint source-channel coding (JSCC) schemes using deep
neural networks (DNNs), called DeepJSCC, provide promising results in wireless image …

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 …

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 …

SwinJSCC: Taming Swin Transformer for Deep Joint Source-Channel Coding

K Yang, S Wang, J Dai, X Qin, K Niu… - arXiv preprint arXiv …, 2023 - arxiv.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 …