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 …

Hierarchical Multi-Granularity Joint Source-Channel Coding for Image Semantic Transmission

X Sun, J Yu, C Wu, Y Li, H Zhang - IEEE Wireless …, 2024 - ieeexplore.ieee.org
Deep Joint Source-Channel Coding (DEEPJSCC) is an effective method for realizing
semantic communication. However, the existing DEEPJSCC methods cannot fully exploit the …

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 …

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 …

Improving Learning-Based Semantic Coding Efficiency for Image Transmission via Shared Semantic-Aware Codebook

H Zhang, M Tao, Y Sun… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Semantic communications have emerged as a new communication paradigm that extracts
and transmits meaningful information relevant to receiver tasks. The trendy semantic coding …

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 …

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 …

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 …

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 …

MambaJSCC: Deep Joint Source-Channel Coding with Visual State Space Model

T Wu, Z Chen, M Tao, X Xu, W Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Lightweight and efficient deep joint source-channel coding (JSCC) is a key technology for
semantic communications. In this paper, we design a novel JSCC scheme named …