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 …

Deep Refinement-Based Joint Source Channel Coding over Time-Varying Channels

J Pan, H Li, G Zhang, Y Cai, G Yu - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
In recent developments, deep learning (DL)-based joint source-channel coding (JSCC) for
wireless image transmission has made significant strides in performance enhancement …

Model-Driven Deep Joint Source-Channel Coding over Time-Varying Channels

C Karamanli, TY Tung… - WSA & SCC 2023; 26th …, 2023 - ieeexplore.ieee.org
Machine learning techniques have recently offered powerful tools for designing joint source-
channel coding (JSCC) schemes with impressive performance results. Recent works have …

Wireless image transmission using deep source channel coding with attention modules

J Xu, B Ai, W Chen, A Yang, P Sun… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Recent research on joint source channel coding (JSCC) for wireless communications has
achieved great success owing to the employment of deep learning (DL). However, the …

SNR-adaptive deep joint source-channel coding scheme for imagesemantic transmission with convolutional block attention module

Y Yujia, L Yiming, Z Wenjia, Z Zhi - 中国邮电高校学报(英文), 2024 - jcupt.bupt.edu.cn
With the development of deep learning (DL), joint source-channel coding (JSCC) solutions
for end-to-end transmission have gained a lot of attention. Adaptive deep JSCC schemes …

SNR-adaptive deep joint source-channel coding for wireless image transmission

M Ding, J Li, M Ma, X Fan - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
Considering the problem of joint source-channel coding (JSCC) for multi-user transmission
of images over noisy channels, an autoencoder-based novel deep joint source-channel …

Channel Adaptive DL based Joint Source-Channel Coding without A Prior Knowledge

H Yuan, W Xu, Y Wang, X Wang - arXiv preprint arXiv:2306.15183, 2023 - arxiv.org
Significant progress has been made in wireless Joint Source-Channel Coding (JSCC) using
deep learning techniques. The latest DL-based image JSCC methods have demonstrated …

Channel-Blind Joint Source–Channel Coding for Wireless Image Transmission

H Yuan, W Xu, Y Wang, X Wang - Sensors, 2024 - mdpi.com
Joint source–channel coding (JSCC) based on deep learning has shown significant
advancements in image transmission tasks. However, previous channel-adaptive JSCC …

Deep joint source-channel coding for wireless image transmission with adaptive rate control

M Yang, HS Kim - … 2022-2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
We present a novel adaptive deep joint source-channel coding (JSCC) scheme for wireless
image transmission. The proposed scheme supports multiple rates using a single deep …

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 …