Deep joint source-channel coding over cooperative relay networks

C Bian, Y Shao, H Wu, D Gunduz - arXiv preprint arXiv:2211.06705, 2022 - arxiv.org
This paper presents a novel deep joint source-channel coding (DeepJSCC) scheme for
image transmission over a half-duplex cooperative relay channel. Specifically, we apply …

Toward adaptive semantic communications: Efficient data transmission via online learned nonlinear transform source-channel coding

J Dai, S Wang, K Yang, K Tan, X Qin… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
The emerging field semantic communication is driving the research of end-to-end data
transmission. By utilizing the powerful representation ability of deep learning models …

How to evaluate semantic communications for images with vitscore metric?

T Zhu, B Peng, J Liang, T Han, H Wan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Semantic communications (SC) have been expected to be a new paradigm shifting to
catalyze the next generation communication, whose main concerns shift from accurate bit …

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 …

Towards communication-efficient digital twin via AI-powered transmission and reconstruction

M Li, C Chen, X Yang, JT Zhou… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Digital twin technology has recently gathered pace in engineering communities as it allows
for the convergence of the real structure and its digital counterpart. 3D point cloud data is a …

Deepjscc-q: Channel input constrained deep joint source-channel coding

TY Tung, DB Kurka, M Jankowski… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
Recent works have shown that the task of wireless transmission of images can be learned
with the use of machine learning techniques. Very promising results in end-to-end image …

A hybrid wireless image transmission scheme with diffusion

X Niu, X Wang, D Gündüz, B Bai… - 2023 IEEE 24th …, 2023 - ieeexplore.ieee.org
We propose a hybrid joint source-channel coding (JSCC) scheme, in which the conventional
digital communication scheme is complemented with a generative refinement component to …

Deep joint source-channel coding for adaptive image transmission over MIMO channels

H Wu, Y Shao, C Bian, K Mikolajczyk… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper introduces a vision transformer (ViT)-based deep joint source and channel
coding (DeepJSCC) scheme for wireless image transmission over multiple-input multiple …

Wireless image transmission with semantic and security awareness

M Zhang, Y Li, Z Zhang, G Zhu… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Semantic communication is an increasingly popular framework for wireless image
transmission due to its high communication efficiency. With the aid of the joint-source-and …

Distributed deep joint source-channel coding over a multiple access channel

SF Yilmaz, C Karamanlı… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
We consider distributed image transmission over a noisy multiple access channel (MAC)
using deep joint source-channel coding (DeepJSCC). It is known that Shannon's separation …