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 …

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 …

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 …

Wireless deep video semantic transmission

S Wang, J Dai, Z Liang, K Niu, Z Si… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
In this paper, we design a new class of high-efficiency deep joint source-channel coding
methods to achieve end-to-end video transmission over wireless channels. The proposed …

Toward semantic communications: Deep learning-based image semantic coding

D Huang, F Gao, X Tao, Q Du… - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Semantic communications has received growing interest since it can remarkably reduce the
amount of data to be transmitted without missing critical information. Most existing works …

Deep learning-based image semantic coding for semantic communications

D Huang, X Tao, F Gao, J Lu - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
This paper presents the Generative Adversarial Networks (GANs)-based image semantic
coding, the goal of which is semantic exchange rather than symbol transmission. State-of …

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 …

Deep joint source-channel coding for wireless image transmission

E Bourtsoulatze, DB Kurka… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
We propose a joint source and channel coding (JSCC) technique for wireless image
transmission that does not rely on explicit codes for either compression or error correction; …

Joint coding-modulation for digital semantic communications via variational autoencoder

Y Bo, Y Duan, S Shao, M Tao - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Semantic communications have emerged as a new paradigm for improving communication
efficiency by transmitting the semantic information of a source message that is most relevant …