Bandwidth-agile image transmission with deep joint source-channel coding

DB Kurka, D Gündüz - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
We propose deep learning based communication methods for adaptive-bandwidth
transmission of images over wireless channels. We consider the scenario in which images …

DeepJSCC-f: Deep Joint Source-Channel Coding of Images With Feedback

DB Kurka, D Gündüz - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
We consider wireless transmission of images in the presence of channel output feedback.
From a Shannon theoretic perspective feedback does not improve the asymptotic end-to …

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 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; …

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 …

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 …

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 …

DeepJSCC-Q: Constellation constrained deep joint source-channel coding

TY Tung, DB Kurka, M Jankowski… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Recent works have shown that modern machine learning techniques can provide an
alternative approach to the long-standing joint source-channel coding (JSCC) problem. Very …

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 …

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 …