Resolution-Adaptive Source-Channel Coding for End-to-End Wireless Image Transmission

K Yang, S Wang, K Tan, J Dai… - … 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
The recent deep learning-based joint source-channel coding (deep JSCC) framework has
shown superior performance on end-to-end wireless image transmission without suffering …

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 …

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 …

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 …

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 …

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; …

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 …

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 …

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 …

Joint Source-Channel Coding for Efficient Image Transmission: An Information Bottleneck Based Scheme

L Sun, C Guo, Y Yang - 2022 IEEE Globecom Workshops (GC …, 2022 - ieeexplore.ieee.org
Joint source-channel coding (JSCC) for image transmission has attracted increasing
attention due to its robustness and high efficiency. However, the existing research mainly …