Deep learning for joint source-channel coding of text

N Farsad, M Rao, A Goldsmith - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
We consider the problem of joint source and channel coding of structured data such as
natural language over a noisy channel. The typical approach to this problem in both theory …

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 …

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 …

Neural joint source-channel coding

K Choi, K Tatwawadi, A Grover… - International …, 2019 - proceedings.mlr.press
For reliable transmission across a noisy communication channel, classical results from
information theory show that it is asymptotically optimal to separate out the source and …

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 …

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 …

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 source-channel coding with variable length codes

VB Balakirsky - … of IEEE International Symposium on Information …, 1997 - ieeexplore.ieee.org
We consider an information transmission scheme where a stream of messages is encoded
using a variable length code, and the code sequence, obtained as a concatenation of …

Joint source-channel decoding of correlated sources over noisy channels

J Garcia-Frias - Proceedings DCC 2001. Data Compression …, 2001 - ieeexplore.ieee.org
We consider the case of two correlated binary information sequences. Instead of
compressing the information using source coding, both sequences are independently …

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 …