OFDM-guided deep joint source channel coding for wireless multipath fading channels

M Yang, C Bian, HS Kim - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
We investigate joint source channel coding (JSCC) for wireless image transmission over
multipath fading channels. Inspired by recent works on deep learning based JSCC 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 …

Deep joint source channel coding for wireless image transmission with OFDM

M Yang, C Bian, HS Kim - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
We present a deep learning based joint source channel coding (JSCC) scheme for wireless
image transmission over multipath fading channels with non-linear signal clipping. The …

Adaptive information bottleneck guided joint source and channel coding for image transmission

L Sun, Y Yang, M Chen, C Guo… - IEEE journal on …, 2023 - ieeexplore.ieee.org
Joint source and channel coding (JSCC) for image transmission has attracted increasing
attention due to its robustness and high efficiency. However, the existing deep JSCC …

Joint source-channel coding for channel-adaptive digital semantic communications

J Park, Y Oh, S Kim, YS Jeon - IEEE Transactions on Cognitive …, 2024 - ieeexplore.ieee.org
In this paper, we propose a novel joint source-channel coding (JSCC) approach for channel-
adaptive digital semantic communications. In semantic communication systems with digital …

Multi-sample training for neural image compression

T Xu, Y Wang, D He, C Gao, H Gao… - Advances in Neural …, 2022 - proceedings.neurips.cc
This paper considers the problem of lossy neural image compression (NIC). Current state-of-
the-art (SOTA) methods adopt uniform posterior to approximate quantization noise, and …

Disentangled Information Bottleneck guided Privacy-Protective Joint Source and Channel Coding for Image Transmission

L Sun, Y Yang, M Chen, C Guo - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Joint source and channel coding (JSCC) has attracted increasing attention in semantic
communications. However, JSCC is vulnerable to privacy issues due to the high relevance …

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 …

Generative dna: Representation learning for dna-based approximate image storage

G Franzese, Y Yan, G Serra, I D'Onofrio… - 2021 International …, 2021 - ieeexplore.ieee.org
Synthetic DNA has received much attention recently as a long-term archival medium
alternative due to its high density and durability characteristics. However, most current work …

Disentangled Information Bottleneck guided Privacy-Protective JSCC for Image Transmission

L Sun, Y Yang, M Chen, C Guo - arXiv preprint arXiv:2309.10263, 2023 - arxiv.org
Joint source and channel coding (JSCC) has attracted increasing attention due to its
robustness and high efficiency. However, JSCC is vulnerable to privacy leakage due to the …