Semantic communication: A survey on research landscape, challenges, and future directions

T Getu, G Kaddoum, M Bennis - Authorea Preprints, 2023 - techrxiv.org
 Amid the global rollout of fifth-generation (5G) services, researchers in academia, industry,
and national labo? ratories have been developing proposals for the sixth generation (6G) …

[PDF][PDF] 面向语义通信的非线性变换编码

张平, 戴金晟, 张育铭, 王思贤, 秦晓琦, 牛凯 - 通信学报, 2023 - infocomm-journal.com
针对经典通信系统模块设计分离, 处理范式受限等因素限制了端到端信息传输性能持续提升的
问题, 提出了面向语义通信的非线性变换编码传输新框架. 首先, 基于变分理论推导了语义通信端 …

An image adaptive rate mechanism in semantic communication for image endogenous semantics

G Shi, H Li, D Gao, M Yang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Despite deep learning's progress in semantic communication, traditional fixed-length
encoding does not adequately address the variable complexity of semantic content, often …

An investigation on intelligent relay assisted semantic communication networks

S Ma, W Liang, B Zhang, D Wang - 2023 IEEE Wireless …, 2023 - ieeexplore.ieee.org
With the development of sixth generation (6G) networks, semantic communication is treated
as an emerging technology to provide more intelligent communication between two parties …

DeepJSCC-1++: Robust and Bandwidth-Adaptive Wireless Image Transmission

C Bian, Y Shao, D Gündüz - GLOBECOM 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
This paper presents a novel vision transformer (ViT) based deep joint source channel
coding (DeepJSCC) scheme, dubbed DeepJSCC-l++, which can adapt to different target …

[HTML][HTML] Learned distributed image compression with decoder side information

Y Yin, Z Sun, P Ruan, R Li, F Duan - Digital Communications and Networks, 2024 - Elsevier
With the rapid development of digital communication and the widespread use of the Internet
of Things, multi-view image compression has attracted increasing attention as a …

The Rate-Distortion-Perception-Classification Tradeoff: Joint Source Coding and Modulation via Inverse-Domain GANs

J Fang, JFC Mota, B Lu, W Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The joint source-channel coding (JSCC) framework leverages deep learning to learn from
data the best codes for source and channel coding. When the output signal, rather than …

ADJSCC-l: SNR-adaptive JSCC networks for multi-layer wireless image transmission

X Bao, M Jiang, H Zhang - 2021 7th International Conference …, 2021 - ieeexplore.ieee.org
Motivated by deep learning in wireless image transmissions, joint source-channel coding
(JSCC) techniques based on convolutional neural networks (CNNs) can successfully …

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 …

Information Compression in the AI Era: Recent Advances and Future Challenges

J Chen, Y Fang, A Khisti, A Ozgur, N Shlezinger… - arXiv preprint arXiv …, 2024 - arxiv.org
This survey articles focuses on emerging connections between the fields of machine
learning and data compression. While fundamental limits of classical (lossy) data …