Communication-efficient framework for distributed image semantic wireless transmission

B Xie, Y Wu, Y Shi, DWK Ng… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Multinode communication, which refers to the interaction among multiple devices, has
attracted lots of attention in many Internet of Things (IoT) scenarios. However, its huge …

Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applications

N Islam, S Shin - arXiv preprint arXiv:2401.12800, 2024 - arxiv.org
Deep Learning (DL) has enabled a paradigm shift in wireless communication system with
data driven end-to-end (E2E) learning and optimization of the Physical Layer (PHY). By …

Deep joint source-channel coding for image transmission with visual protection

J Xu, B Ai, W Chen, N Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Joint source-channel coding (JSCC) has achieved great success due to the introduction of
deep learning (DL). Compared to traditional separate source-channel coding (SSCC) …

SNN-SC: A Spiking Semantic Communication Framework for Collaborative Intelligence

M Wang, J Li, M Ma, X Fan - IEEE Transactions on Vehicular …, 2024 - ieeexplore.ieee.org
Collaborative Intelligence (CI) has emerged as a promising framework for deploying Artificial
Intelligence (AI) models on resource-constrained edge devices. In CI, the AI model is …

[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 …

Deep Learning Based Superposition Coded Modulation for Hierarchical Semantic Communications over Broadcast Channels

Y Bo, S Shao, M Tao - IEEE Transactions on Communications, 2024 - ieeexplore.ieee.org
We consider multi-user semantic communications over broadcast channels. While most
existing works consider that each receiver requires either the same or independent semantic …

Two‐View Image Semantic Cooperative Nonorthogonal Transmission in Distributed Edge Networks

W Wang, D Cai, Z Dong, L Yu, Y Xu… - International Journal of …, 2024 - Wiley Online Library
With the wide application of deep learning (DL) across various fields, deep joint source–
channel coding (DeepJSCC) schemes have emerged as a new coding approach for image …

Content Adaptive Distributed Joint Source-Channel Coding for Image Transmission With Hyperprior

Y Li, X Chen, X Deng, J Gui - IEEE Transactions on Cognitive …, 2024 - ieeexplore.ieee.org
We study deep joint source-channel coding (JSCC) in a distributed dual-view scenario
where the sources are correlated images and the channels are independent. The …

SNN-SC: A Spiking Semantic Communication Framework for Feature Transmission

M Wang, J Li, M Ma, X Fan, Y Tian - arXiv preprint arXiv:2210.06836, 2022 - arxiv.org
In Collaborative Intelligence (CI), Artificial Intelligence (AI) models are split between edge
devices and cloud. Features extracted from input on edge devices are transmitted to the …

Robust Deep Joint Source-Channel Coding Enabled Distributed Image Transmission with Imperfect Channel State Information

B Dong, B Cao, G Gui, Q Zhang - arXiv preprint arXiv:2411.12228, 2024 - arxiv.org
This work is concerned with robust distributed multi-view image transmission over a severe
fading channel with imperfect channel state information (CSI), wherein the sources are …