Semantic Communication-Empowered Traffic Management using Vehicle Count Prediction

S Kadam, DI Kim - arXiv preprint arXiv:2307.12254, 2023 - arxiv.org
Vehicle count prediction is an important aspect of smart city traffic management. Most major
roads are monitored by cameras with computing and transmitting capabilities. These …

Semantic Communication-Empowered Vehicle Count Prediction for Traffic Management

S Kadam, DI Kim - 2024 IEEE Wireless Communications and …, 2024 - ieeexplore.ieee.org
Vehicle count prediction is an important aspect of smart city traffic management. Most major
roads are monitored by cameras with computing and transmitting capabilities. These …

Magmaw: Modality-Agnostic Adversarial Attacks on Machine Learning-Based Wireless Communication Systems

JW Chang, K Sun, N Heydaribeni, S Hidano… - arXiv preprint arXiv …, 2023 - arxiv.org
Machine Learning (ML) has been instrumental in enabling joint transceiver optimization by
merging all physical layer blocks of the end-to-end wireless communication systems …

Joint Semantic-Native Communication and Inference via Minimal Simplicial Structures

Q Zhao, H Zou, M Bennis, M Debbah… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
In this work, we study the problem of semantic communication and inference, in which a
student agent (ie mobile device) queries a teacher agent (ie cloud sever) to generate higher …

DM-MIMO: Diffusion Models for Robust Semantic Communications over MIMO Channels

Y Duan, T Wu, Z Chen, M Tao - arXiv preprint arXiv:2407.05289, 2024 - arxiv.org
This paper investigates robust semantic communications over multiple-input multiple-output
(MIMO) fading channels. Current semantic communications over MIMO channels mainly …

MambaJSCC: Deep Joint Source-Channel Coding with Visual State Space Model

T Wu, Z Chen, M Tao, X Xu, W Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Lightweight and efficient deep joint source-channel coding (JSCC) is a key technology for
semantic communications. In this paper, we design a novel JSCC scheme named …

Network Architecture Design toward Convergence of Mobile Applications and Networks

S Han, Z Liu, T Sun, X Wang - IEEE Communications Magazine, 2023 - ieeexplore.ieee.org
Mobile communications networks are faced with gigantic challenges in meeting diversified
service requirements. A tight coordination, or even convergence, of applications and mobile …

Semantic Communication-Enabled Wireless Adaptive Panoramic Video Transmission

H Gao, M Sun, X Xu, S Han - arXiv preprint arXiv:2402.16581, 2024 - arxiv.org
In this paper, we propose an adaptive panoramic video semantic transmission (APVST)
network built on the deep joint source-channel coding (Deep JSCC) structure for the efficient …

Free-Ride Transmission of Semantic Features in Wireless Video Surveillance Systems

J Chen, Y Wang, Q Wang, H Wan… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
This paper is concerned with the wireless video surveillance systems, which were widely
deployed and now augmented by edge computing. Armed with the edge computing, on …

Multi-Modal Fusion-Based Multi-Task Semantic Communication System

Z Zhu, R Zhang, X Cheng, L Yang - arXiv preprint arXiv:2407.00964, 2024 - arxiv.org
In recent years, there has been significant progress in semantic communication systems
empowered by deep learning techniques. It has greatly improved the efficiency of …