LaMoSC: Large Language Model-Driven Semantic Communication System for Visual Transmission

Y Zhao, Y Yue, S Hou, B Cheng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The advancement of artificial intelligence (AI) has the potential to revolutionize network
communication. The use of advanced feature extraction in semantic communication can …

Visual Language Model based Cross-modal Semantic Communication Systems

F Jiang, C Tang, L Dong, K Wang, K Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
Semantic Communication (SC) has emerged as a novel communication paradigm in recent
years, successfully transcending the Shannon physical capacity limits through innovative …

Alternate learning based sparse semantic communications for visual transmission

S Tong, X Yu, R Li, K Lu, Z Zhao… - 2023 IEEE 34th Annual …, 2023 - ieeexplore.ieee.org
Semantic communication (SemCom) demonstrates strong superiority over conventional bit-
level accurate transmission, by only attempting to recover the essential semantic information …

Toward semantic communications: Deep learning-based image semantic coding

D Huang, F Gao, X Tao, Q Du… - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Semantic communications has received growing interest since it can remarkably reduce the
amount of data to be transmitted without missing critical information. Most existing works …

Addressing Out-of-Distribution Challenges in Image Semantic Communication Systems with Multi-modal Large Language Models

F Zhang, Y Du, K Chen, Y Shao, SC Liew - arXiv preprint arXiv …, 2024 - arxiv.org
Semantic communication is a promising technology for next-generation wireless networks.
However, the out-of-distribution (OOD) problem, where a pre-trained machine learning (ML) …

ES-ISC Demo: An Explainable Semantics-based Image Semantic Communication System for 6G

D Ye, R Chen, X Wang, C Feng… - 2024 IEEE/CIC …, 2024 - ieeexplore.ieee.org
Semantic Communication (SemCom) has garnered widespread attention due to its
effectiveness and intelligence as an emerging technique. The current image SemCom …

A novel image semantic communication method via dynamic decision generation network and generative adversarial network

S Liu, Z Peng, Q Yu, L Duan - Scientific Reports, 2024 - nature.com
Effectively compressing transmitted images and reducing the distortion of reconstructed
images are challenges in image semantic communication. This paper proposes a novel …

Multi-Modal Knowledge Graph Enhanced StyleGAN-Based Cognitive Semantic Communications for Image Transmissions

W Wu, H Mao, F Zhou, T Yao, H Hu… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
In recent years, image semantic communications (ISC) have gained significant attention as a
critical area of semantic communications. However, the majority of existing frameworks for …

Task-oriented multi-user semantic communications

H Xie, Z Qin, X Tao, KB Letaief - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
While semantic communications have shown the potential in the case of single-modal single-
users, its applications to the multi-user scenario remain limited. In this paper, we investigate …

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 …