Beyond transmitting bits: Context, semantics, and task-oriented communications

D Gündüz, Z Qin, IE Aguerri, HS Dhillon… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Communication systems to date primarily aim at reliably communicating bit sequences.
Such an approach provides efficient engineering designs that are agnostic to the meanings …

A unified multi-task semantic communication system for multimodal data

G Zhang, Q Hu, Z Qin, Y Cai, G Yu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Task-oriented semantic communications have achieved significant performance gains.
However, the employed deep neural networks in semantic communications have to be …

Generative joint source-channel coding for semantic image transmission

E Erdemir, TY Tung, PL Dragotti… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Recent works have shown that joint source-channel coding (JSCC) schemes using deep
neural networks (DNNs), called DeepJSCC, provide promising results in wireless image …

Artificial Intelligence in 6G Wireless Networks: Opportunities, Applications, and Challenges

A Alhammadi, I Shayea, AA El-Saleh… - … Journal of Intelligent …, 2024 - Wiley Online Library
Wireless technologies are growing unprecedentedly with the advent and increasing
popularity of wireless services worldwide. With the advancement in technology, profound …

Physical-layer adversarial robustness for deep learning-based semantic communications

G Nan, Z Li, J Zhai, Q Cui, G Chen, X Du… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
End-to-end semantic communications (ESC) rely on deep neural networks (DNN) to boost
communication efficiency by only transmitting the semantics of data, showing great potential …

Swinjscc: Taming swin transformer for deep joint source-channel coding

K Yang, S Wang, J Dai, X Qin, K Niu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
As one of the key techniques to realize semantic communications, end-to-end optimized
neural joint source-channel coding (JSCC) has made great progress over the past few …

Channel-adaptive wireless image transmission with OFDM

H Wu, Y Shao, K Mikolajczyk… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
We present a learning-based channel-adaptive joint source and channel coding (CA-JSCC)
scheme for wireless image transmission over multipath fading channels. The proposed …

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 …

SCAN: Semantic communication with adaptive channel feedback

G Zhang, Q Hu, Y Cai, G Yu - IEEE Transactions on Cognitive …, 2024 - ieeexplore.ieee.org
In existing semantic communication systems for image transmission, some images are
generally reconstructed with considerably low quality. As a result, the reliable transmission …

Deep joint source-channel coding for adaptive image transmission over MIMO channels

H Wu, Y Shao, C Bian, K Mikolajczyk… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We introduce a vision transformer (ViT)-based deep joint source and channel coding
(DeepJSCC) scheme for wireless image transmission over multiple-input multiple-output …