Semantic communications for image recovery and classification via deep joint source and channel coding

Z Lyu, G Zhu, J Xu, B Ai, S Cui - … on Wireless Communications, 2024 - ieeexplore.ieee.org
… ments of extremely high data rates and ultra-low latency [5]. Fortunately, semantic
communications [6] (and task-oriented or goal-oriented communications [5], [7], [8]) could enjoy lower …

Semantic communications for image-based sign language transmission

V Kouvakis, SE Trevlakis… - … of the Communications …, 2024 - ieeexplore.ieee.org
… The major motive for this change is the need for increased data rate that can be correlated
with increased bandwidth availability in order to accommodate services, such as extended …

DRL-driven dynamic resource allocation for task-oriented semantic communication

H Zhang, H Wang, Y Li, K Long… - … on Communications, 2023 - ieeexplore.ieee.org
… -oriented semantic communication network (TOSCN) and defined it as a QoE model. The
QoE specifically consists of two components, semantic transmission rate score and semantic

Deepma: End-to-end deep multiple access for wireless image transmission in semantic communication

W Zhang, K Bai, S Zeadally, H Zhang… - … Communications …, 2023 - ieeexplore.ieee.org
… can support multi-rate transmission for semantic communication. In the … transmission rate,
and transmission quality cannot be guaranteed. In [30], we proposed a predictive and adaptive

Machine Learning enabled Heterogeneous Semantic and Bit Communication

M Zhang, R Zhong, X Mu, Y Liu - … on Wireless Communications, 2024 - ieeexplore.ieee.org
… [19], and speech transmission [20]. … adaptive semantic coding scheme for images, which
realized a visually pleasing and semantically consistent image reconstruction at low bit rates by …

Guest editorial special issue on beyond transmitting bits: Context, semantics, and task-oriented communications

D Gündüz, Z Qin, IE Aguerri, HS Dhillon… - … in Communications, 2022 - ieeexplore.ieee.org
ratedistortion with perception constraints. We have then treated the semantic communication
… reconstruct visually pleasant and semantically consistent images in the low bit rate regime. …

Engineering semantic communication: A survey

D Wheeler, B Natarajan - IEEE Access, 2023 - ieeexplore.ieee.org
… approach to semantic communication, which we term contextbased semantic communication.
… The goal of semantic coding is to minimize the bit rate of transmission while preserving the …

Edge learning for B5G networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing

W Xu, Z Yang, DWK Ng, M Levorato… - IEEE journal of …, 2023 - ieeexplore.ieee.org
… the minimum transmission rate of this goal-oriented communication design is theoretically no
… extended for modelling multi-node semantic communications in distributed edge networks. …

Semantic communication for edge intelligence: Theoretical foundations and implications on protocols

Z Utkovski, A Munari, G Caire, J Dommel… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
… The ultimate goal is to define semantic data encoding targeted and optimized for given
tasks… performance with a much smaller transmission or storage data rate. These aspects are of …

Task-oriented explainable semantic communications

S Ma, W Qiao, Y Wu, H Li, G Shi, D Gao… - … Communications, 2023 - ieeexplore.ieee.org
semantic communications system. In Section V, we present the semantic communication
system … In Section VI, we evaluate the proposed explainable semantic communication system. …