Deep Joint Source-Channel Coding Over the Relay Channel
This paper presents a novel deep joint source-channel coding (DeepJSCC) scheme for image transmission over a half-duplex cooperative relay channel. Specifically, we apply DeepJSCC to two basic modes of cooperative communications, namely amplify-and ...
Shao, Yulin +3 more
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Deep Joint Source-Channel and Encryption Coding: Secure Semantic Communications
, 2022 Deep learning driven joint source-channel coding (JSCC) for wireless image or video transmission, also called DeepJSCC, has been a topic of interest recently with very promising results.
Tung, Tze-Yang, Gunduz, Deniz
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Distributed Deep Joint Source-Channel Coding over a Multiple Access Channel [PDF]
, 2023 We consider distributed image transmission over a noisy multiple access channel (MAC) using deep joint source-channel coding (DeepJSCC). It is known that Shannon's separation theorem holds when transmitting independent sources over a MAC in the ...
Karamanli, Can +2 more
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Process-and-forward: deep joint source-channel coding over cooperative relay networks
We introduce deep joint source-channel coding (DeepJSCC) schemes for image transmission over cooperative relay channels. The relay either amplifies-and-forwards its received signal, called DeepJSCC-AF, or leverages neural networks to extract relevant ...
Gündüz, Deniz +4 more
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Robust Semantic Transmission: Joint Source Channel Coding for Cross-Domain Collaboration
Guangtongxin yanjiuObjectiveRealizing high quality and highly reliable information transmission is an important goal in the field of semantic communication. Deep Joint Source Channel Coding (DeepJSCC) has emerged as an effective method for semantic communication and has ...
YU Jike +3 more
doaj
Lightweight joint source-channel coding method based on MIMO-CSI prediction
Dianxin kexueEfficient deep joint source-channel coding (DeepJSCC) is a key technology for enabling semantic communication in band-width-constrained scenarios. However, in resource-limited environments such as vehicular networks or unmanned aerial vehicles, existing ...
YU Chuangyu, XU Yanyan, PAN Shaoming
doaj
Model and data driven approaches to wireless image transmission
, 2023 This dissertation introduces novel wireless image/video transmission schemes designed to optimize end-to-end reconstruction quality under limited available resources such as memory, bandwidth and power, over static, time-varying, as well as multi-user ...
Karamanli, Can
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A Deep Joint Source-Channel Coding Scheme for Hybrid Mobile Multi-hop Networks [PDF]
Efficient data transmission across mobile multi-hop networks that connect edge devices to core servers presents significant challenges, particularly due to the variability in link qualities between wireless and wired segments.
Gündüz, Deniz +2 more
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Joint Device-Edge Inference over Wireless Links with Pruning
, 2020 We propose a joint feature compression and transmission scheme for efficient inference at the wireless network edge. Our goal is to enable efficient and reliable inference at the edge server assuming limited computational resources at the edge device ...
Mikolajczyk K. +5 more
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CommIN: Semantic Image Communications as an Inverse Problem with INN-Guided Diffusion Models
, 2023 Joint source-channel coding schemes based on deep neural networks (DeepJSCC) have recently achieved remarkable performance for wireless image transmission.
You, Di +3 more
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