Wireless image transmission using deep source channel coding with attention modules

J Xu, B Ai, W Chen, A Yang, P Sun… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… , channel-wise soft attention … in source coding and the channel coding rate according to the
range of SNR. Compared with [29] where neither the transmitter nor the receiver has channel

Deep joint source-channel coding for semantic communications

J Xu, TY Tung, B Ai, W Chen, Y Sun… - IEEE Communications …, 2023 - ieeexplore.ieee.org
… and receiver, DeepJSCC encoder and decoder are enhanced by an attention feature (AF) …
task performance (RTP) modules are also introduced. The RTP module generates a required …

Deepjscc-q: Channel input constrained deep joint source-channel coding

TY Tung, DB Kurka, M Jankowski… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
… The Attention layer refers to the simplified attention module proposed in [18], which reduces
the computation cost of the attention module originally proposed in [19]. While the attention

Deep Joint Source Channel Coding With Attention Modules Over MIMO Channels

W Jiang, W Chen, B Ai - arXiv preprint arXiv:2311.07041, 2023 - arxiv.org
… Abstract—In this paper, we propose two deep joint source and channel coding (DJSCC)
structures with attention modules for the multi-input multi-output (MIMO) channel, including a …

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
… Gündüz, “Deep joint sourcechannel coding for wireless image transmission,” IEEE … Rodrigues,
“Wireless image transmission using deep source channel coding with attention modules,” …

Integrating source-channel and attention-based sequence-to-sequence models for speech recognition

Q Li, C Zhang, PC Woodland - 2019 IEEE Automatic Speech …, 2019 - ieeexplore.ieee.org
… based on the modular noisy source-channel model (SC) [2]. … as an additional complementary
module to rescore each … -based system and the encoder of the attention-based system …

Fcanet: Frequency channel attention networks

Z Qin, P Zhang, F Wu, X Li - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
… of code in the calculation to implement our method within existing channel attention methods…
To improve efficiency, GCNet [4] proposes to use a simple spatial attention module and …

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
… input to control the JSCC encoder and decoder. This concept is realized by incorporating
dedicated modules like attention modules or SNR-adaptive modules. However, this approach …

Nonlinear transform source-channel coding for semantic communications

J Dai, S Wang, K Tan, Z Si, X Qin… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
… Accordingly, we develop the Transformer ANN architecture and rate attention mechanism
to … In this part, we present the implementation details of each module in NTSCC. As …

SNR-adaptive deep joint source-channel coding scheme for imagesemantic transmission with convolutional block attention module

Y Yujia, L Yiming, Z Wenjia, Z Zhi - 中国邮电高校学报(英文), 2024 - jcupt.bupt.edu.cn
… Wireless image transmission using deep source channel coding with attention modules.
IEEE Transactions on Circuits and Systems for Video Technology, 2022, 32(4): 2315 - 2328. …