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

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,” …

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 …

OFDM-guided deep joint source channel coding for wireless multipath fading channels

M Yang, C Bian, HS Kim - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
… [16], feedback [17], progressive transmission [18] or additional attention modules that deal
with different signal-to-noise ratio (SNR) [19] [20]. The idea of deep JSCC is also adopted for …

Communication beyond transmitting bits: Semantics-guided source and channel coding

J Dai, P Zhang, K Niu, S Wang, Z Si… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
… The human subjective perception or task attention is certainly a semantic refinement to the …
the modular implementation of SCT retains channel coding and digital modulation modules to …

Deep source-channel coding for sentence semantic transmission with HARQ

P Jiang, CK Wen, S Jin, GY Li - IEEE transactions on …, 2022 - ieeexplore.ieee.org
modules, including pilot design, channel estimation, and … Joint sourcechannel coding [27]
initiates the words with Glove … [28], the attention mechanism was used for the semantic coder, …

Channel attention networks

AA Bastidas, H Tang - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
… architecture [15] as the encoder-decoder network. A small … The source images consist of
10,557 images in 650 × 640 × 8 … used to benchmark our attention module results. This baseline …

ASCU-Net: attention gate, spatial and channel attention u-net for skin lesion segmentation

X Tong, J Wei, B Sun, S Su, Z Zuo, P Wu - Diagnostics, 2021 - mdpi.com
… The module embeds AG, spatial, and channel attention modules to further improve the … the
feature map information output from the encoder module via skipping connections as well as …