Deep learning for joint source-channel coding of text

N Farsad, M Rao, A Goldsmith - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
joint source and channel coding of structured data such as natural language over a noisy
channel… performing source coding to first compress the text and then channel coding to add …

Joint channel coding and modulation via deep learning

Y Jiang, H Kim, H Asnani, S Kannan… - 2020 IEEE 21st …, 2020 - ieeexplore.ieee.org
neural networks with interleavers and de-interleavers in between). By allowing joint training
of the channel coding … -MOD performs comparable to modern codes stacked with canonical …

Deep learning for joint MIMO detection and channel decoding

T Wang, L Zhang, SC Liew - 2019 IEEE 30th Annual …, 2019 - ieeexplore.ieee.org
… To achieve near-capacity performance, advanced channel codingcodes, have been
suggested for 5G systems [4], [5]. These channel codes protect the data streams against channel

[PDF][PDF] Joint source-channel coding of images with (not very) deep learning

D Burth Kurka, D Gündüz - International Zurich Seminar …, 2020 - research-collection.ethz.ch
… the compression and channel coding stages. Using machine learning techniques, we …
can be learned from scratch, thus using joint source-channel coding (JSCC) rather than the …

DeepJSCC-f: Deep Joint Source-Channel Coding of Images With Feedback

DB Kurka, D Gündüz - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
… Inspired by the recent success of deep learningdeep JSCC architecture that exploits the
channel output feedback, called DeepJSCC-f, outperforms any separate source channel coding

Deep joint source-channel coding for wireless image transmission

E Bourtsoulatze, DB Kurka… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… Our results show that the proposed deep JSCC scheme … channel code at low signal-tonoise
ratio (SNR) and channel … However, we believe that by using a deeper neural network

Low-delay analog joint source-channel coding with deep learning

Z Xuan, K Narayanan - IEEE Transactions on Communications, 2022 - ieeexplore.ieee.org
joint sourcechannel coding (JSCC) schemes for the transmission of discretetime analog
sources over noisy channels based on deep neural networks… AWGN) channels, the encoder and …

DeepJSCC-Q: Constellation constrained deep joint source-channel coding

TY Tung, DB Kurka, M Jankowski… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
machine learning techniques can provide an alternative approach to the long-standing joint
source-channel coding … utilize separate source and channel codes, have been demonstrated …

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
… We jointly train deep neural networks with explicit … deep neural networks with additional
non-trainable blocks such as PAPR reduction signal-clipping, channel estimation and channel

Deep joint source channel coding for wireless image transmission with OFDM

M Yang, C Bian, HS Kim - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
… We present a deep learning based joint source channel coding (JSCC) … channels with
non-linear signal clipping. The proposed encoder and decoder use convolutional neural networks