Neural joint source-channel coding

K Choi, K Tatwawadi, A Grover… - International …, 2019 - proceedings.mlr.press
sources of distortion through the optimal bit allocation, in addition to designing the best source
and channel codes, makes this joint source… of qenc(̂y|x; φ) as mapping images x to latent …

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
… the compressed bits over the channel using an optimal channel code, designed … mapping
of the source information to the channel input (and vice versa at the receiver) depending on the …

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
… output is converted to complex numbers by mapping one half to the real part and the other
… We only show the performance of the best combination of source and channel coding, which …

Deep joint source-channel coding for wireless image transmission

E Bourtsoulatze, DB Kurka… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… this two-step source and channel coding approach is optimal theoretically in the asymptotic
… allow to learn a non-linear mapping from the source signal space to the coded signal space. …

Deep joint source-channel coding for adaptive image transmission over MIMO channels

H Wu, Y Shao, C Bian, K Mikolajczyk… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
… , is to independently design source and channel coding, which is optimal in the asymptotic
limit of … Intuitively, we expect this design to simultaneously learn channel symbol mapping 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
… output of the JSCC encoder was mapped to binary phase … (Ideal): We consider the neural
joint sourcechannel coding (… -flip probabilities, with an ideal training strategy described below. …

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
… deep joint source-channel coding. The whole system design is formulated as an optimization
… on the principle: the source vector x is not directly mapped to the channel input symbols, …

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
… , end-to-end optimized neural joint sourcechannel coding (JSCC) has made great progress
over … methods [17]–[20], in deep JSCC [6], the source vector x ∈ Rm, is mapped to a vector of …

On the design of near-optimal sparse code multiple access codebooks

YM Chen, JW Chen - IEEE transactions on communications, 2020 - ieeexplore.ieee.org
… In various early works involving signal modulation strategies, Gray mapping is usually
considered as the optimal labelling rule [24], [25], since the bit differences between the nearest …

Effective communications: A joint learning and communication framework for multi-agent reinforcement learning over noisy channels

TY Tung, S Kobus, JP Roig… - IEEE Journal on Selected …, 2021 - ieeexplore.ieee.org
… Lastly, we compute the optimal solution, where the steps … is taken, the codeword to action
mapping at the scout can be … to the source coding and joint source-channel coding problems by …