Operational rate-distortion performance for joint source and channel coding of images

MJ Ruf, JW Modestino - IEEE Transactions on Image …, 1999 - ieeexplore.ieee.org
This paper describes a methodology for evaluating the operational rate-distortion behavior
of combined source and channel coding schemes with particular application to images. In …

Learning-based scalable image compression with latent-feature reuse and prediction

Y Mei, L Li, Z Li, F Li - IEEE Transactions on Multimedia, 2021 - ieeexplore.ieee.org
Recently, learning-based image compression model has attracted much attention due to its
impressive performance and ease of optimization, compared with traditional DCT and …

Deep learning for joint source-channel coding of text

N Farsad, M Rao, A Goldsmith - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
We consider the problem of joint source and channel coding of structured data such as
natural language over a noisy channel. The typical approach to this problem in both theory …

Collaborative semantic communication for edge inference

WF Lo, N Mital, H Wu, D Gündüz - IEEE Wireless …, 2023 - ieeexplore.ieee.org
We study the collaborative image retrieval problem at the wireless edge, where multiple
edge devices capture images of the same object from different angles and locations, which …

Semantic coding for text transmission: An iterative design

S Yao, K Niu, S Wang, J Dai - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
We consider the wireless text transmission using joint source-channel coding (JSCC).
Classical source coding only considers the syntactic information based on probabilistic …

Learning precoding policy: CNN or GNN?

B Zhao, J Guo, C Yang - 2022 IEEE Wireless Communications …, 2022 - ieeexplore.ieee.org
Optimizing precoding with deep learning enables its real-time implementation. In addition to
the learning perfor-mance such as sum rate, training complexity is also important since …

Vision transformer for adaptive image transmission over MIMO channels

H Wu, Y Shao, C Bian, K Mikolajczyk… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
This paper presents a vision transformer (ViT) based joint source and channel coding
(JSCC) scheme for wireless image transmission over multiple-input multiple-output (MIMO) …

Rate-distortion optimized cross-layer rate control in wireless video communication

Z Chen, D Wu - IEEE Transactions on Circuits and Systems for …, 2011 - ieeexplore.ieee.org
A wireless video communication system can be designed based on the rate-distortion (RD)
criterion, ie, minimizing the end-to-end distortion (which includes quantization distortion and …

Image coding for machines: an end-to-end learned approach

N Le, H Zhang, F Cricri… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
Over recent years, deep learning-based computer vision systems have been applied to
images at an ever-increasing pace, oftentimes representing the only type of consumption for …

Semantic communications with discrete-time analog transmission: A PAPR perspective

Y Shao, D Gunduz - IEEE Wireless Communications Letters, 2022 - ieeexplore.ieee.org
Recent progress in deep learning (DL)-based joint source-channel coding (DeepJSCC) has
led to a new paradigm of semantic communications. Two salient features of DeepJSCC …