Beyond transmitting bits: Context, semantics, and task-oriented communications

D Gündüz, Z Qin, IE Aguerri, HS Dhillon… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Communication systems to date primarily aim at reliably communicating bit sequences.
Such an approach provides efficient engineering designs that are agnostic to the meanings …

Semantic structured image coding framework for multiple intelligent applications

S Sun, T He, Z Chen - … Transactions on Circuits and Systems for …, 2020 - ieeexplore.ieee.org
Fast-growing intelligent media processing applications demand efficient processing
throughout the processing chain from the edge to the cloud, and the complexity bottleneck …

Robust emotion recognition from low quality and low bit rate video: A deep learning approach

B Cheng, Z Wang, Z Zhang, Z Li, D Liu… - 2017 Seventh …, 2017 - ieeexplore.ieee.org
Emotion recognition from facial expressions is tremendously useful, especially when
coupled with smart devices and wireless multimedia applications. However, the inadequate …

Beyond coding: Detection-driven image compression with semantically structured bit-stream

T He, S Sun, Z Guo, Z Chen - 2019 Picture Coding Symposium …, 2019 - ieeexplore.ieee.org
With the development of 5G and edge computing, it is increasingly important to offload
intelligent media computing to edge device. Traditional media coding scheme codes the …

TWM: A framework for creating highly compressible videos targeted to computer vision tasks

FA Andalo, OAB Penatti, V Testoni - Pattern Recognition Letters, 2018 - Elsevier
We present a simple yet effective framework–Transmitting What Matters (TWM)–to generate
highly compressible videos containing only relevant information targeted to specific …

Identifying protein binding functionality of protein family sequences by Aligned Pattern clusters

ESA Lee, AKC Wong - 2012 IEEE International Conference on …, 2012 - ieeexplore.ieee.org
A basic task in protein analysis is to discover a set of sequence patterns that reflect the
function of a protein family. This set of sequence patterns contains non-exact significant …

An experimental evaluation of image input degradation on machine learning performance

O Andersson - 2020 - odr.chalmers.se
Significant advancements in the field of machine learning have been made during the past
decade due to artificial neural networks being feasible to compute. To train these neural …