Semantic communications for image-based sign language transmission

V Kouvakis, SE Trevlakis… - IEEE Open Journal of …, 2024 - ieeexplore.ieee.org
Semantic information representation in image-based communication often employs feature
vectors, lacking interpretability and posing challenges for human comprehension. This …

Hand gesture-based sign alphabet recognition and sentence interpretation using a convolutional neural network

MA Rahim, J Shin, KS Yun - Annals of Emerging Technologies in …, 2020 - papers.ssrn.com
Sign language (SL) recognition is intended to connect deaf people with the general
population via a variety of perspectives, experiences, and skills that serve as a basis for the …

A Low-Bit-Rate Image Semantic Communication System Based on Semantic Graph

J Dong, T Yan, W Sun - Electronics, 2024 - mdpi.com
In the progress of research in the field of semantic communication, most efforts have been
focused on optimizing the signal-to-noise ratio (SNR), while the design and optimization of …

Semantic Communications with Explicit Semantic Base for Image Transmission

Y Zheng, F Wang, W Xu, M Pan… - GLOBECOM 2023-2023 …, 2023 - ieeexplore.ieee.org
Semantic communications, aiming at ensuring the successful delivery of the meaning of
information, are expected to be one of the potential techniques for the next generation …

Spatial-temporal multi-cue network for sign language recognition and translation

H Zhou, W Zhou, Y Zhou, H Li - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Despite the recent success of deep learning in video-related tasks, deep models typically
focus on the most discriminative features, ignoring other potentially non-trivial and …

Toward semantic communications: Deep learning-based image semantic coding

D Huang, F Gao, X Tao, Q Du… - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Semantic communications has received growing interest since it can remarkably reduce the
amount of data to be transmitted without missing critical information. Most existing works …

Semantic communication system based on semantic slice models propagation

C Dong, H Liang, X Xu, S Han… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Traditional communication systems treat messages' semantic aspects and meaning as
irrelevant to communication, revealing its limitations in the era of artificial intelligence (AI) …

Communication-efficient framework for distributed image semantic wireless transmission

B Xie, Y Wu, Y Shi, DWK Ng… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Multinode communication, which refers to the interaction among multiple devices, has
attracted lots of attention in many Internet of Things (IoT) scenarios. However, its huge …

A Framework of Ensemble CNN Models for Real-Time Sign Language Translation

HX Chung, N Hameed, J Clos… - 2022 14th International …, 2022 - ieeexplore.ieee.org
American sign language (ASL) is a natural language to minimize communication barrier for
the people suffering from hearing and speech impairment. However, sign languages are not …

Deep Learning Technology to Recognize American Sign Language Alphabet Using Mulit-Focus Image Fusion Technique

B Alsharif, M Alanazi, AS Altaher… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
In our study, we implemented an innovative approach that harnessed the proven capabilities
of ResNet, which achieved an exceptional accuracy rate of 99.98% in classifying American …