A spatio-temporal graph convolutional network for gesture recognition from high-density electromyography

W Zhong, Y Zhang, P Fu, W **ong… - 2023 29th International …, 2023 - ieeexplore.ieee.org
Accurate hand gesture prediction is crucial for effective upper-limb prosthetic limbs control.
As the high flexibility and multiple degrees of freedom exhibited by human hands, there has …

Explainable AI-powered graph neural networks for HD EMG-based gesture intention recognition

SM Massa, D Riboni… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The ability to recognize fine-grained gestures enables several applications in different
domains, including healthcare, robotics, remote control, and human-computer interaction …

Sensing the full dynamics of the human hand with a neural interface and deep learning

RC Sîmpetru, A Arkudas, DI Braun, M Osswald… - BioRxiv, 2022 - biorxiv.org
Theories on the neural control of movement are largely based on movement-sensing
devices that capture the dynamics of predefined anatomical landmarks. Neuromuscular …

AC-DNN: An Adaptive Compact DNNs Architecture for Collaborative Learning Among Heterogeneous Smart Devices

G Wu, F Liu, S Li, Q Song, Z Tang - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
With the rapid development of the Internet of Things (IoT), a massive number of smart
devices are deployed in industry and critical infrastructures. Nowadays, IoT smart devices …

Spiking neural networks for semg-based hand gesture recognition

M Montazerin, F Naderkhani… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Given the recent surge of significant interest in implementing intelligent hand gesture
recognition methods in human-machine interface systems, a wide variety of Deep Neural …

End-to-End Hand Gesture Recognition Based on Dynamic Graph Topology Generating Mechanism and Weighted Graph Isomorphism Network

Z Yu, C Zhang, X Wang, C Deng - 2024 30th International …, 2024 - ieeexplore.ieee.org
Hand gesture recognition (HGR) based on high-density surface electromyography (HD-
sEMG) signals and the hybrid model of convolutional neural network (CNN) and graph …

Deep Learning Methods for Hand Gesture Recognition via High-Density Surface Electromyogram (HD-sEMG) Signals

M Montazerin - 2023 - spectrum.library.concordia.ca
Hand Gesture Recognition (HGR) using surface Electromyogram (sEMG) signals can be
considered as one of the most important technologies in making efficient Human Machine …