Gesture recognition system based on electromyography signals

Online Finger Gesture Recognition Using Surface Electromyography Signals

The analysis on the online finger gesture recognition using multi-channel sEMG signals was explored in this paper. Nine types of gestures were applied to be identified, involving six kinds of numerical finger gestures and three kinds of hand gestures. The time domain parameters were extracted to be the features. And then, the probabilistic neural network was utilized to classify the proposed ge...

Gesture classification based on electromyography

The HISCORE gesture recognition application: A gesture recognition system based on an active stereo sensor

In recent years there has been increasing interest in gesture-based human-computer interaction in order to develop more natural and efcient human-computer interfaces. The paper presents several novel 3D image analysis algorithms, applied towards the segmentation and modelling of hands. These are subsequently used to build a system for human-computer interaction based on static and dynamic gestu...

Online Hand Gesture Recognition Using Surface Electromyography Based on Flexible Neural Trees

Normal hand gesture recognition methods using surface Electromyography (sEMG) signals require designers to use digital signal processing hardware or ensemble methods as tools to solve real time hand gesture classification. These ways are easy to result in complicated computation models, inconvenience of circuit connection and lower online recognition rate. Therefore it is imperative to have goo...

Spectral Collaborative Representation Based Classification by Circulants and its Application to Hand Gesture and Posture Recognition from Electromyography Signals

In this study we introduce and demystify a novel signal pattern recognition method, Spectral Collaborative Representation based Classification (SCRC) and demonstrate its application for recognition of hand gestures and postures using Electromyography sensors. A recently released Thalmic Labs MYO armband is used to gather muscle electromyography signals. Along with the new signal pattern classif...