Creation of the Facial Gestures Dlassifier Based on the Electromyogram Analysis
Keywords:
electromyography, facial movements, recognition, signal processing, artificial neural networks, feature extraction, radial basis function of neural networkAbstract
The article presents the results of an experiment on the facial muscles electromyographic signal processing (EMG) based on the algorithm of radial basis function neural networks (NN). We have studied the efficiency of using as input for training NN nine signs of EMG learned as a function of time. The best result was obtained for the criterion Maximum Picked Value. The worst result was obtained for the criterion Mean Value. We have proposed a gesture recognition algorithm. The resulting algorithm and the neural network based on it can be used in the construction of a human-machine interface.References
Published
2016-06-06
How to Cite
Budko, R., & Starchenko, I. (2016). Creation of the Facial Gestures Dlassifier Based on the Electromyogram Analysis. SPIIRAS Proceedings, 3(46), 76-89. https://doi.org/10.15622/sp.46.7
Section
Methods of Information Processing and Control
Authors who publish with this journal agree to the following terms:
Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).
