Surface EMG-Based Instantaneous Hand Gesture Recognition Using Convolutional Neural Network with the Transfer Learning Method

Surface EMG-Based Instantaneous Hand Gesture Recognition Using Convolutional Neural Network with the Transfer Learning Method

In recent years, surface electromyography (sEMG)-based human–computer interaction has been developed to improve the quality of life for people. Gesture recognition based on the instantaneous values of sEMG has the advantages of accurate prediction and low latency. However, the low generalization abi...

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Bibliographic Details
Main Authors: Zhipeng Yu, Jianghai Zhao, Yucheng Wang, Linglong He, Shaonan Wang
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:Sensors
Subjects:
transfer learning
instantaneous gesture recognition
surface electromyography
convolutional neural network
Online Access:https://www.mdpi.com/1424-8220/21/7/2540

Internet

https://www.mdpi.com/1424-8220/21/7/2540

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