Biosignal-based transferable attention Bi-ConvGRU deep network for hand-gesture recognition towards online upper-limb prosthesis control

Upper-limb amputation can significantly affect a person’s capabilities with a dramatic impact on their quality of life. As a biological signal, surface electromyogram (sEMG) provides a non-invasive means to measure underlying muscle activation patterns, corresponding to specific hand gestures. This...

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Bibliographic Details
Main Authors: Baao Xie, James Meng, Baihua Li, Andy Harland
Format: Default Article
Published: 2022
Subjects:
Artificial intelligence not elsewhere classified
Upper-limb prosthesis control
Bio-signal analysis
Biomedicine and informatics
Deep learning
Gesture recognition
Transfer learning
Artificial Intelligence and Image Processing
Online Access:https://hdl.handle.net/2134/20340879.v1
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