Explainable Deep Learning Model for EMG-Based Finger Angle Estimation Using Attention

Electromyography (EMG) is one of the most common methods to detect muscle activities and intentions. However, it has been difficult to estimate accurate hand motions represented by the finger joint angles using EMG signals. We propose an encoder-decoder network with an attention mechanism, an explai...

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Bibliographic Details
Main Authors: Hyunin Lee, Dongwook Kim, Yong-Lae Park
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Transactions on Neural Systems and Rehabilitation Engineering
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9829861/