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

• Main Authors: Hyunin Lee (Author), Dongwook Kim (Author), Yong-Lae Park (Author)
• Format: Book
• Published: IEEE, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

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...