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M. Lebedev

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Open access Aug 2026

DualMyo: Multi-Channel Dual-Stream Transformer Architecture for EMG-to-Digit Classification

Surface electromyography (sEMG) is a robust non-invasive modality for human-machine interaction, yet its application remains largely limited to coarse motor tasks such as grasping or rotation. The decoding of fine motor skills, specifically hand-writing, remains a challenging problem with potential relevance for prosth...

Maria Golitsyna, A. Makarova, M. Lebedev · 0 citations

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