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#prosthetic-control

A Montage-Agnostic Encoder for Calibration-Light Cross-User Gesture Recognition from Surface Electromyography

arXiv cs.LG · 2026-07-31 缓存

Introduces a montage-agnostic encoder for calibration-light cross-user gesture recognition from surface EMG, using shared weights and electrode coordinates to handle variable channel counts and reduce per-user calibration. It outperforms per-user baselines on some datasets and analyzes factors affecting cross-user transfer.

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#prosthetic-control

使用基于查询的Transformer的多模态表面肌电手部手势识别用于假肢控制

arXiv cs.LG · 2026-07-28 缓存

本文介绍了EMG-CrossFormer,一种用于多模态sEMG手部手势识别的混合卷积-Transformer模型,通过交叉注意力融合sEMG和惯性信号,在NinaPro数据集上达到了最先进的准确率。

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