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Weiliang Chen

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Conference Open access 2025

A Comparative Study of sEMG Gesture Recognition Algorithms Based on Ninapro DB1

This study utilized the publicly available Ninapro DB1 dataset and employed a standardized preprocessing and feature extraction workflow to systematically compare the performance of four machine learning algorithms — Random Forest, Multi-Layer Perceptron, LightGBM, and K-Nearest Neighbors — in sEMG gesture recognition tasks.

Weiliang Chen · Proceedings of the 3rd Inter... · 0 citations