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Open access Oct 2026

EdgeNetTF for lightweight time frequency representation learning in multiclass sEMG hand gesture recognition

Surface electromyography (sEMG)-based hand gesture recognition plays a critical role in human-machine interaction, rehabilitation, and myoelectric control. However, many deep learning models improve recognition performance by increasing architectural complexity, which limits their suitability for wearable and resourc...

Yu-Tao Li, Junghun Kim, Sang-Il Choi · 0 citations
Open access Aug 2026

Multicenter cross domain evaluation of CNNs and vision transformers trained on adult data for pediatric pneumonia screening

The evaluated convolutional neural networks and vision transformers showed comparatively favorable and stable cross-domain behavior, although no architecture eliminated the adult-to-pediatric domain shift, which underscores the need for further pediatric-specific external validation before clinical translation.

Yu-Tao Li, Junghun Kim, Sang-Il Choi · 0 citations

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