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Satoshi Konishi

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#machine learning Preprint Sep 2026

MyoFlow: Anchor-Tied Rectified Flow for HD-sEMG Gesture Recognition Across Sessions and Subjects

This work proposes MyoFlow, the first discriminative flow-matching framework for HD-sEMG recognition across sessions and subjects, which recasts classification as anchor-tied transport and moves encoded windows toward gesture anchors that serve as transport targets and define the nearest-anchor decision geometry, enabl...

Chen-Hao Wu, Ding-Jie Peng, Zhi-He Zhang et al. · 0 citations

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