Author

Jiang Liu

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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

Jul 2026

Video-Text Temporal Localization via Multi-Scale Convolution and Dynamic Routing

This work presents a novel framework that addresses two critical limitations of existing methods: inadequate modeling of hierarchical temporal structure and inability to handle complex many-to-many correspondences between modalities by introducing a multi-scale temporal convolutional encoder that captures motion patter...

Gengtian Shi, Jinze Yu, Chenhao Wu et al. · arXiv.org · 0 citations

Open access 2026

Cross-Modal Temporal Alignment for Action Grounding in Videos

A cross-modal temporal alignment framework that combines a multi-scale temporal convolutional encoder with capsule-based dynamic routing, jointly optimizing temporal boundary prediction, cross-modal semantic alignment, and capsule diversity is proposed.

Gengtian Shi, Chen-Hao Wu, Shao-Fei Wang et al. · IEEE Access · 0 citations