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Jiang-Shan Ma

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Open access Oct 2026

Lower-limb motion recognition using Gramian angular difference field and multi-scale attention ResNet18 for sEMG signal

Aiming at the problem that traditional methods are insufficient in capturing temporal dependencies for surface electromyography signals, an integrated lower-limb motion recognition framework combining Gramian angular difference field and multi-scale attention ResNet18 is constructed in this paper. First, the Gramian an...

Jiang-Shan Ma, Min-Huan Guo, Yue Zhao et al. · 0 citations

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