Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceHumansElectromyographyGesturesDeep LearningAlgorithms
Impact of Noise on Deep Learning-Based Pseudo-Online Gesture Recognition with High-Density EMG.
Mansour Taleshi, Dennis Yeung, Minh Dinh Trong, Francesco Negro, Stephane Deny, Ivan Vujaklija
Published: 202510.1109/EMBC58623.2025.11254719
Abstract
Deep neural network (DNN)-based approaches have demonstrated high accuracy in surface electromyography (sEMG)-driven gesture recognition under controlled conditions. However, estimation performance is known to degrade substantially when exposed to pe…
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