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eess.SP2026
DECODE: Dual-Enhanced Conditioned Diffusion for EEG Forecasting
Mehran Shabanpour, Sadaf Khademi, Konstantinos N Plataniotis +1
Forecasting Electroncephalography (EEG) signals during cognitive events remains a fundamental challenge in neuroscience and Brain-Computer Interfaces (BCIs), as existing methods st…
eess.SP2025
MoEMba: A Mamba-based Mixture of Experts for High-Density EMG-based Hand Gesture Recognition
Mehran Shabanpour, Kasra Rad, Sadaf Khademi +1
High-Density surface Electromyography (HDsEMG) has emerged as a pivotal resource for Human-Computer Interaction (HCI), offering direct insights into muscle activities and motion in…
eess.SP2024
Masked Autoencoder with Swin Transformer Network for Mitigating Electrode Shift in HD-EMG-based Gesture Recognition
Kasra Laamerad, Mehran Shabanpour, Md. Rabiul Islam +1
Multi-channel surface Electromyography (sEMG), also referred to as high-density sEMG (HD-sEMG), plays a crucial role in improving gesture recognition performance for myoelectric co…