EEG

Designing interpretable CNN-Transformer pipelines that estimate sleep stages from cross-modal biosignals collected in clinical studies and remote assignments.

Estimating intended movements from EEG-based motor imagery for brain-computer interfaces.

Identifying fatigue indicators from delta, theta, alpha, beta EEG bands and synchronized ECG signals.