Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceElectroencephalographyHumansSupervised Machine LearningWearable Electronic DevicesMale
Foundation Models on Wearable EEG using Self-Supervised Learning.
Jiansheng Niu, Aravind Ravi, Nicolas Florez Torres, David Baum, Taha Morshedzadeh, Christopher Aimone, Maurice Abou Jaoude
Published: 202510.1109/EMBC58623.2025.11254670
Abstract
Machine learning models have been effective in learning generalizable representations across tasks but often rely on large, well-annotated datasets, which remain scarce in electroencephalography (EEG) analysis due to signal variability, artifacts, an…
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