Label-Efficient Sleep Staging Using Transformers Pre-trained with Position Prediction
Machine Learning Research at Apple
APRIL 28, 2024
Sleep staging is a clinically important task for diagnosing various sleep disorders but remains challenging to deploy at scale because it requires clinical expertise, among other reasons. Deep learning models can perform the task but at the expense of large labeled datasets, which are unfeasible to procure at scale.
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