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Automatic Sleep Stage Classification

2 papers with code · Medical

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Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification

16 May 2018pquochuy/MultitaskSleepNet

While the proposed framework is orthogonal to the widely adopted classification schemes, which take one or multiple epochs as contextual inputs and produce a single classification decision on the target epoch, we demonstrate its advantages in several ways.

AUTOMATIC SLEEP STAGE CLASSIFICATION SLEEP STAGE DETECTION

Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning

30 Jul 2019pquochuy/sleep_transfer_learning

This work presents a deep transfer learning approach to overcome the channel mismatch problem and enable transferring knowledge from a large dataset to a small cohort for automatic sleep staging.

AUTOMATIC SLEEP STAGE CLASSIFICATION MULTIMODAL SLEEP STAGE DETECTION SLEEP STAGE DETECTION TRANSFER LEARNING