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Datasets/Sleep-EDF

Sleep-EDF

Sleep-EDF Expanded

AudioEEGMedicalODC-By v1.0

The sleep-edf database contains 197 whole-night PolySomnoGraphic sleep recordings, containing EEG, EOG, chin EMG, and event markers. Some records also contain respiration and body temperature. Corresponding hypnograms (sleep patterns) were manually scored by well-trained technicians according to the Rechtschaffen and Kales manual, and are also available.

Source: https://www.physionet.org/content/sleep-edfx/1.0.0/

Benchmarks

Automatic Sleep Stage Classification/Accuracy Automatic Sleep Stage Classification/Cohen’s Kappa score Automatic Sleep Stage Classification/Number of parameters (M)Sleep Quality/Accuracy Sleep Quality/Cohen's kappa Sleep Quality/Macro-F1 Sleep Stage Detection/Accuracy Sleep Stage Detection/Cohen's kappa Sleep Stage Detection/Macro-F1

Related Benchmarks

Sleep-EDF (single-channel)/Sleep Quality/Accuracy Sleep-EDF (single-channel)/Sleep Stage Detection/Accuracy Sleep-EDF-SC/Sleep Quality/Accuracy Sleep-EDF-SC/Sleep Quality/Cohen's kappa Sleep-EDF-SC/Sleep Quality/Macro-F1 Sleep-EDF-ST/Sleep Quality/ Macro-F1 Sleep-EDF-ST/Sleep Quality/Accuracy Sleep-EDF-ST/Sleep Quality/Cohen's kappa Sleep-EDFx/Sleep Quality/Accuracy Sleep-EDFx/Sleep Quality/Cohen's Kappa Sleep-EDFx/Sleep Quality/Macro-F1 Sleep-EDFx/Sleep Stage Detection/Accuracy Sleep-EDFx/Sleep Stage Detection/Cohen's Kappa Sleep-EDFx/Sleep Stage Detection/Macro-F1 Sleep-EDFx (single-channel)/Sleep Quality/Accuracy Sleep-EDFx (single-channel)/Sleep Quality/Cohen's Kappa Sleep-EDFx (single-channel)/Sleep Quality/Macro-F1 Sleep-EDFx (single-channel)/Sleep Stage Detection/Accuracy Sleep-EDFx (single-channel)/Sleep Stage Detection/Cohen's Kappa Sleep-EDFx (single-channel)/Sleep Stage Detection/Macro-F1

Statistics

Papers: 94
Benchmarks: 9

Links

Tasks

Automatic Sleep Stage Classification Multimodal Sleep Stage Detection Sleep Quality Sleep Stage Detection