Sleep-EDF

Sleep-EDF Expanded

Dataset Information
Modalities
Audio, Medical, EEG
License
ODC-By v1.0
Homepage
Official Website
Contents

Overview

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/

Variants: Sleep-EDF-SC, Sleep-EDF-ST, Sleep-EDF, Sleep-EDFx (single-channel)

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Sleep Stage Detection SleePyCo (Fpz-Cz only) SleePyCo: Automatic Sleep Scoring with … 2022-09-20
Automatic Sleep Stage Classification Sequence Cross-Modal Transformer-15 Toward Interpretable Sleep Stage Classification … 2022-08-15
Automatic Sleep Stage Classification Epoch Cross-Modal Transformer Toward Interpretable Sleep Stage Classification … 2022-08-15
Sleep Stage Detection Linear model Do Not Sleep on Traditional … 2022-07-15
Sleep Stage Detection CatBoost Do Not Sleep on Traditional … 2022-07-15
Automatic Sleep Stage Classification TS-TCC Time-Series Representation Learning via Temporal … 2021-06-26
Sleep Stage Detection XSleepNet (EEG, EOG) XSleepNet: Multi-View Sequential Model for … 2020-07-08
Sleep Stage Detection IITNet CRNN (Fpz-Cz only) Intra- and Inter-epoch Temporal Context … 2019-02-18
Sleep Stage Detection Multitask 1-max CNN Joint Classification and Prediction CNN … 2018-05-16
Sleep Stage Detection Deep CNN with transfer-learning Deep Convolutional Neural Networks for … 2017-10-02
Sleep Stage Detection DeepSleepNet DeepSleepNet: a Model for Automatic … 2017-03-12

Research Papers

Recent papers with results on this dataset:

External Links: