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Datasets › Sleep-EDF

Sleep-EDF (Sleep-EDF Expanded)

Introduced in Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals archive 2025-07-28

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/

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 5 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Sleep Stage Detection Sleep-EDF SleePyCo (Fpz-Cz only) Accuracy 86.8% SleePyCo: Automatic Sleep Scoring with Feature Pyramid... gist-ailab/sleepyco 8 Compare
Automatic Sleep Stage Classification Sleep-EDF multi-head attention Accuracy 84.4 An Attention-Based Deep Learning Approach for Sleep... emadeldeen24/AttnSleep 4 Compare
Multimodal Sleep Stage Detection Sleep-EDF-SC CatBoost Accuracy 86.4% Do Not Sleep on Traditional Machine Learning: Simple and... predict-idlab/sleep-linear 3 Compare
Multimodal Sleep Stage Detection Sleep-EDF-ST CatBoost Accuracy 83.6% Do Not Sleep on Traditional Machine Learning: Simple and... predict-idlab/sleep-linear 3 Compare
Sleep Stage Detection Sleep-EDFx (single-channel) NeuroNet (Fpz-Cz only) Accuracy 85.24% NeuroNet: A Novel Hybrid Self-Supervised Learning... dlcjfgmlnasa/NeuroNet 3 Compare

Papers archive 2025-07-28

12 shown of 12 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 94. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG 1 1 10 Apr 2024 not harvested
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning 1 2 20 Sep 2022 not harvested
Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers 1 2 15 Aug 2022 not harvested
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring 1 6 15 Jul 2022 not harvested
Time-Series Representation Learning via Temporal and Contextual Contrasting 2 1 26 Jun 2021 ran 2 of 2 samples (0 unverified)
An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG 1 1 28 Apr 2021 not harvested
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging 1 2 8 Jul 2020 not harvested
Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning 1 2 30 Jul 2019 not harvested
Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEG 2 1 18 Feb 2019 not harvested
Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification 1 1 16 May 2018 not harvested
Deep Convolutional Neural Networks for Interpretable Analysis of EEG Sleep Stage Scoring 0 1 2 Oct 2017 not harvested
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG 8 1 12 Mar 2017 ran 0 of 33 samples (33 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Sleep Stage DetectionMultimodal Sleep Stage DetectionAutomatic Sleep Stage Classification

License archive 2025-07-28

ODC-By v1.0

Modalities archive 2025-07-28

AudioMedicalEEG

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Sleep-EDF-SC
  • Sleep-EDF-ST
  • Sleep-EDF
  • Sleep-EDFx (single-channel)

4 variant names, as the archive lists them.

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