ML Research Wiki / Benchmarks / Sleep Stage Detection / Sleep-EDF

Sleep-EDF

Sleep Stage Detection Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 SleePyCo (Fpz-Cz only) SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning 0.81 2022-09-20 📦 gist-ailab/sleepyco
2 CatBoost 📚 Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring 0.81 2022-07-15 📦 predict-idlab/sleep-linear
3 XSleepNet (EEG, EOG) XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging 0.81 2020-07-08 📦 pquochuy/xsleepnet
4 Linear model 📚 Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring 0.81 2022-07-15 📦 predict-idlab/sleep-linear
5 DeepSleepNet 📚 DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG 0.77 2017-03-12 📦 akaraspt/deepsleepnet 📦 CVxTz/EEG_classification 📦 emadeldeen24/eval_ssl_ssc
6 IITNet CRNN (Fpz-Cz only) 📚 Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEG 0.00 2019-02-18 📦 gist-ailab/IITNet-official 📦 SandraPrestel/deep-sleep-transfer
7 Multitask 1-max CNN 📚 Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification 0.00 2018-05-16 📦 pquochuy/MultitaskSleepNet
8 Deep CNN with transfer-learning 📚 Deep Convolutional Neural Networks for Interpretable Analysis of EEG Sleep Stage Scoring 0.00 2017-10-02 -

All Papers (8)

gist-ailab/sleepyco
predict-idlab/sleep-linear
pquochuy/xsleepnet
predict-idlab/sleep-linear
akaraspt/deepsleepnet CVxTz/EEG_classification
gist-ailab/IITNet-official SandraPrestel/deep-sleep-transfer
pquochuy/MultitaskSleepNet