sleep-staging

Here are 62 public repositories matching this topic...

raphaelvallat / yasa

YASA (Yet Another Spindle Algorithm): a Python package to analyze polysomnographic sleep recordings.

signal-processing eeg-signals stft sleep numba spectral-analysis deep-sleep eeg-analysis sleep-spindles sleep-analysis peak-detection sleep-staging sleep-stage-scoring sleep-scoring artefact-rejection

Updated Apr 11, 2026
Python

emadeldeen24 / AttnSleep

Star

[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"

pytorch eeg attention eeg-classification sleep-staging self-attention sleep-stage-scoring sleep-stage-classification

Updated Sep 26, 2023
Python

cbrnr / sleepecg

Sponsor

Star

Sleep stage detection using ECG

python ecg heartrate peak-detection sleep-staging

Updated Aug 10, 2026
Python

skjerns / AutoSleepScorer

Star

An open-source sleep stage classification Python package

deep-learning tensorflow lstm sleep-scorer sleep-research sleep-analysis sleep-staging hypnogram sleep-stage-scoring sleep-stage-classification automated-eeg-sleep-staging

Updated Sep 21, 2025
Python

yangdai97 / MultiChannelSleepNet

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[IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"

pytorch eeg transformer multichannel psg eog sleep-staging sleep-stage-classification

Updated Jun 19, 2023
Python

emadeldeen24 / eval_ssl_ssc

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[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation

deep-learning evaluation representation-learning unsupervised-learning sleep-staging self-supervised-learning contrastive-learning sleep-stage-classification pretext-task label-efficient

Updated Sep 19, 2023
Python

likith012 / mulEEG

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Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"

deep-learning time-series representation-learning electroencephalography miccai sleep-staging multi-view-learning self-supervised-learning

Updated Oct 29, 2025
Python

gist-ailab / IITNet-official

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This is an official implementation for "Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG".

deep-neural-networks deep-learning pytorch eeg-signals biosignals eeg-classification sleep-staging

Updated Mar 24, 2022
Python

AmbiqAI / sleepkit

Star

Perform AI-based sleep monitoring

ai sleep-staging ambiq tinyml

Updated Jan 18, 2026
Python

wjq-learning / SleepDG

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[AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment

deep-learning eeg sleep-staging domain-generalization domain-alignment

Updated Jun 6, 2025
Python

raphaelvallat / yasa_classifier

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Notebooks for training the classifier of YASA sleep staging

machine-learning classification lightgbm sleep sleep-staging automatic-sleep-analysis

Updated Nov 20, 2021
Jupyter Notebook

ycq091044 / ManyDG

Star

ICLR 2023 paper - ManyDG - Dataset processing and mode codes

healthcare-application sleep-staging domain-generalization seizure-detection readmission-prediction drug-recommendation

Updated Apr 14, 2024
Python

stuartfogel / CountingSheepPSG

Star

EEGLAB-compatible analysis software for manual / visual sleep stage scoring, signal processing and event marking of polysomnographic (PSG) data for MATLAB.

signal-processing eeg sleep event-detection psg eeglab sleep-research sleep-analysis eeg-signals-processing sleep-staging sleep-stage-scoring sleep-scoring polysomnography eeg-preprocessing

Updated May 27, 2026
MATLAB

acrophase / Sleep_Staging_KD

Star

Sleep staging from ECG, assisted with EEG

deep-learning eeg-signals ecg-signal knowledge-distillation sleep-staging

Updated May 26, 2022
Python

Mithunjha / EarEEG_KnowledgeDistillation

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Official implementation of "A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data"

deep-learning knowledge-distillation sleep-research eeg-signals-processing sleep-staging cross-modality ear-eeg

Updated Nov 7, 2022
Jupyter Notebook

wjq-learning / CareSleepNet

Star

[JBHI 2024] CareSleepNet: A Hybrid Deep Learning Network for Automatic Sleep Staging

deep-learning eeg transformer convolutional-neural-networks sleep-staging

Updated Jun 6, 2025
Python

cliffordlab / sleep-convolutions-tf

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Neural-networks based sleep staging in tensorflow, and evalutation with Fourier-transform based surrogates.

deep-neural-networks surrogate sleep-staging tensorlfow

Updated Jun 18, 2018
Python

yzhaoinuw / sleep_scoring

Star

Desktop app for scoring mouse sleep from EEG, EMG, and norepinephrine recordings — visualize, auto-score with a neural network, correct by hand, and export sleep statistics.