sleep-staging

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

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

Sleep stage detection using ECG

An open-source sleep stage classification Python package

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

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

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

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".

Perform AI-based sleep monitoring

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

Notebooks for training the classifier of YASA sleep staging

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

ICLR 2023 paper - ManyDG - Dataset processing and mode codes

Sleep staging from ECG, assisted with EEG

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

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

The Neural Interface Foundation Challenge — NeurIPS 2026 Sydney. An open-source brain-decoding benchmark with four tracks across EEG, EMG, sleep, and BCI.

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

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.

a python framework to process and visualize BioSignal channel data in Real-time.