#

sleep-staging

Here are 25 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 Jul 4, 2024
Python

emadeldeen24 / AttnSleep

[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

skjerns / AutoSleepScorer

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 May 26, 2022
Python

cbrnr / sleepecg

Sleep stage detection using ECG

python ecg heartrate peak-detection sleep-staging

Updated Nov 9, 2024
Python

yangdai97 / MultiChannelSleepNet

[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

[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

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 Nov 1, 2022
Python

gist-ailab / IITNet-official

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

ycq091044 / ManyDG

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

acrophase / Sleep_Staging_KD

Sleep staging from ECG, assisted with EEG

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

Updated May 26, 2022
Python

raphaelvallat / yasa_classifier

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

stuartfogel / CountingSheepPSG

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 Jun 7, 2024
MATLAB

Mithunjha / EarEEG_KnowledgeDistillation

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

AmbiqAI / sleepkit

Perform AI-based sleep monitoring

ai sleep-staging ambiq tinyml

Updated Oct 2, 2024
Jupyter Notebook

cliffordlab / sleep-convolutions-tf

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

Oooorca / slpTransformer_ViM

Enhancing Sleep Stage Classification Performance Using Transformer-Based Approach with OOD Method Integration

transformer sleep-staging ood-detection

Updated Aug 28, 2023
MATLAB

raphaelvallat / visbrain

A lightweight version of the Sleep module of the Visbrain package

data-visualization eeg sleep vispy sleep-spindles sleep-analysis sleep-staging visbrain

Updated Oct 23, 2019
Python

pfranjic / sleep-staging-app

machine-learning eeg-signals frequency-analysis eeg-analysis sleep-analysis sleep-staging

Updated Jan 1, 2023
C++

Forthoney / AttnSleep

Updated and moderized Fork of "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"

deep-learning eeg transformer sleep-staging

Updated May 14, 2023
Python

filippodaniotti / 5AUA0-Project4

Comparison of Different Input Channels in Deep Automatic Sleep Staging

deep-learning cnn pytorch lstm neural-networks biological-data-analysis sleep-staging

Updated Jun 25, 2023
Jupyter Notebook

Improve this page

Add a description, image, and links to the sleep-staging topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the sleep-staging topic, visit your repo's landing page and select "manage topics."