Search Results - RepositoryStats

115

428

bsd-3-clause

19

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

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

Created 2018-12-13

367 commits to master branch, last one 5 months ago

AttnSleep emadeldeen24

62

203

mit

1

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

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

Created 2020-10-21

47 commits to main branch, last one about a year ago

sleepecg cbrnr

25

104

bsd-3-clause

5

Sleep stage detection using ECG

ecg python heartrate sleep-staging peak-detection

Created 2021-07-20

219 commits to main branch, last one 8 days ago

MultiChannelSleepNet yangdai97

4

42

unknown

2

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

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

Created 2022-11-17

11 commits to main branch, last one about a year ago

eval_ssl_ssc emadeldeen24

6

36

mit

1

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

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

Created 2022-10-08

20 commits to main branch, last one about a year ago

mulEEG likith012

22

32

apache-2.0

5

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

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

Created 2022-02-25

48 commits to main branch, last one 2 years ago

IITNet-official gist-ailab

4

31

mit

6

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".

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

Created 2022-03-16

25 commits to main branch, last one 2 years ago