sleep-stage-classification

There are 4 repositories under sleep-stage-classification topic.

emadeldeen24 / TS-TCC
[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"
unsupervised-learning deep-learning contrastive-learning temporal contextual time-series eeg fault-diagnosis epilepsy epileptic-seizures sleep-stage-classification transfer-learning human-activity-recognition machine-learning representation-learning
Language:Python 309
emadeldeen24 / AttnSleep
[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"
sleep-staging sleep-stage-scoring sleep-stage-classification pytorch eeg-classification eeg self-attention attention
Language:Python 158
emadeldeen24 / AdaTime
[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data
deep-learning pytorch domain-adaptation time-series eeg sleep-stage-classification human-activity-recognition transfer-learning unsupervised-domain-adaptation cdan dann deep-coral homm dsan fault-detection fault-diagnosis
Language:Python 147
Cross-Modal-Transformer
Jathurshan0330 / Cross-Modal-Transformer
Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991
deep-learning sleep-stage-classification transformers interpretable-deep-learning
Language:Jupyter Notebook 39
emadeldeen24 / ADAST
[IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"
domain-adaptation sleep-stage-classification self-training self-attention deep-learning eeg attention-mechanism pseudo-label time-series transfer-learning
Language:Python 32
IoBT-VISTEC / MetaSleepLearner
Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatics)
eeg sleep-stage-classification convolutional-neural-networks meta-learning transfer-learning pre-trained-model maml eeg-classification deep-learning
Language:Python 32
emadeldeen24 / eval_ssl_ssc
[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation
deep-learning evaluation label-efficient self-supervised-learning sleep-stage-classification sleep-staging unsupervised-learning contrastive-learning pretext-task representation-learning
Language:Python 30
yangdai97 / MultiChannelSleepNet
[IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"
eeg eog multichannel psg pytorch sleep-stage-classification sleep-staging transformer
Language:Python 27
comojin1994 / DFformer
Towards Domain Free Transformer for Generalized EEG Pre-training
deep-learning eeg eeg-analysis eeg-classification eeg-signals motor-imagery motor-imagery-classification motor-imagery-eeg pre-trained-model pytorch self-supervised-learning sleep-eeg sleep-stage-classification transfer-learning transformer
Language:Python 13
comp-imaging-sci / MVG-CNN
Codes related to paper "Automated sleep stage classification of wide-field calcium imaging data via multiplex visibility graphs and deep learning"
wide-field-optical-imaging sleep-scoring deep-learning neuroimaging calcium-imaging cnn-classification mouse-brain sleep-stage-classification spatialtemporal video-classification visibility-graph
Language:Python 6
Crone1 / Sleep-Classification
This project focuses on the classification of a subjects sleep stage based on their Apple Watch data
classification sleep-stage-classification tsfresh python3 google-colab-notebook
Language:Jupyter Notebook 6
Hyun-Ryu / simpsi
Official code for "SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation", AAAI 2024.
data-augmentation human-activity-recognition sleep-stage-classification time-series time-series-classification
Language:Python 6
thucdx / TSleep
Automated Sleep Stage Scoring using Deep Learing
deep-learning sleep-stage-scoring sleep-stage-classification healthcare cnn bi-lstm sleep-eeg rnn
Language:Python 5
lcsig / Sleep-Stages-Classification-by-EEG-Signals
MATLAB Project to Classify Different Sleep Stages of the EEG Signals using Machine Learning (Random Forest and Support Vector Machine)
eeg-signals machine-learning random-forest sleep-stage-classification support-vector-machine
Language:MATLAB 4
comp-imaging-sci / attention-based-bilstm-sleep-scoring
Codes related to the paper "Attention-Based CNN-BiLSTM for Sleep States Classification of Spatiotemporal Wide-Field Calcium Imaging Data"
attention-mechanism bilstm calcium-imaging classification deep-learning lstm-neural-networks mouse-brain neuroimaging sleep-scoring sleep-stage-classification spatialtemporal video-classification wide-field-optical-imaging
Language:Python 2
sajjadkarimi91 / Automated-EEG-Sleep-Staging
A sample MATLAB codes for performing sleep staging
automated-eeg-sleep-staging eeg eeg-features eeg-signals-processing sleep-stage-classification sleep-staging
Language:MATLAB 1
sajjadkarimi91 / lsim-sleep-fusion
MATLAB codes for reproducing the paper "A New Post-Processing Method Using Latent Structure Influence Models for Channel Fusion in Automatic Sleep Staging"
automated-sleep-staging channel-fusion chmm eeg hmm hypnogram seqsleepnet sleep-stage-classification sleep-staging tinysleepnet xsleepnet
Language:MATLAB 1
akibzaman / SleepBoost
A Multi-Level Tree-based Ensemble Model for Automatic Sleep Stage Classification
eeg-analysis ensemble-learning sleep-research sleep-stage-classification
Language:Python