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GitHub topics: sleep-stage-classification

faezeh-gholamrezaie/Fine-Tuning-Large-Language-Models-for-Sleep-Stage-Classification

Fine-tuning Large Language Models (LLMs) using QLoRA on EEG data for efficient sleep stage classification and pattern recognition.

Language: Jupyter Notebook - Size: 31.8 MB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 4 - Forks: 1

emadeldeen24/TS-TCC

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

Language: Python - Size: 2.83 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 446 - Forks: 110

skjerns/AutoSleepScorer

An open-source sleep stage classification Python package

Language: Python - Size: 46 MB - Last synced at: 7 days ago - Pushed at: 3 months ago - Stars: 112 - Forks: 22

akibzaman/SleepBoost

A Multi-Level Tree-based Ensemble Model for Automatic Sleep Stage Classification

Language: Python - Size: 232 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 3

comojin1994/DFformer

Towards Domain Free Transformer for Generalized EEG Pre-training

Language: Python - Size: 3.06 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 26 - Forks: 2

maxbarsukov/sleepy

😴📟 Embedded Systems project: Device for analyzing human sleep stage

Language: TypeScript - Size: 619 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

dlcjfgmlnasa/NeuroNet

[Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG

Language: Python - Size: 2.09 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 45 - Forks: 4

Hyun-Ryu/simpsi

Official code for "SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation", AAAI 2024.

Language: Python - Size: 188 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 30 - Forks: 7

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)

Language: MATLAB - Size: 140 MB - Last synced at: 4 months ago - Pushed at: 8 months ago - Stars: 10 - Forks: 0

kseniiavi/Sleep-Monitor

A sleep quality monitor for healthcare providers working nightshifts. This project is a healthcare application for healthcare providers! Better healthcare providers' care for better patient care.

Language: PHP - Size: 4.68 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

comojin1994/proximity-to-boundary-score

A Novel Adversarial Approach for EEG Dataset Refinement: Enhancing Generalization through Proximity-to-Boundary Scoring

Language: Python - Size: 2.11 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 7 - Forks: 0

Michprac/Sleep-stages-recognition

Azure Machine Learning - Recognition sleep stages based on PSG signals using machine learning method

Language: Jupyter Notebook - Size: 559 KB - Last synced at: 5 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 0

thucdx/TSleep

Automated Sleep Stage Scoring using Deep Learing

Language: Python - Size: 438 KB - Last synced at: 5 months ago - Pushed at: over 4 years ago - Stars: 7 - Forks: 3

dlcjfgmlnasa/SSC_Zoo

Collection of deep learning-based sleep stage classification models

Size: 6.84 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

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"

Language: Jupyter Notebook - Size: 54.2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

Crone1/Sleep-Classification

This project focuses on the classification of a subjects sleep stage based on their Apple Watch data

Language: Jupyter Notebook - Size: 332 KB - Last synced at: 12 months ago - Pushed at: over 4 years ago - Stars: 7 - Forks: 1

emadeldeen24/AdaTime

[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data

Language: Python - Size: 106 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 128 - Forks: 14

Jathurshan0330/Cross-Modal-Transformer

Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991

Language: Jupyter Notebook - Size: 152 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 32 - Forks: 3

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"

Language: MATLAB - Size: 470 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

emadeldeen24/eval_ssl_ssc

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

Language: Python - Size: 77.1 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 19 - Forks: 3

emadeldeen24/ADAST

[IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"

Language: Python - Size: 650 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 23 - Forks: 1

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"

Language: Python - Size: 19.4 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 1

IoBT-VISTEC/MetaSleepLearner

Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatics)

Language: Python - Size: 42 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 25 - Forks: 10

emadeldeen24/AttnSleep

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

Language: Python - Size: 477 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 87 - Forks: 34

sajjadkarimi91/Automated-EEG-Sleep-Staging

A sample MATLAB codes for performing sleep staging

Language: MATLAB - Size: 485 KB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 1

Related Keywords
sleep-stage-classification 25 deep-learning 12 eeg 11 eeg-classification 5 sleep-staging 5 sleep-stage-scoring 5 transfer-learning 5 pytorch 4 time-series 4 eeg-signals 3 eeg-analysis 3 human-activity-recognition 3 machine-learning 3 self-supervised-learning 3 sleep-eeg 3 sleep-analysis 3 motor-imagery 2 motor-imagery-classification 2 motor-imagery-eeg 2 pre-trained-model 2 healthcare 2 domain-adaptation 2 sleep 2 attention-mechanism 2 calcium-imaging 2 classification 2 mouse-brain 2 neuroimaging 2 sleep-scoring 2 spatialtemporal 2 video-classification 2 wide-field-optical-imaging 2 contrastive-learning 2 fault-diagnosis 2 representation-learning 2 self-attention 2 sleep-research 2 hypnogram 2 automated-eeg-sleep-staging 2 unsupervised-learning 2 fault-detection 1 dsan 1 deep-coral 1 dann 1 cdan 1 tsfresh 1 python3 1 meta-learning 1 maml 1 google-colab-notebook 1 cnn-classification 1 visibility-graph 1 convolutional-neural-networks 1 pretext-task 1 pseudo-label 1 eeg-features 1 attention 1 eeg-signals-processing 1 label-efficient 1 evaluation 1 xsleepnet 1 tinysleepnet 1 seqsleepnet 1 hmm 1 chmm 1 self-training 1 channel-fusion 1 automated-sleep-staging 1 transformers 1 interpretable-deep-learning 1 unsupervised-domain-adaptation 1 homm 1 time-series-classification 1 data-augmentation 1 raspberry-pi 1 accelerometer-and-gyroscope 1 transformer 1 ensemble-learning 1 tensorflow 1 sleep-scorer 1 lstm 1 temporal 1 epileptic-seizures 1 epilepsy 1 contextual 1 qlora 1 llm 1 finetuning-llms 1 fine-tuning 1 lstm-neural-networks 1 bilstm 1 eog 1 rnn 1 cnn 1 bi-lstm 1 psg 1 neural-networks 1 cloud-computing 1 azure-machine-learning-studio 1 dataset-cleaning 1