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
