carlosfg97 / AutomaticSleepStageClassifierLinks
Sleep stage automatic classifier using CNNs and LSTMs to process frequency signals of brain activity recorded via ElectroEncephaloGram EEG. Undergraduate thesis
☆21Updated 4 years ago
Alternatives and similar repositories for AutomaticSleepStageClassifier
Users that are interested in AutomaticSleepStageClassifier are comparing it to the libraries listed below
Sorting:
- A python package for extracting EEG features. See article "Unsupervised EEG Artifact Detection and Correction" in Frontiers in Digital He…☆77Updated last month
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆19Updated 5 years ago
- Code to reproduce results from the paper "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆35Updated 4 years ago
- EEG Signal Processing - Entropy☆19Updated 5 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆43Updated 4 years ago
- Application prepares data to learning process. Including preprocessing, cleaning, reformating, feature extraction using PyEEG library and…☆34Updated 5 years ago
- Notebooks for training the classifier of YASA sleep staging☆24Updated 4 years ago
- Transfer learning for sleep stage detection☆35Updated 4 years ago
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆96Updated 5 months ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆44Updated 2 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo fro…☆165Updated 2 years ago
- ☆27Updated 3 years ago
- Code for our paper SleepGPT: A Sleep Language Model for Sleep Staging and Sleep Disorder Diagnosis☆20Updated last month
- An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation☆19Updated 3 years ago
- Greifswald Sleep Stage Classifier - a deep-learning based EEG sleep stage classifier☆14Updated 4 months ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)☆44Updated 3 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆36Updated 2 months ago
- Sleep staging from ECG, assisted with EEG☆25Updated 3 years ago
- Deep learning model for EEG artifact removal☆79Updated 3 years ago
- EEG motor imagery classification using convolutional neural networks☆43Updated 2 years ago
- Deep learning-based prediction of sleep stages using wearable accelerometry and photoplethysmography☆41Updated last year
- EEG online experiment GUI☆18Updated 2 years ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆39Updated 2 years ago
- EEG Features to be extract from raw data.☆28Updated 8 years ago
- This toolbox offers 30 types of EEG feature extraction methods (HA, HM, HC, and etc.) for Electroencephalogram (EEG) applications.☆92Updated 5 years ago
- Different methods(STFT, CWT) transform EEG signal into image visualization☆16Updated 5 years ago
- ☆36Updated 7 years ago
- ☆20Updated 4 years ago
- An all-in-one EEG feature extraction toobox, including statistical features, Hjorth parameters, entropy, nonlinear features, power spectr…☆49Updated 2 years ago