Dreem-Organization / dreem-learning-evaluation
Code to reproduce results from the paper "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"
☆27Updated 2 years ago
Related projects: ⓘ
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆71Updated last year
- Transfer learning for sleep stage detection☆27Updated 3 years ago
- Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning☆43Updated 9 months ago
- Multichannel Sleep Spindle Detector for sleep EEG☆11Updated 4 years ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆39Updated 9 months ago
- Notebooks for training the classifier of YASA sleep staging☆19Updated 2 years ago
- ☆29Updated 4 years ago
- selfEEG: a Python library for Self-Supervised Learning on Electroencephalography (EEG) data☆35Updated 2 months ago
- Code for "Robust EEG processing with dynamic spatial filtering", Banville et al. 2021☆27Updated 2 years ago
- Deep learning-based prediction of sleep stages using wearable accelerometry and photoplethysmography☆25Updated 3 months ago
- M/EEG brain age benchmark paper☆24Updated last year
- ☆18Updated 4 years ago
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆91Updated 9 months ago
- Repository of sample scripts to train deep learning model with PyTorch and MNE☆24Updated 5 years ago
- Implementation of DeepSleepNet for classifying EEG signals into one of six sleep stages based on Supratak et. al 2017☆9Updated 5 years ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆16Updated 4 years ago
- EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)☆26Updated 2 years ago
- DeepBeat: Multi-task deep learning for cardiac rhythm detection in wearable devices☆22Updated 4 years ago
- Scripts, packages and info supporting the Neureka Challenge 2020 submission by the team Biomed Irregulars.☆12Updated last year
- The fusion of MNE and PyTorch for accelerated deep-neural-network based BCI-systems and Neurophysiology signal analysis.☆64Updated 2 years ago
- This repository is dedicated to real-time automation of sleep staging☆18Updated 4 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆35Updated 3 years ago
- ☆20Updated this week
- ☆46Updated 9 months ago
- EEG Features to be extract from raw data.☆26Updated 7 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆29Updated last year
- Automated sleep staging scoring and narcolepsy identification☆76Updated 2 months ago
- Do not sleep on traditional machine learning for sleep stage scoring☆43Updated 10 months ago
- A Matlab toolbox to download, extract and work with PhysioNet Sleep EDF Expanded Database☆17Updated 4 years ago
- Platform for Heart Rate Variability analysis of human and animal data.☆32Updated 7 months ago