predict-idlab / sleep-linearLinks
Do not sleep on traditional machine learning for sleep stage scoring
☆52Updated 2 years ago
Alternatives and similar repositories for sleep-linear
Users that are interested in sleep-linear are comparing it to the libraries listed below
Sorting:
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆107Updated 2 years ago
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆94Updated 4 months 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
- Transfer learning for sleep stage detection☆35Updated 4 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆47Updated 2 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
- This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning", Expert Systems …☆76Updated 7 months ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆51Updated 2 years ago
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆73Updated last year
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo fro…☆162Updated 2 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- ☆31Updated 2 years ago
- Code for our paper SleepGPT: A Sleep Language Model for Sleep Staging and Sleep Disorder Diagnosis☆20Updated this week
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆36Updated last month
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆66Updated 3 years ago
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆70Updated 9 months ago
- A python package for extracting EEG features. See article "Unsupervised EEG Artifact Detection and Correction" in Frontiers in Digital He…☆73Updated 2 weeks ago
- ☆39Updated 4 years ago
- ☆55Updated 2 years ago
- code for NeurIPS_competition☆28Updated 3 years ago
- Notebooks for training the classifier of YASA sleep staging☆24Updated 4 years ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆19Updated 5 years ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆44Updated 2 years ago
- Automated sleep staging scoring and narcolepsy identification☆87Updated last year
- Analysis of Transformer attention in EEG signal classification☆47Updated last year
- U-Time: A Fully Convolutional Network for Time Series Segmentation☆297Updated 4 months ago
- ☆22Updated 3 years ago
- Greifswald Sleep Stage Classifier - a deep-learning based EEG sleep stage classifier☆14Updated 3 months ago
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆49Updated 3 years ago
- ☆17Updated 4 years ago