predict-idlab / sleep-linear
Do not sleep on traditional machine learning for sleep stage scoring
☆51Updated last year
Alternatives and similar repositories for sleep-linear:
Users that are interested in sleep-linear are comparing it to the libraries listed below
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆40Updated 4 years ago
- ☆26Updated last year
- Code to reproduce results from the paper "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆32Updated 3 years ago
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆82Updated last week
- ☆37Updated 4 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆40Updated last year
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆57Updated last year
- ☆53Updated last year
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆46Updated last year
- Transfer learning for sleep stage detection☆30Updated 3 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆34Updated 2 years ago
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆65Updated 2 years ago
- Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models☆18Updated last year
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆29Updated 3 years ago
- ☆30Updated 4 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆83Updated 2 years ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆39Updated last year
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆100Updated last year
- selfEEG: a Python library for Self-Supervised Learning on Electroencephalography (EEG) data☆51Updated last month
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆53Updated 2 months ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆17Updated 4 years ago
- ☆13Updated last year
- This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning", Expert Systems …☆62Updated 10 months ago
- ☆15Updated 3 years ago
- KDD24 - EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs☆57Updated 2 months ago
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆117Updated last year
- Greifswald Sleep Stage Classifier - a deep-learning based EEG sleep stage classifier☆10Updated last month
- ☆23Updated 2 years ago
- Deep learning-based prediction of sleep stages using wearable accelerometry and photoplethysmography☆31Updated 10 months ago
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging☆52Updated 3 years ago