DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG
☆474Jul 19, 2024Updated last year
Alternatives and similar repositories for deepsleepnet
Users that are interested in deepsleepnet are comparing it to the libraries listed below
Sorting:
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆265Aug 27, 2021Updated 4 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…☆167Aug 23, 2023Updated 2 years ago
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆107Dec 7, 2023Updated 2 years ago
- EEG Sleep stage classification using CNN with Keras☆184Jun 17, 2024Updated last year
- An open-source sleep stage classification Python package☆114Sep 21, 2025Updated 5 months ago
- Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"☆63Sep 5, 2017Updated 8 years ago
- Automated sleep staging scoring and narcolepsy identification☆92Jun 24, 2024Updated last year
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆268Sep 26, 2023Updated 2 years ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆44Dec 7, 2023Updated 2 years ago
- Code repository for SLEEPNET paper☆13Mar 29, 2017Updated 8 years ago
- ☆14Jul 11, 2023Updated 2 years ago
- YASA (Yet Another Spindle Algorithm): a Python package to analyze polysomnographic sleep recordings.☆540Updated this week
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆96Jul 29, 2025Updated 7 months ago
- This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning", Expert Systems …☆78Apr 15, 2025Updated 10 months ago
- U-Time: A Fully Convolutional Network for Time Series Segmentation☆304Jul 25, 2025Updated 7 months ago
- Implementation of DeepSleepNet for classifying EEG signals into one of six sleep stages based on Supratak et. al 2017☆12Nov 13, 2018Updated 7 years ago
- Code to reproduce results from the paper "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆35Oct 11, 2021Updated 4 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆62Jun 19, 2023Updated 2 years ago
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆75Feb 12, 2026Updated 2 weeks ago
- ☆44Nov 12, 2021Updated 4 years ago
- ☆31Jul 14, 2020Updated 5 years ago
- Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning☆48Dec 7, 2023Updated 2 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30May 10, 2021Updated 4 years ago
- Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models☆18Oct 11, 2023Updated 2 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆47Sep 19, 2023Updated 2 years ago
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆67Sep 18, 2022Updated 3 years ago
- Multichannel Sleep Spindle Detector for sleep EEG☆12May 24, 2020Updated 5 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆95Aug 14, 2022Updated 3 years ago
- Do not sleep on traditional machine learning for sleep stage scoring☆52Nov 19, 2023Updated 2 years ago
- End-to-end Sleep Staging with Raw Single Channel EEG☆14May 13, 2019Updated 6 years ago
- Package to analyze EEG, ECoG and other electrophysiology formats. It allows for visualization of the results and for a GUI that can be us…☆96Feb 14, 2025Updated last year
- ☆33Dec 7, 2023Updated 2 years ago
- ☆57Dec 7, 2023Updated 2 years ago
- This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal cl…☆1,469May 2, 2022Updated 3 years ago
- A Matlab toolbox to download, extract and work with PhysioNet Sleep EDF Expanded Database☆25Sep 6, 2020Updated 5 years ago
- Sleep stage automatic classifier using CNNs and LSTMs to process frequency signals of brain activity recorded via ElectroEncephaloGram EE…☆21Dec 20, 2021Updated 4 years ago
- ☆31Oct 22, 2021Updated 4 years ago
- A set of functions for supervised feature learning/classification of mental states from EEG based on "EEG images" idea.☆762Jul 2, 2020Updated 5 years ago
- Transfer learning for sleep stage detection☆36Aug 25, 2021Updated 4 years ago