This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I classified them generally according to the proposed technique.
☆68Sep 18, 2022Updated 3 years ago
Alternatives and similar repositories for sleep-stage-classification-papers
Users that are interested in sleep-stage-classification-papers are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A list of papers for sleep stages classification using machine learning/deep learning.☆94Aug 14, 2022Updated 4 years ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆38Sep 6, 2023Updated 2 years ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆43Dec 7, 2023Updated 2 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30May 10, 2021Updated 5 years ago
- Transfer learning for sleep stage detection☆38Aug 25, 2021Updated 4 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo fro…☆177Aug 23, 2023Updated 2 years ago
- End-to-end Sleep Staging with Raw Single Channel EEG☆14May 13, 2019Updated 7 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆37May 15, 2024Updated 2 years ago
- ☆57Dec 7, 2023Updated 2 years ago
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆108Dec 7, 2023Updated 2 years ago
- MATLAB Project to Classify Different Sleep Stages of the EEG Signals using Machine Learning (Random Forest and Support Vector Machine)☆13Jan 18, 2025Updated last year
- Sleep stage detection using ECG☆140Aug 10, 2026Updated last week
- Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning☆48Dec 7, 2023Updated 2 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆46Sep 19, 2023Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- CCRRSleepNet: A Hybrid Relational Inductive Biases Network for Automatic Sleep Stage Classification on Raw Single-Channel EEG☆12Aug 10, 2021Updated 5 years ago
- Sleep staging from ECG, assisted with EEG☆24May 26, 2022Updated 4 years ago
- EEG Sleep stage classification using CNN with Keras☆186Jun 17, 2024Updated 2 years ago
- ☆38Feb 15, 2021Updated 5 years ago
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆280Sep 26, 2023Updated 2 years ago
- ☆10Jul 14, 2022Updated 4 years ago
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging☆59Jun 7, 2021Updated 5 years ago
- ☆22Oct 8, 2022Updated 3 years ago
- Official Code for Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG (IJCAI 2023)☆11Nov 4, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆101Aug 10, 2026Updated last week
- Three-stage sleep classification☆31Apr 26, 2024Updated 2 years ago
- ☆30Oct 22, 2021Updated 4 years ago
- Deep learning-based prediction of sleep stages using wearable accelerometry and photoplethysmography☆46Jun 4, 2024Updated 2 years ago
- ☆43Oct 28, 2021Updated 4 years ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆56Jun 2, 2023Updated 3 years ago
- DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG☆494Jul 19, 2024Updated 2 years ago
- A PyTorch/PyTorch Lightning implementation of the U-Time model (see https://arxiv.org/abs/1910.11162)☆12Mar 19, 2021Updated 5 years ago
- ☆16Dec 7, 2023Updated 2 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- ☆37Dec 7, 2023Updated 2 years ago
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆272Aug 27, 2021Updated 4 years ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆20Jun 5, 2020Updated 6 years ago
- ☆31Jul 14, 2020Updated 6 years ago
- Reproducing TinySleepNet for sleep stage prediction based on the signal channel EEG using PyTorch and implementing a new smaller and fast…☆10May 9, 2021Updated 5 years ago
- ☆13Jul 11, 2023Updated 3 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆62Jun 19, 2023Updated 3 years ago