A list of papers for sleep stages classification using machine learning/deep learning.
☆95Aug 14, 2022Updated 3 years ago
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- 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
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆47Sep 19, 2023Updated 2 years ago
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- 2-Channel EEG Sleep Staging Algorithm using CNN-LSTM Architecture☆17Jan 28, 2021Updated 5 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
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- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆29Jun 6, 2025Updated 9 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
- Explainable vision transformer for automatic visual sleep staging on multimodal PSG signals☆18Dec 23, 2024Updated last year
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- Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.☆86Apr 1, 2025Updated 11 months ago
- Transfer learning for sleep stage detection☆36Aug 25, 2021Updated 4 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆43Jan 27, 2021Updated 5 years ago
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- 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
- Greifswald Sleep Stage Classifier - a deep-learning based EEG sleep stage classifier☆16Aug 22, 2025Updated 6 months 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 4 years ago
- Pytorch implementation of "SHNN: A Single-Channel EEG Sleep Staging Model Based on Semi-Supervised Learning".☆13May 17, 2022Updated 3 years ago
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