ziyujia / Sleep-Stages-Classification-PapersView external linksLinks
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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- Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models☆18Oct 11, 2023Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆62Jun 19, 2023Updated 2 years ago
- 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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- Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"☆63Sep 5, 2017Updated 8 years ago
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- Explainable vision transformer for automatic visual sleep staging on multimodal PSG signals☆17Dec 23, 2024Updated last year
- ☆15Dec 7, 2023Updated 2 years ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆39Sep 6, 2023Updated 2 years ago
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆28Jun 6, 2025Updated 8 months ago
- This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning", Expert Systems …☆78Apr 15, 2025Updated 9 months ago
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆107Dec 7, 2023Updated 2 years ago
- ☆38Feb 15, 2021Updated 4 years ago
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- Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.☆85Apr 1, 2025Updated 10 months ago
- Transfer learning for sleep stage detection☆35Aug 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
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆96Jul 29, 2025Updated 6 months ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆44Dec 7, 2023Updated 2 years ago
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆265Aug 27, 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
- Greifswald Sleep Stage Classifier - a deep-learning based EEG sleep stage classifier☆16Aug 22, 2025Updated 5 months ago
- Reproducing TinySleepNet for sleep stage prediction based on the signal channel EEG using PyTorch and implementing a new smaller and fast…