emadeldeen24 / sleep-stage-classification-papersView external linksLinks
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.
☆67Sep 18, 2022Updated 3 years ago
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- A list of papers for sleep stages classification using machine learning/deep learning.☆95Aug 14, 2022Updated 3 years ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆39Sep 6, 2023Updated 2 years ago
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆44Dec 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
- Transfer learning for sleep stage detection☆35Aug 25, 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
- ☆57Dec 7, 2023Updated 2 years ago
- End-to-end Sleep Staging with Raw Single Channel EEG☆14May 13, 2019Updated 6 years ago
- Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning☆48Dec 7, 2023Updated 2 years ago
- CCRRSleepNet: A Hybrid Relational Inductive Biases Network for Automatic Sleep Stage Classification on Raw Single-Channel EEG☆12Aug 10, 2021Updated 4 years ago
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆107Dec 7, 2023Updated 2 years ago
- Sleep stage detection using ECG☆138Jan 23, 2026Updated 3 weeks ago
- ☆32Dec 7, 2023Updated 2 years ago
- ☆15Dec 7, 2023Updated 2 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆39May 15, 2024Updated last year
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆47Sep 19, 2023Updated 2 years ago
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆28Jun 6, 2025Updated 8 months ago
- EEG Sleep stage classification using CNN with Keras☆183Jun 17, 2024Updated last year
- Deep learning-based prediction of sleep stages using wearable accelerometry and photoplethysmography☆42Jun 4, 2024Updated last year
- 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
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆267Sep 26, 2023Updated 2 years ago
- ☆45Oct 28, 2021Updated 4 years ago
- Sleep staging from ECG, assisted with EEG☆25May 26, 2022Updated 3 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
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging☆58Jun 7, 2021Updated 4 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 4 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
- Three-stage sleep classification☆28Apr 26, 2024Updated last year
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆19Jun 5, 2020Updated 5 years ago
- ☆23Oct 8, 2022Updated 3 years ago
- ☆14Jul 11, 2023Updated 2 years ago
- ☆38Feb 15, 2021Updated 5 years ago
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆265Aug 27, 2021Updated 4 years ago
- ☆31Jul 14, 2020Updated 5 years ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆54Jun 2, 2023Updated 2 years ago
- Convolutional neural network which uses 30 second single-channel EEG signals to detect apnea events. Kernels are visualised using Fourier…☆22Mar 25, 2023Updated 2 years ago
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆26Jun 20, 2023Updated 2 years ago
- A PyTorch/PyTorch Lightning implementation of the U-Time model (see https://arxiv.org/abs/1910.11162)☆12Mar 19, 2021Updated 4 years ago
- DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG☆474Jul 19, 2024Updated last year