This is an official implementation for "Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG".
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Mar 24, 2022 - Python
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sleep-staging
Here are 62 public repositories matching this topic...
Exploratory sleep staging and fragmentation analysis from Sleep-EDF PSG data
machine-learning random-forest scikit-learn eeg computational-neuroscience mne sleep-analysis fragmentation sleep-staging neurotechnology polysomnography sleep-edf
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May 10, 2026 - Jupyter Notebook
Sleep stage classification comparing KNN, SVM, RF, and LSTM.
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May 4, 2026 - Jupyter Notebook
Causal wearable-sensor analysis of population versus personalized sleep-stage models
data-science machine-learning time-series healthcare physionet phython sleep-staging wearable-sensors
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Aug 25, 2026 - Jupyter Notebook
Enhancing Sleep Stage Classification Performance Using Transformer-Based Approach with OOD Method Integration
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Aug 28, 2023 - MATLAB
End-to-end automated sleep stage classification using wearable EEG (Dreem Headband) — benchmarking classical ML, deep learning, and transfer learning (MobileNetV2) on multimodal physiological signals. Best: 82% accuracy with XGBoost, 71.2% with fine-tuned CNN.
deep-learning random-forest signal-processing pytorch transfer-learning wearable feature sleep-staging cnn-bilstm mobilenetv2 wearable-ai
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Jul 16, 2026 - Jupyter Notebook
Sleep stage classification from Sleep-EDF EEG signals using a leakage-safe, subject-grouped nested cross-validation pipeline with MLflow-tracked reproducibility.
machine-learning scikit-learn eeg sleep-staging nested-cross-validation mlflow biomedical-signal-processing sleep-edf
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Aug 14, 2026 - Python
Config-driven, auditable preprocessing for PSG sleep-staging datasets — 22 profiles, deterministic pairing, QC, provenance, and privacy-aware outputs.
python yaml preprocessing reproducibility psg mne-python edf sleep-research sleep-staging polysomnography
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Aug 23, 2026 - Python
Multimodal TinyML on STM32 smartwatch — on-device HAR, Chinese KWS, PPG heart-rate, fall detection, sleep staging & triple-fusion safety, fully offline.
stm32 wearable human-activity-recognition keyword-spotting ppg fall-detection sleep-staging multimodal edge-ai tinyml
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Jul 31, 2026 - C
Class wrapper of the yasa package to detect drowsiness/sleep phase using EEG data
eeg sleep eeg-analysis sleep-analysis eeg-signals-processing sleep-staging drowsiness-detection sleep-scoring
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Apr 6, 2024 - Python
Comparison of Different Input Channels in Deep Automatic Sleep Staging
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Jun 25, 2023 - Jupyter Notebo 10000 ok
Notebooks for training the classifier of YASA sleep staging
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Nov 20, 2021 - Jupyter Notebook
A Streamlit-based dashboard for managing, analyzing, and running inference with PyTorch Lightning checkpoints trained on SHHS EEG data.
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Jun 8, 2026 - Jupyter Notebook
A lightweight version of the Sleep module of the Visbrain package
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Oct 23, 2019 - Python
YASA versus expert Sleep-EDF staging across 20 recordings, with recording-level uncertainty and edge-Wake sensitivity.
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Aug 10, 2026 - Python
BD0
Interpretable EEG sleep-stage classification (Sleep-EDF) with subject-wise cross-validation and HMM temporal smoothing.
machine-learning signal-processing scikit-learn eeg healthcare hidden-markov-model sleep-staging polysomnography sleep-edf
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Jul 14, 2026 - Python
MAMBOPro v4: bidirectional Mamba-2 for single-channel EEG sleep staging
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Jun 27, 2026 - Python
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Jan 1, 2023 - C++
Online PAP therapy tracking suite.
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Aug 13, 2026 - TypeScript
ML pipelines for sleep apnea detection (ECG/HRV) and 5-stage sleep classification (EEG/EOG/EMG) on PhysioNet data — XGBoost, patient-grouped CV, SHAP explainability.
machine-learning signal-processing eeg ecg xgboost physionet sleep-staging shap healthcare-ai sleep-apnea
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Jul 29, 2026 - Jupyter Notebook
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