Time-nie / Sleep-Stage-Classification
基于注意力机制的单通道EEG睡眠分期项目
☆11Updated 2 years ago
Alternatives and similar repositories for Sleep-Stage-Classification:
Users that are interested in Sleep-Stage-Classification are comparing it to the libraries listed below
- 基于单通道脑电信号的自动睡眠分期研究（Automatic Sleep Staging Based on EEG Signal using Deep Network）☆30Updated 2 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆12Updated 3 years ago
- ☆23Updated 2 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆29Updated 3 years ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆18Updated 4 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆47Updated last year
- A list of papers for sleep stages classification using machine learning/deep learning.☆82Updated 2 years ago
- Project to predict sleep stages based on EEG, ECG, EOG data. Signals are filtered using different methods (Wavelet, Butterworth). The pre…☆11Updated 2 years ago
- Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging☆16Updated 2 months ago
- ☆26Updated last year
- Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification☆40Updated last year
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆100Updated last year
- ☆6Updated 2 years ago
- Sleep stage automatic classifier using CNNs and LSTMs to process frequency signals of brain activity recorded via ElectroEncephaloGram EE…☆19Updated 3 years ago
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆64Updated 2 years ago
- Usually for ECG signal, the frequency range over 80Hz is noise. So first, we need to remove this high frequency part. Next, in ECG signal…☆15Updated 6 years ago
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆53Updated 2 years ago
- Convolutional neural network which uses 30 second single-channel EEG signals to detect apnea events. Kernels are visualised using Fourier…☆22Updated 2 years ago
- 基于小波变换和卷积神经网络的脑电运动成像信号分类☆42Updated 4 years ago
- Code for the paper `A 1D-CNN based deep learning technique for sleep apnea detection in IoT sensors'☆21Updated 4 months ago
- It's a wireless device to monitor the heart beat and emotion simultaneously. It takes PPG signal from PPG sensor and estimate the heart b…☆14Updated 5 years ago
- ☆36Updated 6 years ago
- 2-Channel EEG Sleep Staging Algorithm using CNN-LSTM Architecture☆15Updated 4 years ago
- Code for processing and managing data for EEG-based emotion recognition of individuals with and without Autism. EEG and other clinical da…☆47Updated 2 months ago
- Classification of Fatigue in Consumer-grade EEG Using Entropies as Features☆16Updated 4 years ago
- 脑电情绪识别☆13Updated 2 years ago
- This toolbox offers 30 types of EEG feature extraction methods (HA, HM, HC, and etc.) for Electroencephalogram (EEG) applications.☆83Updated 4 years ago
- ☆15Updated 3 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆31Updated 10 months ago
- Sleep stage detection using ECG☆120Updated 2 weeks ago