Time-nie / Sleep-Stage-ClassificationLinks
基于注意力机制的单通道EEG睡眠分期项目
☆13Updated 3 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
Sorting:
- MATLAB Project to Classify Different Sleep Stages of the EEG Signals using Machine Learning (Random Forest and Support Vector Machine)☆13Updated 11 months ago
- 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）☆34Updated 2 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 4 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
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆62Updated 2 years ago
- SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach☆262Updated 4 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆95Updated 3 years ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆19Updated 5 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- EEG Sleep stage classification using CNN with Keras☆181Updated last year
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆67Updated 3 years ago
- Code for processing and managing data for EEG-based emotion recognition of individuals with and without Autism. EEG and other clinical da…☆57Updated 6 months ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo fro…☆163Updated 2 years ago
- Fatigue Assessment using ECG and Actigraphy Sensors (ISWC 2020)☆16Updated 5 years ago
- ☆36Updated 6 years ago
- Official implementation of the paper "GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition"☆76Updated 3 years ago
- Deep learning-based prediction of sleep stages using wearable accelerometry and photoplethysmography☆40Updated last year
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆64Updated 3 years ago
- ☆27Updated 3 years ago
- Emotion-Classification-by-EEG-DEAP-Dataset implemented in 2DCNNN-LSTM-1DCNN+GRU and the 1D_cnn+gru model gives the highest accuracy☆11Updated 2 years ago
- Deep learning model for EEG artifact removal☆79Updated 3 years ago
- Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging☆22Updated 11 months ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆99Updated 6 months ago
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆261Updated 2 years ago
- This toolbox offers 30 types of EEG feature extraction methods (HA, HM, HC, and etc.) for Electroencephalogram (EEG) applications.☆91Updated 4 years ago
- CNN-SAE program for MI-BCI classification. (Based on "Tabar et al-2016-J Neural Eng. A novel deep learning approach for classification of…☆44Updated 7 years ago
- Using wavelet transform to extract time-frequency features of motor imagery EEG signals, and classify it by convolutional neural network☆111Updated 6 years ago
- Code for the paper `A 1D-CNN based deep learning technique for sleep apnea detection in IoT sensors'☆24Updated last year
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆88Updated 3 years ago
- Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"☆63Updated 8 years ago