emadeldeen24 / AttnSleepLinks
[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"
☆246Updated 2 years ago
Alternatives and similar repositories for AttnSleep
Users that are interested in AttnSleep are comparing it to the libraries listed below
Sorting:
- Attention temporal convolutional network for EEG-based motor imagery classification☆281Updated last week
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆316Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆58Updated 2 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆184Updated 5 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…☆156Updated 2 years ago
- GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, da…☆168Updated 5 years ago
- modify self-attention model for EEG signal as input and image embedding layer as output☆103Updated 6 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆93Updated 3 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆139Updated last year
- ☆83Updated 4 years ago
- code for LMDA☆84Updated 2 years ago
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆94Updated 2 years ago
- Deep Learning pipeline for motor-imagery classification.☆61Updated 3 years ago
- Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals☆36Updated 5 months ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆72Updated 5 months ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆130Updated 2 years ago
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆47Updated 3 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 4 years ago
- Pytorch implementation of EEGNet.☆49Updated 2 years ago
- EEGdenoiseNet, a benchmark dataset, that is suited for training and testing deep learning-based EEG denoising models, as well as for comp…☆212Updated 2 years ago
- Resources for the paper titled "EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Grap…☆180Updated 3 years ago
- Classification of BCI competition VI dataset 2a using ANN by applying WPD and CSP for feature extraction☆87Updated 3 years ago
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆47Updated 10 months ago
- Analysis of Transformer attention in EEG signal classification☆45Updated last year
- IEEE Transactions on Emerging Topics in Computational Intelligence☆67Updated 5 months ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆133Updated 4 years ago
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆62Updated 3 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆53Updated 4 years ago
- The project is about applying CNNs to EEG data from CHB-MIT to predict seizure☆120Updated 2 years ago
- The codes that I implemented during my B.Sc. project.☆21Updated 3 years ago