gist-ailab / SleePyCoLinks
This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning", Expert Systems With Applications.
☆71Updated 4 months ago
Alternatives and similar repositories for SleePyCo
Users that are interested in SleePyCo are comparing it to the libraries listed below
Sorting:
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆240Updated last year
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆63Updated 6 months ago
- Deep Learning pipeline for motor-imagery classification.☆60Updated 3 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…☆152Updated 2 years ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆47Updated 2 years ago
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆67Updated last year
- 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
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆54Updated 2 years ago
- ☆29Updated last year
- code for LMDA☆84Updated 2 years ago
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆309Updated 2 years ago
- Attention temporal convolutional network for EEG-based motor imagery classification☆272Updated 5 months ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆41Updated 4 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆144Updated last year
- ☆23Updated 2 years ago
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆46Updated 2 years ago
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆93Updated 2 years ago
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆60Updated 2 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆134Updated last year
- Analysis of Transformer attention in EEG signal classification☆45Updated 11 months ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 3 years ago
- ☆22Updated last year
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆44Updated 9 months ago
- Pytorch implementation of EEGNet.☆46Updated 2 years ago
- ☆38Updated 4 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆181Updated 3 months ago
- Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals☆36Updated 4 months ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆72Updated 4 months ago