gist-ailab / SleePyCoLinks
This is an official implementation for "SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning", Expert Systems With Applications.
☆75Updated 6 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"☆250Updated 2 years ago
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆64Updated 8 months ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆58Updated 2 years ago
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆71Updated last year
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆50Updated 2 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…☆158Updated 2 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆94Updated 3 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- ☆30Updated last year
- Deep Learning pipeline for motor-imagery classification.☆61Updated 3 years ago
- This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I …☆66Updated 3 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆42Updated 4 years ago
- modify self-attention model for EEG signal as input and image embedding layer as output☆103Updated 6 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 4 years ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆91Updated 4 months ago
- ☆23Updated 2 years ago
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆63Updated 3 years ago
- Do not sleep on traditional machine learning for sleep stage scoring☆52Updated last year
- code for LMDA☆84Updated 2 years ago
- The codes that I implemented during my B.Sc. project.☆22Updated 3 years ago
- A Lightweight and High Performance Neural network for MI-EEG decoding☆35Updated 7 months ago
- ☆13Updated last year
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆46Updated 11 months ago
- ☆27Updated last month
- SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging☆106Updated last year
- Benchmark code for the paper: "Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging"☆92Updated 3 months ago
- [Preparing] DBConformer: Dual-Branch Convolutional Transformer for EEG Decoding☆26Updated 2 weeks ago
- Transformer-based fNIRS Classification. Paper: Transformer Model for Functional Near-Infrared Spectroscopy Classification☆79Updated 9 months ago
- This project focuses on data preprocessing and epilepsy seizure prediction using the CHB-MIT EEG dataset. It includes steps like data cle…☆46Updated last year
- Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging☆21Updated 9 months ago