MedMaxLab / selfEEG
selfEEG: a Python library for Self-Supervised Learning on Electroencephalography (EEG) data
☆35Updated 2 months ago
Related projects: ⓘ
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆29Updated last year
- ☆35Updated 3 years ago
- NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆21Updated last week
- ☆19Updated last month
- ☆54Updated last year
- ☆29Updated 4 months ago
- code for NeurIPS_competition☆26Updated 2 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆35Updated 3 years ago
- Self-supervised learning for EEG☆23Updated 4 years ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆42Updated last year
- Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizab…☆20Updated last year
- Classification of EEG signals into silence vs listening☆18Updated 2 years ago
- The fusion of MNE and PyTorch for accelerated deep-neural-network based BCI-systems and Neurophysiology signal analysis.☆64Updated 2 years ago
- EEG Artifact Removal Using Deep Learning (source code, IEEE Journal of Biomedical and Health Informatics)☆26Updated 2 years ago
- Transfer learning for sleep stage detection☆27Updated 3 years ago
- A library with tools for EEG analysis☆59Updated 3 months ago
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆75Updated 9 months ago
- High-East / Attention-based-spatio-temporal-spectral-feature-learning-for-subject-specific-EEG-classificationOfficial code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper☆36Updated 2 years ago
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆38Updated last year
- Repository of sample scripts to train deep learning model with PyTorch and MNE☆24Updated 5 years ago
- CRNNeeg: A deep learning algorithm for sleep staging PSG and long-term scalp EEG☆16Updated 4 years ago
- Submission to the Motor Imagery track of BEETL competition, organized within NeurIPS 2021☆10Updated 2 years ago
- Code and reuslts accompanying the NeurIPS 2022 paper with the title SPD domain-specific batch normalization to crack interpretable unsupe…☆45Updated last year
- ☆18Updated 4 years ago
- ☆23Updated 2 years ago
- Analysis of Transformer attention in EEG signal classification☆40Updated 2 weeks ago
- Code for the paper "EEG Channel Interpolation Using Deep Encoder-decoder Networks"☆23Updated 2 years ago
- Code for "Robust EEG processing with dynamic spatial filtering", Banville et al. 2021☆27Updated 2 years ago
- MATLAB code to decode the spatial focus of auditory attention from EEG using common spatial pattern filters and Riemannian geometry-based…☆23Updated last year
- M/EEG brain age benchmark paper☆24Updated last year