MedMaxLab / selfEEG
selfEEG: a Python library for Self-Supervised Learning on Electroencephalography (EEG) data
☆51Updated last month
Alternatives and similar repositories for selfEEG:
Users that are interested in selfEEG are comparing it to the libraries listed below
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆46Updated last year
- ☆37Updated 4 years ago
- ☆59Updated last year
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆115Updated last year
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆42Updated 2 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆34Updated 2 years ago
- Code for training, evaluating, and visualizing performance of mental workload classification using fNIRS BCI sensors☆28Updated 3 years ago
- [IEEE J-BHI-2024] A Convolutional Transformer to decode mental states from Electroencephalography (EEG) for Brain-Computer Interfaces (BC…☆65Updated 4 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☆37Updated 3 years ago
- seizure type classification using TUH dataset☆69Updated last year
- Code and reuslts accompanying the NeurIPS 2022 paper with the title SPD domain-specific batch normalization to crack interpretable unsupe…☆54Updated 2 years ago
- Deep Learning pipeline for motor-imagery classification.☆59Updated 3 years ago
- Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizab…☆21Updated last year
- ☆24Updated 2 months ago
- code for NeurIPS_competition☆27Updated 3 years ago
- ☆33Updated last year
- ☆33Updated last month
- Analysis of Transformer attention in EEG signal classification☆43Updated 7 months ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆40Updated 4 years ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆65Updated 2 weeks ago
- GGN model for seizure classification (datasets: TUH EEG seizure TUSZ 1.5.2)☆51Updated last year
- Matlab code for SBLEST algorithm☆41Updated last year
- ☆32Updated 10 months ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆38Updated last year
- ☆28Updated 2 weeks ago
- The codes that I implemented during my B.Sc. project.☆22Updated 3 years ago
- Towards Domain Free Transformer for Generalized EEG Pre-training☆26Updated last year
- ☆10Updated last year
- [Arxiv] NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG☆52Updated last month
- ☆160Updated 2 years ago