Resources

Braindecode library
Deep learning for EEG decoding
Nov 21, 2025
GitHub Documentation
Braindecode library
MOABB library
Mother of All BCI Benchmarks
Nov 21, 2025
GitHub Documentation
MOABB library
Foundation Models (Signal-JEPA)
Tutorial for loading and fine-tuning pre-trained foundation models with Braindecode
Oct 31, 2025
Detailed Tutorial Pre-trained models
Conference Contributions
Posters, talks, and workshops
Sep 5, 2024
Workshop3 Intro Workshop3 Thielen Poster Narayanan Poster Scheppink Poster Thielen
Review of Deep Representation Learning Techniques for BCI
Additional resources for the review of deep representation learning techniques for BCI.
Aug 6, 2024
Articles list (CSV)
Generative Models
Collection of resources for generative models in BCI research
Mar 13, 2024
code Diffusion model EEGNet model (FID score)
Approximate UMAP
Embedding projection in online scenarios.
Feb 25, 2024
approx-umap ONEP
Unsupervised Mean-difference Maximization (UMM)
Toolkit for unsupervised BCI ERP classification.
Jun 9, 2023
GitHub
Python Noise-Tagging Brain-Computer Interface
A Python toolbox for brain-computer interfaces using code-modulated evoked potentials.
May 30, 2023
GitHub Documentation
Pre-trained motor-imagery models
Collection of pre-trained neural neworks for motor-imagery decoding.
May 29, 2023
Poster Notebook Pre-trained models Detailed results