XBrainLab is a EEG decoding toolbox with deep learning dedicated to neuroscience discoveries.
pip install --upgrade git+https://github.com/CECNL/XBrainLab
Type in your terminal, and the GUI application will start automatically.
XBrainLab
Or run the following code in your python console.
from XBrainLab.ui import XBrainLab
lab = XBrainLab()
lab.show_ui()
TBD
If you use XBrainLab to assist you research, please cite our paper and the related references in your publication.
XBrainLab software:
@inproceedings{
hsieh2023xbrainlab,
title={{XB}rainLab: An Open-Source Software for Explainable Artificial Intelligence-Based {EEG} Analysis},
author={Chia-ying Hsieh and Jing-Lun Chou and Yu-Hsin Chang and Chun-Shu Wei},
booktitle={NeurIPS 2023 AI for Science Workshop},
year={2023},
url={https://openreview.net/forum?id=82brfaM02h}
}SCCNet implementation:
@inproceedings{wei2019spatial,
title={Spatial component-wise convolutional network (SCCNet) for motor-imagery EEG classification},
author={Wei, Chun-Shu and Koike-Akino, Toshiaki and Wang, Ye},
booktitle={2019 9th International IEEE/EMBS Conference on Neural Engineering (NER)},
pages={328--331},
year={2019},
organization={IEEE}
}EEGNet implementation:
article{lawhern2018eegnet,
title={EEGNet: a compact convolutional neural network for EEG-based brain--computer interfaces},
author={Lawhern, Vernon J and Solon, Amelia J and Waytowich, Nicholas R and Gordon, Stephen M and Hung, Chou P and Lance, Brent J},
journal={Journal of neural engineering},
volume={15},
number={5},
pages={056013},
year={2018},
publisher={iOP Publishing}
}ShallowConvNet implementation:
@article{schirrmeister2017deep,
title={Deep learning with convolutional neural networks for EEG decoding and visualization},
author={Schirrmeister, Robin Tibor and Springenberg, Jost Tobias and Fiederer, Lukas Dominique Josef and Glasstetter, Martin and Eggensperger, Katharina and Tangermann, Michael and Hutter, Frank and Burgard, Wolfram and Ball, Tonio},
journal={Human brain mapping},
volume={38},
number={11},
pages={5391--5420},
year={2017},
publisher={Wiley Online Library}
}