Robin Tibor Schirrmeister
91 linhas
2.0 KiB
ReStructuredText
91 linhas
2.0 KiB
ReStructuredText
Welcome to Braindecode
|
|
======================
|
|
|
|
A deep learning toolbox to decode raw time-domain EEG.
|
|
|
|
For EEG researchers that want to work with deep learning and
|
|
deep learning researchers that want to work with EEG data.
|
|
For now focussed on convolutional networks.
|
|
|
|
|
|
Installation
|
|
============
|
|
|
|
1. Install pytorch from http://pytorch.org/ (you don't need to install torchvision).
|
|
|
|
2. Install numpy (necessary for resamply installation to work), e.g.:
|
|
|
|
.. code-block:: bash
|
|
|
|
pip install numpy
|
|
|
|
3. Install braindecode via pip:
|
|
|
|
.. code-block:: bash
|
|
|
|
pip install braindecode
|
|
|
|
|
|
|
|
Tutorials
|
|
=========
|
|
.. toctree::
|
|
:maxdepth: 1
|
|
|
|
notebooks/TrialWise_Decoding.ipynb
|
|
notebooks/Cropped_Decoding.ipynb
|
|
notebooks/Experiment_Class.ipynb
|
|
notebooks/visualization/Perturbation.ipynb
|
|
|
|
|
|
Troubleshooting
|
|
===============
|
|
Please report any issues on github: https://github.com/robintibor/braindecode
|
|
|
|
|
|
API
|
|
===
|
|
|
|
.. autosummary::
|
|
:toctree: source
|
|
|
|
braindecode.datautil
|
|
braindecode.experiments
|
|
braindecode.mne_ext
|
|
braindecode.models
|
|
braindecode.torch_ext
|
|
braindecode.visualization
|
|
|
|
|
|
Citing
|
|
======
|
|
If you use this code in a scientific publication, please cite us as:
|
|
|
|
.. code-block:: bibtex
|
|
|
|
@article {HBM:HBM23730,
|
|
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},
|
|
title = {Deep learning with convolutional neural networks for EEG decoding and visualization},
|
|
journal = {Human Brain Mapping},
|
|
issn = {1097-0193},
|
|
url = {http://dx.doi.org/10.1002/hbm.23730},
|
|
doi = {10.1002/hbm.23730},
|
|
month = {aug},
|
|
year = {2017},
|
|
keywords = {electroencephalography, EEG analysis, machine learning, end-to-end learning, brain–machine interface,
|
|
brain–computer interface, model interpretability, brain mapping},
|
|
}
|
|
|
|
|
|
Indices and tables
|
|
==================
|
|
|
|
* :ref:`genindex`
|
|
* :ref:`modindex`
|
|
* :ref:`search`
|
|
|
|
|
|
.. _GitHub: https://github.com/robintibor/braindecode
|