Brain Computer Interface on BrainInvaders2013a MOABB

Metric: training time (s) (higher is better)

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#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	EEGNeX	25.649349828767125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGITNet	16.593567684931507	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNet-8,2	13.898916060273972	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ShallowConvNet	9.185006005479453	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	XDAWNCov + TS + SVM	1.2172368082191782	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ERPCov + MDM	1.0407688483561643	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	XDAWN + LDA	0.5100849124657535	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	XDAWNCov + MDM	0.30659427246575344	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ERPCov(svd_n=4) + MDM	0.22355115438356163	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGNeXSOTA
25.649349828767125
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGITNet
16.593567684931507
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNet-8,2
13.898916060273972
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ShallowConvNet
9.185006005479453
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5XDAWNCov + TS + SVM
1.2172368082191782
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ERPCov + MDM
1.0407688483561643
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7XDAWN + LDA
0.5100849124657535
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8XDAWNCov + MDM
0.30659427246575344
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9ERPCov(svd_n=4) + MDM
0.22355115438356163
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code