Brain Decoding on BNCI2015-004 MOABB

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

LeaderboardDataset

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Results

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#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	ACM + TS + SVM	38.20503083333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	31.471043611111114	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ShallowConvNet	19.448256999999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGTCNet	16.36140288888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGITNet	16.165079277777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	DeepConvNet	15.772786944444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	13.1632145	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + SVM	7.718107805555555	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	FgMDM	4.208450687777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + EL	4.107975877777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	TS + SVM	3.981446488888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	DLCSPauto + shLDA	3.5652031144444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + LR	2.3641572122222225	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	CSP + LDA	2.2638508043333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	MDM	1.3395202661111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	FBCSP + SVM	0.8984944177777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code