Within-Session Motor Imagery on BNCI2014-004 MOABB

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

LeaderboardDataset

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#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	EEGTCNet	15.25518438888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	13.068636999999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGITNet	11.108478222222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	DeepConvNet	9.503357968888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGNet-8,2	8.935735724444443	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	6.921017688888888	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	6.61830888	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	TS + SVM	2.356883378	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	LogVar + SVM	2.0932973742222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + EL	2.079450579777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DLCSPauto + shLDA	1.8661370398	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	TS + LR	1.7434176553111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	FgMDM	1.5159122454666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	TRCSP + LDA	1.457821241711111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	ACM + TS + SVM	1.439084654222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	LogVar + LDA	1.2824246142888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	CSP + LDA	1.2460348456222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	MDM	0.9042913831777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	FBCSP + SVM	0.783375099111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGTCNetSOTA
15.25518438888889
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGNeX
13.068636999999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGITNet
11.108478222222223
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4DeepConvNet
9.503357968888889
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGNet-8,2
8.935735724444443
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ShallowConvNet
6.921017688888888
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + SVM
6.61830888
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8TS + SVM
2.356883378
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9LogVar + SVM
2.0932973742222223
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + EL
2.079450579777778
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11DLCSPauto + shLDA
1.8661370398
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12TS + LR
1.7434176553111111
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13FgMDM
1.5159122454666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14TRCSP + LDA
1.457821241711111
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15ACM + TS + SVM
1.439084654222222
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16LogVar + LDA
1.2824246142888889
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17CSP + LDA
1.2460348456222223
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18MDM
0.9042913831777778
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19FBCSP + SVM
0.783375099111111
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code