Brain Decoding on GrosseWentrup2009 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	EEGNeX	422.45747300000005	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	325.665074	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ShallowConvNet	277.2352575	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	265.222582	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + EL	243.142401	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGTCNet	183.107304	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	FBCSP + SVM	117.8105055	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGNet-8,2	117.19713259999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DeepConvNet	110.56912460000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGITNet	106.55474389999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	FgMDM	85.13785279999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	CSP + SVM	37.7887083	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + LR	34.60417205	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	MDM	14.947136800000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	TRCSP + LDA	14.640627636	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DLCSPauto + shLDA	8.404077422	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	LogVar + SVM	6.762669579999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	CSP + LDA	4.92442061	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	LogVar + LDA	4.040722504	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGNeXSOTA
422.45747300000005
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
325.665074
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ShallowConvNet
277.2352575
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + SVM
265.222582
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + EL
243.142401
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGTCNet
183.107304
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7FBCSP + SVM
117.8105055
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGNet-8,2
117.19713259999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9DeepConvNet
110.56912460000001
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGITNet
106.55474389999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11FgMDM
85.13785279999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12CSP + SVM
37.7887083
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TS + LR
34.60417205
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14MDM
14.947136800000001
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15TRCSP + LDA
14.640627636
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DLCSPauto + shLDA
8.404077422
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17LogVar + SVM
6.762669579999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18CSP + LDA
4.92442061
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19LogVar + LDA
4.040722504
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code