Brain Computer Interface on Zhou2016 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	CSP + SVM	129.06390283333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + EL	75.6071288	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	FgMDM	71.767263065	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	CSP + LDA	46.6342523525	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + SVM	39.13084056666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNeX	34.04211566666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ShallowConvNet	24.664789916666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGNeX	21.63750320833333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	EEGNeX	20.40160175	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGITNet	19.01079075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNet-8,2	18.622367166666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	ShallowConvNet	18.427412083333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	ShallowConvNet	18.007408791666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGTCNet	16.91200925	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGTCNet	16.823401416666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	TS + LR	14.9374373825	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGITNet	14.432597083333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	14.080227958333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNet-8,2	13.72778775	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	DeepConvNet	13.273857999999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	DeepConvNet	13.242306708333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGITNet	12.826676	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	EEGNet-8,2	11.2586846	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DeepConvNet	10.515160691666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	CSP + SVM	10.441263425	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	DLCSPauto + shLDA	8.307476150833333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	MDM	8.044291825	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	ACM + TS + SVM	7.277364225	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	DLCSPauto + shLDA	6.522374073333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	MDM	5.702021107499999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	LogVar + SVM	5.637304889999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	TS + SVM	5.204099866666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	ACM + TS + SVM	4.912889991666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	ACM + TS + SVM	4.858959566666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	CSP + SVM	4.423639016666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	TS + EL	3.7908793	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	LogVar + LDA	3.2995239900000004	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	TRCSP + LDA	2.9101597717500005	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	FgMDM	2.4993543233333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	TS + LR	2.283726725	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	FBCSP + SVM	1.8146779000000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	CSP + LDA	1.3644024541666664	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	TS + SVM	0.7894516191666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	TS + EL	0.7517524533333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	FBCSP + SVM	0.7107954383333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	FBCSP + SVM	0.6734122016666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	FgMDM	0.23585249774999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	CSP + LDA	0.12567347733333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	DLCSPauto + shLDA	0.10749997658333332	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	TS + LR	0.08235803066666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	MDM	0.062127622166666674	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1CSP + SVMSOTA
129.06390283333334
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + EL
75.6071288
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3FgMDM
71.767263065
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4CSP + LDA
46.6342523525
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + SVM
39.13084056666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNeX
34.04211566666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ShallowConvNet
24.664789916666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGNeX
21.63750320833333
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9EEGNeX
20.40160175
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGITNet
19.01079075
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGNet-8,2
18.622367166666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12ShallowConvNet
18.427412083333333
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13ShallowConvNet
18.007408791666666
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGTCNet
16.91200925
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGTCNet
16.823401416666666
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16TS + LR
14.9374373825
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGITNet
14.432597083333334
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18EEGTCNet
14.080227958333333
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGNet-8,2
13.72778775
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20DeepConvNet
13.273857999999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21DeepConvNet
13.242306708333333
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22EEGITNet
12.826676
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23EEGNet-8,2
11.2586846
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24DeepConvNet
10.515160691666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25CSP + SVM
10.441263425
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26DLCSPauto + shLDA
8.307476150833333
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27MDM
8.044291825
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28ACM + TS + SVM
7.277364225
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29DLCSPauto + shLDA
6.522374073333334
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30MDM
5.702021107499999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31LogVar + SVM
5.637304889999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32TS + SVM
5.204099866666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33ACM + TS + SVM
4.912889991666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34ACM + TS + SVM
4.858959566666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35CSP + SVM
4.423639016666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#36TS + EL
3.7908793
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#37LogVar + LDA
3.2995239900000004
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#38TRCSP + LDA
2.9101597717500005
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#39FgMDM
2.4993543233333333
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#40TS + LR
2.283726725
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#41FBCSP + SVM
1.8146779000000002
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#42CSP + LDA
1.3644024541666664
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#43TS + SVM
0.7894516191666666
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#44TS + EL
0.7517524533333333
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#45FBCSP + SVM
0.7107954383333334
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#46FBCSP + SVM
0.6734122016666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#47FgMDM
0.23585249774999997
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#48CSP + LDA
0.12567347733333334
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#49DLCSPauto + shLDA
0.10749997658333332
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#50TS + LR
0.08235803066666667
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#51MDM
0.062127622166666674
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code