Brain Computer Interface on Weibo2014 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	677.4126650000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	335.21023	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	329.502181	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGNeX	126.255782	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	ACM + TS + SVM	101.6704931	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	100.2113981	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ShallowConvNet	84.42076999999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DeepConvNet	73.0829022	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ShallowConvNet	61.683436400000005	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGTCNet	47.42458	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNeX	44.7978774	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGITNet	43.4866037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNeX	42.3490198	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	FBCSP + SVM	37.9020129	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DeepConvNet	35.9970033	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DeepConvNet	34.809638	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGNet-8,2	34.2388724	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + EL	34.0226515	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGTCNet	29.570441	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	EEGTCNet	28.1203618	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + SVM	25.68750405	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGNet-8,2	24.251992	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	EEGITNet	20.2672368	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	TS + SVM	19.7101636	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	EEGNet-8,2	19.67945195	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	EEGITNet	19.2195519	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	LogVar + SVM	19.02302114	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	TS + LR	17.19314084	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	TS + EL	16.70190309	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	TS + SVM	15.092744999999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	CSP + SVM	14.5114632	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	TS + EL	11.57989181	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	FgMDM	10.29490904	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	TS + SVM	9.11110455	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	MDM	8.631213726	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	DLCSPauto + shLDA	8.469146077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	CSP + LDA	5.572459653	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	LogVar + LDA	5.320173393999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	CSP + LDA	4.84518394	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	DLCSPauto + shLDA	4.82886682	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	TS + LR	4.60279952	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	DLCSPauto + shLDA	4.568564723	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	FgMDM	3.8331035200000003	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	FgMDM	3.4260148399999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	TRCSP + LDA	3.318742769	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	FBCSP + SVM	3.2107585999999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	FBCSP + SVM	3.09451051	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	MDM	2.796476937	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	CSP + LDA	2.7403618635	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	TS + LR	2.12094548	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	MDM	2.01196917	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1CSP + SVMSOTA
677.4126650000001
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
335.21023
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ACM + TS + SVM
329.502181
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGNeX
126.255782
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5ACM + TS + SVM
101.6704931
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ShallowConvNet
100.2113981
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ShallowConvNet
84.42076999999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8DeepConvNet
73.0829022
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9ShallowConvNet
61.683436400000005
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGTCNet
47.42458
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGNeX
44.7978774
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGITNet
43.4866037
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGNeX
42.3490198
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14FBCSP + SVM
37.9020129
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DeepConvNet
35.9970033
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DeepConvNet
34.809638
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGNet-8,2
34.2388724
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TS + EL
34.0226515
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGTCNet
29.570441
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20EEGTCNet
28.1203618
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21CSP + SVM
25.68750405
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22EEGNet-8,2
24.251992
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23EEGITNet
20.2672368
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24TS + SVM
19.7101636
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25EEGNet-8,2
19.67945195
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26EEGITNet
19.2195519
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27LogVar + SVM
19.02302114
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28TS + LR
17.19314084
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29TS + EL
16.70190309
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30TS + SVM
15.092744999999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31CSP + SVM
14.5114632
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32TS + EL
11.57989181
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33FgMDM
10.29490904
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34TS + SVM
9.11110455
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35MDM
8.631213726
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#36DLCSPauto + shLDA
8.469146077
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#37CSP + LDA
5.572459653
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#38LogVar + LDA
5.320173393999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#39CSP + LDA
4.84518394
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#40DLCSPauto + shLDA
4.82886682
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#41TS + LR
4.60279952
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#42DLCSPauto + shLDA
4.568564723
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#43FgMDM
3.8331035200000003
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#44FgMDM
3.4260148399999997
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#45TRCSP + LDA
3.318742769
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#46FBCSP + SVM
3.2107585999999997
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#47FBCSP + SVM
3.09451051
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#48MDM
2.796476937
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#49CSP + LDA
2.7403618635
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#50TS + LR
2.12094548
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#51MDM
2.01196917
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code