Motor Imagery on PhysionetMotorImagery 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	1190.5449858715597	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	92.28611607692308	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	FBCSP + SVM	68.7581273853211	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	48.31867250642202	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + EL	25.291020102752295	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNeX	22.783741321100916	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGTCNet	18.127433243119267	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DeepConvNet	17.621344155963303	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ShallowConvNet	15.891879321100918	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGNeX	15.441041990825688	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNet-8,2	14.662491354128441	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	DeepConvNet	14.11812210091743	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGITNet	14.05607252293578	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ACM + TS + SVM	14.023694665137615	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	13.559821752293578	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	13.434462706422018	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	ACM + TS + SVM	13.275803577981652	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	12.905036509174312	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	12.67985970183486	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	ShallowConvNet	12.345875044954127	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	EEGNet-8,2	12.154883428440368	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	ShallowConvNet	12.103473417431193	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	EEGITNet	11.497989633027524	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	EEGNet-8,2	10.598362683486238	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	DeepConvNet	9.95131664587156	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	CSP + LDA	8.780583234862386	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	DLCSPauto + shLDA	8.482141944036696	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	CSP + SVM	7.574546786238533	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	CSP + SVM	7.022697680733945	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	FgMDM	6.395441841284404	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	MDM	6.167569839633027	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	TS + EL	6.133613628073395	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	LogVar + LDA	5.312168379816514	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	TS + SVM	4.69788353027523	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	TS + EL	4.660472736697248	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	TRCSP + LDA	4.659003014128441	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	MDM	4.593253893211009	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	TS + SVM	4.376171044495413	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	TS + LR	4.225256745229358	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	CSP + LDA	4.20135004233945	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	LogVar + SVM	3.982814494036697	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	TS + LR	3.9450754762385323	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	FgMDM	3.6619959064220184	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	DLCSPauto + shLDA	3.403307553027523	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	FgMDM	3.204224353211009	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	MDM	2.9963101233394496	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	TS + LR	2.2208920137614676	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	CSP + LDA	2.1433882502201835	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	DLCSPauto + shLDA	1.9964198499449541	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	FBCSP + SVM	1.6316544247706422	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	FBCSP + SVM	1.4225005266055046	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1CSP + SVMSOTA
1190.5449858715597
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
92.28611607692308
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3FBCSP + SVM
68.7581273853211
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + SVM
48.31867250642202
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + EL
25.291020102752295
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNeX
22.783741321100916
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGTCNet
18.127433243119267
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8DeepConvNet
17.621344155963303
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9ShallowConvNet
15.891879321100918
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGNeX
15.441041990825688
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGNet-8,2
14.662491354128441
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12DeepConvNet
14.11812210091743
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGITNet
14.05607252293578
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14ACM + TS + SVM
14.023694665137615
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGITNet
13.559821752293578
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGTCNet
13.434462706422018
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17ACM + TS + SVM
13.275803577981652
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18EEGTCNet
12.905036509174312
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGNeX
12.67985970183486
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20ShallowConvNet
12.345875044954127
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21EEGNet-8,2
12.154883428440368
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22ShallowConvNet
12.103473417431193
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23EEGITNet
11.497989633027524
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24EEGNet-8,2
10.598362683486238
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25DeepConvNet
9.95131664587156
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26CSP + LDA
8.780583234862386
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27DLCSPauto + shLDA
8.482141944036696
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28CSP + SVM
7.574546786238533
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29CSP + SVM
7.022697680733945
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30FgMDM
6.395441841284404
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31MDM
6.167569839633027
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32TS + EL
6.133613628073395
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33LogVar + LDA
5.312168379816514
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34TS + SVM
4.69788353027523
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35TS + EL
4.660472736697248
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#36TRCSP + LDA
4.659003014128441
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#37MDM
4.593253893211009
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#38TS + SVM
4.376171044495413
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#39TS + LR
4.225256745229358
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#40CSP + LDA
4.20135004233945
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#41LogVar + SVM
3.982814494036697
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#42TS + LR
3.9450754762385323
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#43FgMDM
3.6619959064220184
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#44DLCSPauto + shLDA
3.403307553027523
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#45FgMDM
3.204224353211009
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#46MDM
2.9963101233394496
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#47TS + LR
2.2208920137614676
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#48CSP + LDA
2.1433882502201835
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#49DLCSPauto + shLDA
1.9964198499449541
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#50FBCSP + SVM
1.6316544247706422
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#51FBCSP + SVM
1.4225005266055046
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code