Brain Decoding on AlexandreMotorImagery MOABB

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

LeaderboardDataset

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#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	CSP + SVM	44.612727875000004	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGTCNet	34.859817375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNeX	34.4930355	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ShallowConvNet	29.150003124999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGITNet	25.280098125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNet-8,2	22.844518	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	DeepConvNet	20.30683625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FBCSP + SVM	19.6318726375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ShallowConvNet	12.9602863125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGNeX	9.8963939375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGITNet	9.4757763125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	9.24752825	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGTCNet	9.205565762500001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	DeepConvNet	8.58771105	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	ACM + TS + SVM	7.6877846125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	ACM + TS + SVM	5.5518258375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	CSP + SVM	4.649679825	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + SVM	3.3987408749999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TS + SVM	3.0611184312499997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	TS + EL	2.749322665	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + LDA	2.24472090125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	MDM	2.244058851625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	TS + LR	1.85145594625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	MDM	1.6782885705	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	TS + LR	1.390257074875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	TS + EL	1.177448355	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	FBCSP + SVM	1.1647642375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	CSP + LDA	1.0782176175	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	DLCSPauto + shLDA	0.96225866875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	FgMDM	0.743955544625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	DLCSPauto + shLDA	0.6206318012500001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	FgMDM	0.419455321625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1CSP + SVMSOTA
44.612727875000004
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGTCNet
34.859817375
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNeX
34.4930355
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ShallowConvNet
29.150003124999998
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGITNet
25.280098125
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNet-8,2
22.844518
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7DeepConvNet
20.30683625
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FBCSP + SVM
19.6318726375
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9ShallowConvNet
12.9602863125
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGNeX
9.8963939375
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGITNet
9.4757763125
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNet-8,2
9.24752825
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGTCNet
9.205565762500001
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14DeepConvNet
8.58771105
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15ACM + TS + SVM
7.6877846125
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16ACM + TS + SVM
5.5518258375
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17CSP + SVM
4.649679825
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TS + SVM
3.3987408749999997
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TS + SVM
3.0611184312499997
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20TS + EL
2.749322665
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21CSP + LDA
2.24472090125
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22MDM
2.244058851625
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23TS + LR
1.85145594625
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24MDM
1.6782885705
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25TS + LR
1.390257074875
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26TS + EL
1.177448355
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27FBCSP + SVM
1.1647642375
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28CSP + LDA
1.0782176175
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29DLCSPauto + shLDA
0.96225866875
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30FgMDM
0.743955544625
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31DLCSPauto + shLDA
0.6206318012500001
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32FgMDM
0.419455321625
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code