Brain Computer Interface on Schirrmeister2017 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	ShallowConvNet	1877.5478428571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	1075.1257621428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	707.9741635714284	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	CSP + SVM	531.3518721428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGTCNet	471.15728	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNeX	464.49325142857145	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	DeepConvNet	405.86182285714284	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	TS + SVM	349.39148821428574	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	EEGNeX	341.07117250000005	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGITNet	336.80249142857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	ACM + TS + SVM	330.0909378571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	ACM + TS + SVM	327.9551457142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + EL	327.06053857142854	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ShallowConvNet	320.2012192857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGTCNet	280.00296785714283	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	ShallowConvNet	268.71988714285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGTCNet	261.3786007142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGNet-8,2	214.51948785714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	FBCSP + SVM	198.47335871428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	FBCSP + SVM	181.90692642857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	FBCSP + SVM	138.46111907142856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGITNet	130.05448907142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	EEGITNet	113.00491099999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DeepConvNet	109.64171142857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	DeepConvNet	106.127537	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	EEGNet-8,2	91.89510485714287	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	EEGNet-8,2	87.55805742857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	TS + EL	86.77469099999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	FgMDM	82.60363664285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	FgMDM	67.09638471428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	FgMDM	61.4208665	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	CSP + SVM	45.233243214285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	TS + EL	27.018976428571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	CSP + SVM	23.25204464285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	TS + SVM	23.104729499999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	LogVar + SVM	22.148402514285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	TRCSP + LDA	16.598896885714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	TS + LR	13.988061071428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	TS + SVM	11.905010892857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	MDM	11.868311578571427	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	CSP + LDA	10.583879442857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	LogVar + LDA	10.265415285714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	DLCSPauto + shLDA	10.114322803571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	TS + LR	8.187318035714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	MDM	5.6453727	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	TS + LR	4.9577661214285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	MDM	4.819618021428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	CSP + LDA	3.027175342857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	DLCSPauto + shLDA	2.9170686285714287	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	CSP + LDA	0.5883504935714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	DLCSPauto + shLDA	0.5423086028571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ShallowConvNetSOTA
1877.5478428571428
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGNeX
1075.1257621428572
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ACM + TS + SVM
707.9741635714284
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4CSP + SVM
531.3518721428571
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGTCNet
471.15728
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNeX
464.49325142857145
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7DeepConvNet
405.86182285714284
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8TS + SVM
349.39148821428574
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9EEGNeX
341.07117250000005
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGITNet
336.80249142857144
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11ACM + TS + SVM
330.0909378571428
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12ACM + TS + SVM
327.9551457142857
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TS + EL
327.06053857142854
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14ShallowConvNet
320.2012192857143
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGTCNet
280.00296785714283
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16ShallowConvNet
268.71988714285715
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGTCNet
261.3786007142857
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18EEGNet-8,2
214.51948785714285
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19FBCSP + SVM
198.47335871428572
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20FBCSP + SVM
181.90692642857144
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21FBCSP + SVM
138.46111907142856
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22EEGITNet
130.05448907142858
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23EEGITNet
113.00491099999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24DeepConvNet
109.64171142857143
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25DeepConvNet
106.127537
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26EEGNet-8,2
91.89510485714287
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27EEGNet-8,2
87.55805742857142
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28TS + EL
86.77469099999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29FgMDM
82.60363664285714
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30FgMDM
67.09638471428572
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31FgMDM
61.4208665
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32CSP + SVM
45.233243214285714
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33TS + EL
27.018976428571428
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34CSP + SVM
23.25204464285714
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35TS + SVM
23.104729499999998
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#36LogVar + SVM
22.148402514285713
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#37TRCSP + LDA
16.598896885714286
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#38TS + LR
13.988061071428572
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#39TS + SVM
11.905010892857144
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#40MDM
11.868311578571427
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#41CSP + LDA
10.583879442857143
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#42LogVar + LDA
10.265415285714285
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#43DLCSPauto + shLDA
10.114322803571428
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#44TS + LR
8.187318035714286
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#45MDM
5.6453727
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#46TS + LR
4.9577661214285715
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#47MDM
4.819618021428572
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#48CSP + LDA
3.027175342857143
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#49DLCSPauto + shLDA
2.9170686285714287
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#50CSP + LDA
0.5883504935714285
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#51DLCSPauto + shLDA
0.5423086028571429
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code