Within-Session Motor Imagery on Cho2017 MOABB

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

LeaderboardDataset

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#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	ACM + TS + SVM	62.31514830769231	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	DeepConvNet	60.08802442307693	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNeX	49.56457763461538	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ShallowConvNet	46.979712846153845	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGTCNet	27.13974953846154	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGITNet	26.596911269230766	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	22.314706884615383	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + SVM	20.833295817307693	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	TS + EL	13.766507201923076	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + SVM	12.687089688461539	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	MDM	6.796549341730769	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	TS + LR	6.214885324999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	FgMDM	4.56839715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	LogVar + SVM	4.417776592307693	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	CSP + LDA	3.884574095846154	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	TRCSP + LDA	3.8611871384615384	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	DLCSPauto + shLDA	3.4957703001923077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	FBCSP + SVM	2.7608346807692308	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	LogVar + LDA	2.7242354466346157	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
62.31514830769231
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2DeepConvNet
60.08802442307693
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNeX
49.56457763461538
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ShallowConvNet
46.979712846153845
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGTCNet
27.13974953846154
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGITNet
26.596911269230766
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
22.314706884615383
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + SVM
20.833295817307693
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9TS + EL
13.766507201923076
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + SVM
12.687089688461539
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11MDM
6.796549341730769
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12TS + LR
6.214885324999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13FgMDM
4.56839715
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14LogVar + SVM
4.417776592307693
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15CSP + LDA
3.884574095846154
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16TRCSP + LDA
3.8611871384615384
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17DLCSPauto + shLDA
3.4957703001923077
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18FBCSP + SVM
2.7608346807692308
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19LogVar + LDA
2.7242354466346157
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code