Brain Computer Interface on Lee2019-MI 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	52.18373611111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	39.780105	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	29.706403990740743	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	DeepConvNet	19.933118574074072	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGITNet	19.277117560185186	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGTCNet	17.962674342592592	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	14.961433282407407	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + SVM	8.139176210185186	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	LogVar + LDA	6.251461617777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + SVM	5.273111012962963	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	FgMDM	5.031711893518518	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	DLCSPauto + shLDA	4.686696781111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + EL	4.678475692592593	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	LogVar + SVM	4.534608688425926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	TRCSP + LDA	3.8623176347222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	CSP + LDA	3.3465501966666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	MDM	3.1416363901851856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	FBCSP + SVM	2.7125740925925927	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TS + LR	2.4829364574074075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ShallowConvNetSOTA
52.18373611111111
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGNeX
39.780105
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ACM + TS + SVM
29.706403990740743
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4DeepConvNet
19.933118574074072
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGITNet
19.277117560185186
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGTCNet
17.962674342592592
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
14.961433282407407
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + SVM
8.139176210185186
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9LogVar + LDA
6.251461617777778
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + SVM
5.273111012962963
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11FgMDM
5.031711893518518
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12DLCSPauto + shLDA
4.686696781111111
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TS + EL
4.678475692592593
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14LogVar + SVM
4.534608688425926
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15TRCSP + LDA
3.8623176347222223
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16CSP + LDA
3.3465501966666666
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17MDM
3.1416363901851856
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18FBCSP + SVM
2.7125740925925927
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TS + LR
2.4829364574074075
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code