Within-Session Motor Imagery on BNCI2014-004 MOABB

Metric: CO2 Emission (g) (higher is better)

LeaderboardDataset

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Results

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#	Model↕	CO2 Emission (g)▼	Extra Data	Paper	Date↕	Code
1	FBCSP + SVM	0.14387416055555555	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGTCNet	0.12710436082222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNeX	0.10765803022222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGITNet	0.09232083362222221	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	DeepConvNet	0.08229932173333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNet-8,2	0.07430071106666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ShallowConvNet	0.05743548577777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	ACM + TS + SVM	0.02593451466666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	0.004687019133333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + SVM	0.001196510487111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	TS + EL	0.0010797430764444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + SVM	0.0008958152281111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TRCSP + LDA	0.0006737686001777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	FgMDM	0.0006603817830888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	TS + LR	0.0006557710575999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DLCSPauto + shLDA	0.0006216743171333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	CSP + LDA	0.0005452296241333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	LogVar + LDA	0.0005384169830822222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	MDM	0.0003528847734	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1FBCSP + SVMSOTA
0.14387416055555555
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGTCNet
0.12710436082222223
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNeX
0.10765803022222223
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGITNet
0.09232083362222221
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5DeepConvNet
0.08229932173333333
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNet-8,2
0.07430071106666666
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ShallowConvNet
0.05743548577777778
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8ACM + TS + SVM
0.02593451466666667
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
0.004687019133333334
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + SVM
0.001196510487111111
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11TS + EL
0.0010797430764444445
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12LogVar + SVM
0.0008958152281111112
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TRCSP + LDA
0.0006737686001777777
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14FgMDM
0.0006603817830888889
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15TS + LR
0.0006557710575999999
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DLCSPauto + shLDA
0.0006216743171333333
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17CSP + LDA
0.0005452296241333334
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18LogVar + LDA
0.0005384169830822222
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19MDM
0.0003528847734
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code