Motor Imagery on BNCI2015-001 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	0.9452996678571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	0.38974278	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNeX	0.34515593464285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ShallowConvNet	0.240711847	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGTCNet	0.18671340807142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGITNet	0.16193158389285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	0.14237826092857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DeepConvNet	0.12839999017857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	0.009411417503571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + SVM	0.002693355064285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	TS + EL	0.0021765681464285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	TS + LR	0.0016561550864285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	FgMDM	0.000829699048642857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	MDM	0.0007177980582857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	CSP + LDA	0.000595994413607143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DLCSPauto + shLDA	0.0005799335712857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1FBCSP + SVMSOTA
0.9452996678571429
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
0.38974278
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNeX
0.34515593464285715
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ShallowConvNet
0.240711847
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGTCNet
0.18671340807142858
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGITNet
0.16193158389285714
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
0.14237826092857142
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8DeepConvNet
0.12839999017857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
0.009411417503571428
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + SVM
0.002693355064285714
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11TS + EL
0.0021765681464285713
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12TS + LR
0.0016561550864285714
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13FgMDM
0.000829699048642857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14MDM
0.0007177980582857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15CSP + LDA
0.000595994413607143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DLCSPauto + shLDA
0.0005799335712857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code