Brain Decoding on BNCI2014-002 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	ACM + TS + SVM	0.44054961000000004	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	0.357494305	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	FBCSP + SVM	0.27677554071428573	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ShallowConvNet	0.242558344	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGTCNet	0.21598919785714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	DeepConvNet	0.14939979285714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	0.14752584	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGITNet	0.14692778499999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	0.005598228914285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + SVM	0.0012505346957142856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	TS + EL	0.0011540398678571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	DLCSPauto + shLDA	0.00027854637564285716	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + LR	0.00019676502564285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	MDM	0.0001488995962142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	CSP + LDA	0.00014398938164285712	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	FgMDM	0.00011930851807142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
0.44054961000000004
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGNeX
0.357494305
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3FBCSP + SVM
0.27677554071428573
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ShallowConvNet
0.242558344
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGTCNet
0.21598919785714285
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6DeepConvNet
0.14939979285714286
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
0.14752584
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGITNet
0.14692778499999998
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
0.005598228914285714
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + SVM
0.0012505346957142856
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11TS + EL
0.0011540398678571429
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12DLCSPauto + shLDA
0.00027854637564285716
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TS + LR
0.00019676502564285715
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14MDM
0.0001488995962142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15CSP + LDA
0.00014398938164285712
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16FgMDM
0.00011930851807142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code