Motor Imagery on Lee2019-MI 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	0.8164949121481482	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	FBCSP + SVM	0.4983456616666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNeX	0.17330265775	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	DeepConvNet	0.08747840010185186	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGITNet	0.08459861206481481	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGTCNet	0.07880292099074075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	0.06521628261574074	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	ShallowConvNet	0.0627169262962963	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	0.005258449698148148	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + EL	0.002646718319444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	LogVar + LDA	0.0026458692239444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	TS + SVM	0.0024145104012962965	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	LogVar + SVM	0.0023018676362962964	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	FgMDM	0.0021175731353703705	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DLCSPauto + shLDA	0.0014866114661481482	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	TRCSP + LDA	0.001290584364037037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	CSP + LDA	0.0012470851392592593	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	MDM	0.00100529917	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TS + LR	0.0008697607500925927	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
0.8164949121481482
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2FBCSP + SVM
0.4983456616666667
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNeX
0.17330265775
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4DeepConvNet
0.08747840010185186
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGITNet
0.08459861206481481
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGTCNet
0.07880292099074075
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
0.06521628261574074
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8ShallowConvNet
0.0627169262962963
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
0.005258449698148148
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + EL
0.002646718319444444
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11LogVar + LDA
0.0026458692239444445
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12TS + SVM
0.0024145104012962965
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13LogVar + SVM
0.0023018676362962964
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14FgMDM
0.0021175731353703705
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DLCSPauto + shLDA
0.0014866114661481482
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16TRCSP + LDA
0.001290584364037037
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17CSP + LDA
0.0012470851392592593
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18MDM
0.00100529917
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TS + LR
0.0008697607500925927
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code