Motor Imagery on Cho2017 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	1.8557469153846153	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	DeepConvNet	0.2637025025	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNeX	0.2174445951923077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGTCNet	0.1190211419423077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGITNet	0.11474572860576923	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNet-8,2	0.09790713498076922	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ShallowConvNet	0.058521977903846154	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + SVM	0.013585275634615385	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	TS + EL	0.008755807778846155	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + SVM	0.008696662651923077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	FBCSP + SVM	0.003133048219230769	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	MDM	0.00237880536	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	FgMDM	0.002231383398076923	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	TS + LR	0.0018744818367307692	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	LogVar + SVM	0.0015806333348076923	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	TRCSP + LDA	0.001189626241	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	CSP + LDA	0.0011575846306923075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	DLCSPauto + shLDA	0.001064577328173077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	LogVar + LDA	0.0009515043146153847	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
1.8557469153846153
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2DeepConvNet
0.2637025025
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNeX
0.2174445951923077
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGTCNet
0.1190211419423077
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGITNet
0.11474572860576923
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNet-8,2
0.09790713498076922
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ShallowConvNet
0.058521977903846154
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + SVM
0.013585275634615385
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9TS + EL
0.008755807778846155
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + SVM
0.008696662651923077
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11FBCSP + SVM
0.003133048219230769
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12MDM
0.00237880536
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13FgMDM
0.002231383398076923
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14TS + LR
0.0018744818367307692
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15LogVar + SVM
0.0015806333348076923
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16TRCSP + LDA
0.001189626241
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17CSP + LDA
0.0011575846306923075
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18DLCSPauto + shLDA
0.001064577328173077
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19LogVar + LDA
0.0009515043146153847
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code