Brain Computer Interface on Shin2017A MOABB

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

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#	Model↕	CO2 Emission (g)▼	Extra Data	Paper	Date↕	Code
1	EEGTCNet	21.768854620689655	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	16.20613807471264	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ShallowConvNet	13.571865731034483	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGNet-8,2	9.758972163218392	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGITNet	8.672446098850575	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	DeepConvNet	5.162565710344827	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ACM + TS + SVM	0.44081082241379316	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FBCSP + SVM	0.05493400862068966	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	FgMDM	0.006155834353908047	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + SVM	0.005158950352873563	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	TS + EL	0.00418902949183908	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + SVM	0.00378480009954023	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	LogVar + LDA	0.0037351209763448272	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	TS + SVM	0.00357418835862069	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	CSP + LDA	0.0031280651400344825	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	MDM	0.002936805686195402	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TRCSP + LDA	0.0028938624342988504	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	DLCSPauto + shLDA	0.002772973099505747	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TS + LR	0.0020542086796666668	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGTCNetSOTA
21.768854620689655
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGNeX
16.20613807471264
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ShallowConvNet
13.571865731034483
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGNet-8,2
9.758972163218392
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5EEGITNet
8.672446098850575
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6DeepConvNet
5.162565710344827
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ACM + TS + SVM
0.44081082241379316
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FBCSP + SVM
0.05493400862068966
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9FgMDM
0.006155834353908047
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + SVM
0.005158950352873563
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11TS + EL
0.00418902949183908
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12LogVar + SVM
0.00378480009954023
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13LogVar + LDA
0.0037351209763448272
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14TS + SVM
0.00357418835862069
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15CSP + LDA
0.0031280651400344825
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16MDM
0.002936805686195402
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17TRCSP + LDA
0.0028938624342988504
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18DLCSPauto + shLDA
0.002772973099505747
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TS + LR
0.0020542086796666668
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code