Within-Session Motor Imagery on AlexandreMotorImagery MOABB

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

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	CO2 Emission (g)▼	Extra Data	Paper	Date↕	Code
1	ShallowConvNet	3.21283768775	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGNeX	3.1961726155	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGNet-8,2	2.673163054	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGTCNet	2.198906455875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	DeepConvNet	1.546965218875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGITNet	1.109086602625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGTCNet	0.32988478875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGNeX	0.32373731	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ShallowConvNet	0.274686495	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGITNet	0.23635414124999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNet-8,2	0.21616533875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	FBCSP + SVM	0.213897607	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	ACM + TS + SVM	0.18950154875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	DeepConvNet	0.1890227225	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	ACM + TS + SVM	0.1485686325	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	CSP + SVM	0.03446902725	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	FBCSP + SVM	0.005079346375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	CSP + SVM	0.0020791944125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TS + SVM	0.00173950673625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	TS + EL	0.0013501269012499999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	MDM	0.000925614838125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	TS + LR	0.000786763229625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	CSP + LDA	0.00078139250425	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	TS + SVM	0.000746707585	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	CSP + LDA	0.0005938407575	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	TS + EL	0.00053827818375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	FgMDM	0.00038144418074999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	DLCSPauto + shLDA	0.0003630056075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	MDM	0.00035755518724999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	TS + LR	0.000240011290125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	DLCSPauto + shLDA	0.000210748843625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	FgMDM	0.00010770661525000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ShallowConvNetSOTA
3.21283768775
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2EEGNeX
3.1961726155
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGNet-8,2
2.673163054
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGTCNet
2.198906455875
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5DeepConvNet
1.546965218875
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGITNet
1.109086602625
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGTCNet
0.32988478875
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGNeX
0.32373731
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9ShallowConvNet
0.274686495
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGITNet
0.23635414124999998
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGNet-8,2
0.21616533875
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12FBCSP + SVM
0.213897607
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13ACM + TS + SVM
0.18950154875
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14DeepConvNet
0.1890227225
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15ACM + TS + SVM
0.1485686325
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16CSP + SVM
0.03446902725
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17FBCSP + SVM
0.005079346375
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18CSP + SVM
0.0020791944125
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TS + SVM
0.00173950673625
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20TS + EL
0.0013501269012499999
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21MDM
0.000925614838125
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22TS + LR
0.000786763229625
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23CSP + LDA
0.00078139250425
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24TS + SVM
0.000746707585
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25CSP + LDA
0.0005938407575
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26TS + EL
0.00053827818375
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27FgMDM
0.00038144418074999997
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28DLCSPauto + shLDA
0.0003630056075
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29MDM
0.00035755518724999997
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30TS + LR
0.000240011290125
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31DLCSPauto + shLDA
0.000210748843625
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32FgMDM
0.00010770661525000001
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code