Within-Session Motor Imagery on PhysionetMotorImagery MOABB

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

LeaderboardDataset

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Results

#	Model↕	CO2 Emission (g)▼	Extra Data	Paper	Date↕	Code
1	EEGNeX	2.8861695403669723	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	EEGTCNet	2.8180092174311926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGTCNet	2.7750069540733944	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ShallowConvNet	2.6320094714220184	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	DeepConvNet	2.596559912321101	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNet-8,2	2.5409163972477065	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGITNet	2.407468192660551	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	ACM + TS + SVM	2.330426302205128	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DeepConvNet	2.1069343064220183	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + SVM	1.9742764488073394	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGTCNet	1.8152764195963302	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGITNet	1.4469922132752293	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNet-8,2	0.7542787600917431	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ShallowConvNet	0.7205820762752294	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNeX	0.6592816424495412	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	ACM + TS + SVM	0.4211595544036697	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGITNet	0.4149273854862385	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	ACM + TS + SVM	0.3743661817798165	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	FBCSP + SVM	0.2997174272477064	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	FBCSP + SVM	0.2592725837798165	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	FBCSP + SVM	0.06618156533027524	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGNeX	0.059308609688073395	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	ShallowConvNet	0.038677560009174314	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DeepConvNet	0.034966375495412844	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	EEGNet-8,2	0.024848891426605502	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	TS + SVM	0.0243752586293578	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	TS + EL	0.013059559739449542	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	CSP + LDA	0.0054728938412844045	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	DLCSPauto + shLDA	0.005456309299082569	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	CSP + SVM	0.004252216568807339	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	CSP + SVM	0.0033223538248623855	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	MDM	0.003281270780733945	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	FgMDM	0.0030451742727522933	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	TS + EL	0.002922431799908257	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	LogVar + LDA	0.0024540891949541284	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	TS + EL	0.0023048844770642203	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	TS + SVM	0.002292956512844037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	TRCSP + LDA	0.002136693423082569	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	FgMDM	0.002020601044036697	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	TS + SVM	0.002011187666788991	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	MDM	0.0019827723381192664	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	FgMDM	0.0016952853321100917	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	TS + LR	0.0016746719404036696	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	LogVar + SVM	0.0016599262179357798	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	CSP + LDA	0.0015942293279908256	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	DLCSPauto + shLDA	0.0012151826062018348	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	TS + LR	0.0011862718552201835	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	TS + LR	0.0010041190067889907	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	MDM	0.0009060356478532111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	CSP + LDA	0.0006479088561559633	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	DLCSPauto + shLDA	0.0006039077076697248	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code