Brain Decoding on Zhou2016 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	0.29802479833333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ShallowConvNet	0.21728041750000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	0.1941063975	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGNeX	0.17851248916666665	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	EEGNeX	0.17477492000000003	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGITNet	0.16801267050000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	0.16457950333333335	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGTCNet	0.16067158750000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ShallowConvNet	0.1549817675	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	ShallowConvNet	0.1509912575	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGTCNet	0.13808337241666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	ACM + TS + SVM	0.13623877575	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	FBCSP + SVM	0.13053382583333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ACM + TS + SVM	0.12496935208333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	0.12495182708333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	0.12480563316666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	FBCSP + SVM	0.12367576549999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGNet-8,2	0.11864727041666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	DeepConvNet	0.11693505166666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	DeepConvNet	0.11453622516666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	EEGITNet	0.10409523749999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGNet-8,2	0.09276203341666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	DeepConvNet	0.08542806208333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	CSP + SVM	0.04421750124999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	TS + EL	0.025638485455833332	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	TS + SVM	0.013120034294166666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	FgMDM	0.010749338934166667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	CSP + LDA	0.008406058218333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	CSP + SVM	0.006482190183333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	TS + LR	0.004125581083333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	DLCSPauto + shLDA	0.0033206487941666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	CSP + SVM	0.00316684425	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	TS + SVM	0.0025104166216666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	MDM	0.0022293055558333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	LogVar + SVM	0.0020454070625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	TS + EL	0.0018601271058333332	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	FBCSP + SVM	0.00143389045	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	DLCSPauto + shLDA	0.0014094379383333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	MDM	0.0013000749791666668	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	LogVar + LDA	0.0012580402871666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	FgMDM	0.0012211545708333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	TRCSP + LDA	0.0009910642599999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	TS + LR	0.0007884223154166666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	CSP + LDA	0.0006859483835833334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	TS + SVM	0.0005871264258333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	TS + EL	0.0005289931975	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	FgMDM	0.00010140754249999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	CSP + LDA	0.00005386587691666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	TS + LR	0.00005349374241666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	DLCSPauto + shLDA	0.00005045180425	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	MDM	0.00003917033591666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code