Within-Session Motor Imagery on BNCI2014-001 MOABB

Metric: training time (s) (higher is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	CSP + SVM	147.7146591111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + LR	91.08604166666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	MDM	75.09591532444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ACM + TS + SVM	73.50212961111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + SVM	66.23056458333332	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNeX	62.59321944444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	60.17366931666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FgMDM	59.714323183333335	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	FgMDM	58.82106999444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	52.462251144444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	ShallowConvNet	45.877247277777776	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	MDM	42.17484379888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + SVM	40.16215047222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGNeX	38.14933605555555	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	ACM + TS + SVM	37.19322716666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	ACM + TS + SVM	33.48545766666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGNeX	33.142690944444446	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	33.0790875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	ShallowConvNet	28.300448333333332	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	ShallowConvNet	27.16444661111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + LDA	26.033208126666665	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGTCNet	25.485177055555553	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	TS + EL	23.73425226666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DLCSPauto + shLDA	21.795549848888886	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	EEGNet-8,2	21.723354222222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	EEGTCNet	20.17755577777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	TS + LR	19.167550810555554	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	EEGITNet	18.952416222222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	EEGNet-8,2	18.505341833333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	DeepConvNet	18.38852738888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	EEGITNet	18.299775611111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGITNet	16.651739888888887	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	LogVar + SVM	15.609176037777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	DeepConvNet	14.970135055555554	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	TRCSP + LDA	14.69900212111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	EEGNet-8,2	14.563619111111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	TS + EL	13.852831627777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	DeepConvNet	13.686492722222221	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	LogVar + LDA	13.134125769444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	CSP + SVM	11.314337022222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	DLCSPauto + shLDA	9.741079583888888	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	FBCSP + SVM	5.445951	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	TS + EL	4.854808299999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	FgMDM	3.5817672655555555	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	TS + SVM	3.3391828388888887	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	TS + LR	2.885060657222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	CSP + LDA	2.750061953611111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	DLCSPauto + shLDA	2.096713888888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	FBCSP + SVM	1.6411384872222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	MDM	1.5749139627777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	FBCSP + SVM	1.324833988888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code