Brain Computer Interface on Weibo2014 MOABB

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

LeaderboardDataset

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Results

#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	CSP + SVM	677.4126650000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	335.21023	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	329.502181	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGNeX	126.255782	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	ACM + TS + SVM	101.6704931	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	100.2113981	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ShallowConvNet	84.42076999999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DeepConvNet	73.0829022	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ShallowConvNet	61.683436400000005	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGTCNet	47.42458	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNeX	44.7978774	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGITNet	43.4866037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNeX	42.3490198	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	FBCSP + SVM	37.9020129	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DeepConvNet	35.9970033	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DeepConvNet	34.809638	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGNet-8,2	34.2388724	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + EL	34.0226515	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGTCNet	29.570441	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	EEGTCNet	28.1203618	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + SVM	25.68750405	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGNet-8,2	24.251992	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	EEGITNet	20.2672368	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	TS + SVM	19.7101636	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	EEGNet-8,2	19.67945195	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	EEGITNet	19.2195519	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	LogVar + SVM	19.02302114	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	TS + LR	17.19314084	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	TS + EL	16.70190309	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	TS + SVM	15.092744999999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	CSP + SVM	14.5114632	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	TS + EL	11.57989181	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	FgMDM	10.29490904	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	TS + SVM	9.11110455	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	MDM	8.631213726	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	DLCSPauto + shLDA	8.469146077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	CSP + LDA	5.572459653	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	LogVar + LDA	5.320173393999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	CSP + LDA	4.84518394	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	DLCSPauto + shLDA	4.82886682	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	TS + LR	4.60279952	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	DLCSPauto + shLDA	4.568564723	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	FgMDM	3.8331035200000003	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	FgMDM	3.4260148399999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	TRCSP + LDA	3.318742769	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	FBCSP + SVM	3.2107585999999997	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	FBCSP + SVM	3.09451051	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	MDM	2.796476937	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	CSP + LDA	2.7403618635	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	TS + LR	2.12094548	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	MDM	2.01196917	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code