Brain Computer Interface on PhysionetMotorImagery 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	1190.5449858715597	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	92.28611607692308	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	FBCSP + SVM	68.7581273853211	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	48.31867250642202	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + EL	25.291020102752295	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNeX	22.783741321100916	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGTCNet	18.127433243119267	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DeepConvNet	17.621344155963303	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	ShallowConvNet	15.891879321100918	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGNeX	15.441041990825688	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNet-8,2	14.662491354128441	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	DeepConvNet	14.11812210091743	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGITNet	14.05607252293578	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ACM + TS + SVM	14.023694665137615	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	13.559821752293578	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	13.434462706422018	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	ACM + TS + SVM	13.275803577981652	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	12.905036509174312	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	12.67985970183486	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	ShallowConvNet	12.345875044954127	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	EEGNet-8,2	12.154883428440368	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	ShallowConvNet	12.103473417431193	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	EEGITNet	11.497989633027524	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	EEGNet-8,2	10.598362683486238	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	DeepConvNet	9.95131664587156	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	CSP + LDA	8.780583234862386	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	DLCSPauto + shLDA	8.482141944036696	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	CSP + SVM	7.574546786238533	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	CSP + SVM	7.022697680733945	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	FgMDM	6.395441841284404	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	MDM	6.167569839633027	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	TS + EL	6.133613628073395	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	LogVar + LDA	5.312168379816514	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	TS + SVM	4.69788353027523	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	TS + EL	4.660472736697248	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	TRCSP + LDA	4.659003014128441	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	MDM	4.593253893211009	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	TS + SVM	4.376171044495413	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	TS + LR	4.225256745229358	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	CSP + LDA	4.20135004233945	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	LogVar + SVM	3.982814494036697	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	TS + LR	3.9450754762385323	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	FgMDM	3.6619959064220184	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	DLCSPauto + shLDA	3.403307553027523	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	FgMDM	3.204224353211009	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	MDM	2.9963101233394496	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	TS + LR	2.2208920137614676	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	CSP + LDA	2.1433882502201835	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	DLCSPauto + shLDA	1.9964198499449541	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	FBCSP + SVM	1.6316544247706422	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	FBCSP + SVM	1.4225005266055046	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code