Brain Decoding on PhysionetMotorImagery MOABB

Metric: AUC-ROC (higher is better)

LeaderboardDataset

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Results

#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	TS + SVM	94.27232417431192	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + EL	94.09464829357799	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	93.72140674311926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	93.14561674311926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	89.6715086146789	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	CSP + SVM	88.03649339449541	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	DLCSPauto + shLDA	86.80902140366973	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + LDA	86.41442402752293	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	FBCSP + SVM	83.96839963302753	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	MDM	81.77716613761469	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	ShallowConvNet	74.75147803669724	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	73.77573903669725	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	DeepConvNet	71.49345055045872	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ACM + TS + SVM	68.4798674678899	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	FgMDM	68.45973491743119	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	TS + SVM	68.17686030275229	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TS + EL	67.9113149174312	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + LR	67.28338431192661	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TRCSP + LDA	67.2357288440367	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	CSP + LDA	65.74796130275229	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + SVM	65.71304793577983	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	ShallowConvNet	65.1939347614679	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	DLCSPauto + shLDA	65.07415901834862	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	LogVar + SVM	62.34913353211009	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	LogVar + LDA	61.938583036697246	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	DeepConvNet	59.57492357798165	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	EEGNet-8,2	59.552752311926604	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	FBCSP + SVM	58.44724773394495	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	EEGTCNet	57.02803262385321	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	EEGTCNet	55.90341492660551	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	MDM	54.75993883486239	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGITNet	54.69051987155964	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	EEGITNet	52.70922529357799	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	EEGNeX	51.76753313761468	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	EEGNeX	51.19622834862385	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code