Motor Imagery on Schirrmeister2017 MOABB

Metric: AUC-ROC (higher is better)

LeaderboardDataset

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Results

#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	ACM + TS + SVM	98.9680807142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + SVM	98.72027014285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	98.59824428571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + EL	98.56472542857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	98.47625814285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	98.05647592857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	97.50308285714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FBCSP + SVM	97.39603707142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	EEGTCNet	97.14958464285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	97.02462435714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DLCSPauto + shLDA	96.95337171428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	96.49739557142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGITNet	96.04328542857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	DeepConvNet	95.901341	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNeX	89.48676185714287	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	ACM + TS + SVM	88.70422614285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TS + EL	88.64610935714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + SVM	87.64284414285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TS + LR	87.21996714285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	FgMDM	86.71347114285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	ShallowConvNet	84.81764307142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	MDM	84.6734955	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	FBCSP + SVM	81.44109821428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DeepConvNet	81.2303262857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	EEGNet-8,2	80.20351621428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	LogVar + SVM	79.41504057142856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	CSP + SVM	79.23637321428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	TRCSP + LDA	79.1367927142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	LogVar + LDA	78.43861257142856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	CSP + LDA	77.23480071428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	DLCSPauto + shLDA	77.02151357142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGTCNet	75.61966142857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	EEGITNet	74.66472221428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	EEGNeX	68.58403092857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	MDM	61.52606428571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code