Within-Session Motor Imagery on Lee2019-MI MOABB

Metric: AUC-ROC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	TS + EL	84.74444444444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	84.16666666666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + SVM	83.57037037037037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	83.09259259259258	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	81.3425925925926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	CSP + SVM	77.27037037037037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + LDA	76.88148148148147	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DLCSPauto + shLDA	76.68703703703704	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	TRCSP + LDA	76.2611111111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	ShallowConvNet	75.82777777777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	FBCSP + SVM	75.07222222222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + SVM	73.83148148148148	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	DeepConvNet	70.64722222222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	MDM	70.22962962962963	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	LogVar + LDA	66.21296296296296	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGNet-8,2	65.67222222222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGITNet	59.166666666666664	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	55.681481481481484	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	55.12222222222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code