Motor Imagery on Shin2017A 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	CSP + LDA	72.29885057471265	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	70.97701149425288	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	FgMDM	70.86206896551724	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	DLCSPauto + shLDA	70.3448275862069	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	CSP + SVM	70.11494252873564	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	TS + LR	69.3103448275862	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	TS + EL	68.67816091954023	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	TS + SVM	68.44827586206897	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	TRCSP + LDA	67.29885057471265	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	FBCSP + SVM	65.63218390804599	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	MDM	62.98850574712643	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + LDA	61.7816091954023	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	LogVar + SVM	61.37931034482759	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ShallowConvNet	60.80459770114942	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNet-8,2	57.98850574712644	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DeepConvNet	56.03448275862068	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGITNet	52.18390804597701	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	51.26436781609196	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	49.02298850574712	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code