Brain Decoding on Cho2017 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	76.2289796153846	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	75.52711013461538	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	75.00852038461538	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	74.61810898076924	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	ShallowConvNet	73.83557690384616	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FgMDM	72.89826388461537	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	71.92080661538462	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	TRCSP + LDA	71.84767628846154	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DeepConvNet	71.67248932692308	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	71.38116988461539	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DLCSPauto + shLDA	71.15633009615384	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	FBCSP + SVM	67.90934826923076	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNet-8,2	66.78533653846154	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	LogVar + SVM	65.46407580769231	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	LogVar + LDA	64.49059826923077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	MDM	63.39276176923077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGTCNet	58.33552344230769	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGITNet	57.196153846153855	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	53.279941384615384	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code