Motor Imagery on BNCI2015-004 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 + SVM	62.55243744444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	62.00432277777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	61.008716111111106	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + EL	58.70323127777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	58.31313783333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	57.22930833333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	DeepConvNet	57.07518416666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGNet-8,2	54.19855455555555	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + LDA	54.02069177777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	DLCSPauto + shLDA	53.02189611111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNeX	53.01977022222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	FBCSP + SVM	52.50602344444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	CSP + SVM	52.0801445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGITNet	51.408021500000004	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGTCNet	51.220592611111115	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	MDM	48.451672277777774	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + SVMSOTA
62.55243744444444
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
62.00432277777777
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
61.008716111111106
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + EL
58.70323127777778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
58.31313783333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ShallowConvNet
57.22930833333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7DeepConvNet
57.07518416666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGNet-8,2
54.19855455555555
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + LDA
54.02069177777777
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10DLCSPauto + shLDA
53.02189611111111
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGNeX
53.01977022222223
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12FBCSP + SVM
52.50602344444445
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13CSP + SVM
52.0801445
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGITNet
51.408021500000004
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGTCNet
51.220592611111115
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16MDM
48.451672277777774
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code