Brain Computer Interface on BNCI2015-001 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	ACM + TS + SVM	92.30178571428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	FBCSP + SVM	91.56785714285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ShallowConvNet	91.40714285714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + EL	91.19107142857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + LR	91.09285714285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	TS + SVM	90.80535714285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	90.43214285714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FgMDM	90.18214285714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	89.19285714285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	DLCSPauto + shLDA	88.87321428571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	CSP + LDA	88.52321428571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	DeepConvNet	88.12321428571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	MDM	86.20357142857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGTCNet	77.21160714285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNeX	72.33571428571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGITNet	71.94642857142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
92.30178571428571
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2FBCSP + SVM
91.56785714285715
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ShallowConvNet
91.40714285714286
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + EL
91.19107142857142
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + LR
91.09285714285714
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6TS + SVM
90.80535714285715
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
90.43214285714286
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FgMDM
90.18214285714286
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
89.19285714285714
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10DLCSPauto + shLDA
88.87321428571428
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11CSP + LDA
88.52321428571429
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12DeepConvNet
88.12321428571428
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13MDM
86.20357142857144
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGTCNet
77.21160714285715
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGNeX
72.33571428571429
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGITNet
71.94642857142857
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code