Brain Computer Interface on BNCI2014-002 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	87.645089	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ShallowConvNet	87.600446	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	DeepConvNet	87.56138435714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	86.19419642857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + EL	85.97656321428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	TS + LR	85.85937435714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	FgMDM	84.76562464285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGNet-8,2	83.93415214285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	81.21093692857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	80.98214378571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DLCSPauto + shLDA	80.44642807142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	FBCSP + SVM	80.39062507142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	MDM	77.48325942857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGTCNet	73.92299242857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	70.89843778571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGNeX	69.94977778571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
87.645089
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ShallowConvNet
87.600446
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3DeepConvNet
87.56138435714286
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + SVM
86.19419642857142
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + EL
85.97656321428572
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6TS + LR
85.85937435714285
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7FgMDM
84.76562464285713
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGNet-8,2
83.93415214285714
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
81.21093692857143
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + LDA
80.98214378571429
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11DLCSPauto + shLDA
80.44642807142857
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12FBCSP + SVM
80.39062507142857
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13MDM
77.48325942857143
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGTCNet
73.92299242857143
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGITNet
70.89843778571428
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGNeX
69.94977778571429
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code