Motor Imagery on BNCI2014-004 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	ACM + TS + SVM	82.0049287111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	FBCSP + SVM	80.39444377777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	CSP + LDA	80.0956668888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	80.09376537777779	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	DLCSPauto + shLDA	79.87291397777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	TRCSP + LDA	79.78218279999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	TS + EL	79.75479504444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	TS + SVM	79.41006457777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	FgMDM	79.28086771111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + SVM	79.27025824444443	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	LogVar + LDA	78.50732679999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + SVM	78.29806786666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	MDM	77.65547846666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ShallowConvNet	72.35971368888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DeepConvNet	72.35753537777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	69.69639757777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGNet-8,2	69.498559	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGNeX	66.52779386666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGITNet	65.09554904444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
82.0049287111111
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2FBCSP + SVM
80.39444377777778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3CSP + LDA
80.0956668888889
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + LR
80.09376537777779
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5DLCSPauto + shLDA
79.87291397777778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6TRCSP + LDA
79.78218279999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7TS + EL
79.75479504444445
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8TS + SVM
79.41006457777777
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9FgMDM
79.28086771111111
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + SVM
79.27025824444443
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11LogVar + LDA
78.50732679999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12LogVar + SVM
78.29806786666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13MDM
77.65547846666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14ShallowConvNet
72.35971368888889
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DeepConvNet
72.35753537777777
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGTCNet
69.69639757777777
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGNet-8,2
69.498559
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18EEGNeX
66.52779386666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGITNet
65.09554904444444
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code