Within-Session Motor Imagery on BNCI2014-001 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	97.25585694444443	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + LR	94.44897994444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + EL	94.44784577777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	94.00944755555555	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FBCSP + SVM	93.54648549999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FgMDM	93.52191866666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ShallowConvNet	93.00151144444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	ACM + TS + SVM	91.87717316666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DLCSPauto + shLDA	91.5359025	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	91.51511638888888	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	CSP + SVM	91.03968261111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	MDM	89.12547266666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNet-8,2	88.55026438888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	DeepConvNet	88.27324277777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	TS + LR	87.4123206111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	FgMDM	86.52796605555557	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TS + SVM	86.47732361111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + EL	86.44255583333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	ShallowConvNet	86.16591022222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	FBCSP + SVM	84.4368855	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + SVM	83.07369627777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	DLCSPauto + shLDA	82.74829922222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	CSP + LDA	82.33597905555557	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DeepConvNet	82.07331861111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	MDM	81.69425572222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	TRCSP + LDA	79.83560116666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	LogVar + LDA	77.95615972222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	EEGNet-8,2	77.15268383333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	EEGITNet	75.98148133333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	LogVar + SVM	75.86092177777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	EEGITNet	75.27399844444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGTCNet	75.20748333333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	EEGTCNet	67.46182961111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	EEGNeX	66.28193516666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	EEGNeX	64.35903111111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
97.25585694444443
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + LR
94.44897994444445
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + EL
94.44784577777777
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + SVM
94.00944755555555
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FBCSP + SVM
93.54648549999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6FgMDM
93.52191866666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ShallowConvNet
93.00151144444445
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8ACM + TS + SVM
91.87717316666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9DLCSPauto + shLDA
91.5359025
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + LDA
91.51511638888888
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11CSP + SVM
91.03968261111112
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12MDM
89.12547266666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGNet-8,2
88.55026438888889
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14DeepConvNet
88.27324277777778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15TS + LR
87.4123206111111
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16FgMDM
86.52796605555557
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17TS + SVM
86.47732361111112
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TS + EL
86.44255583333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19ShallowConvNet
86.16591022222222
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20FBCSP + SVM
84.4368855
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21CSP + SVM
83.07369627777778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22DLCSPauto + shLDA
82.74829922222222
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23CSP + LDA
82.33597905555557
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24DeepConvNet
82.07331861111112
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25MDM
81.69425572222222
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26TRCSP + LDA
79.83560116666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27LogVar + LDA
77.95615972222222
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28EEGNet-8,2
77.15268383333334
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29EEGITNet
75.98148133333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30LogVar + SVM
75.86092177777778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31EEGITNet
75.27399844444444
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32EEGTCNet
75.20748333333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33EEGTCNet
67.46182961111111
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34EEGNeX
66.28193516666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35EEGNeX
64.35903111111112
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code