Motor Imagery on GrosseWentrup2009 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 + EL	89.2466661	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + SVM	88.0777776	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	87.60000099999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ACM + TS + SVM	87.42888820000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	87.0177778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	86.52888920000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	83.0155557	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DeepConvNet	82.382222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	LogVar + SVM	81.7311101	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	FBCSP + SVM	79.6511118	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	LogVar + LDA	78.7111117	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	TRCSP + LDA	78.2866669	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	CSP + SVM	77.8066665	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	CSP + LDA	76.4377781	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DLCSPauto + shLDA	76.4022231	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGITNet	72.18666590000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGTCNet	68.4511113	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	MDM	64.291111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	56.99555540000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + ELSOTA
89.2466661
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + SVM
88.0777776
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
87.60000099999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ACM + TS + SVM
87.42888820000002
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
87.0177778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ShallowConvNet
86.52888920000001
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
83.0155557
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8DeepConvNet
82.382222
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9LogVar + SVM
81.7311101
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10FBCSP + SVM
79.6511118
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11LogVar + LDA
78.7111117
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12TRCSP + LDA
78.2866669
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13CSP + SVM
77.8066665
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14CSP + LDA
76.4377781
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DLCSPauto + shLDA
76.4022231
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGITNet
72.18666590000001
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGTCNet
68.4511113
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18MDM
64.291111
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGNeX
56.99555540000001
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code