Brain Computer Interface on AlexandreMotorImagery 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 + LR	83.75	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	83.59375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + SVM	82.65625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + EL	81.40625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FBCSP + SVM	80.78125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FgMDM	79.84375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	78.59375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + LDA	77.1875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DLCSPauto + shLDA	77.03125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	MDM	74.21875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNet-8,2	64.21875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	ShallowConvNet	64.21875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	DeepConvNet	61.875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGTCNet	61.09375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNeX	52.34375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGITNet	47.5	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + LRSOTA
83.75
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
83.59375
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + SVM
82.65625
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + EL
81.40625
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FBCSP + SVM
80.78125
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6FgMDM
79.84375
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + SVM
78.59375
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + LDA
77.1875
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9DLCSPauto + shLDA
77.03125
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10MDM
74.21875
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGNet-8,2
64.21875
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12ShallowConvNet
64.21875
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13DeepConvNet
61.875
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGTCNet
61.09375
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGNeX
52.34375
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGITNet
47.5
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code