Within-Session Motor Imagery on Lee2019-MI 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	84.74444444444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	84.16666666666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + SVM	83.57037037037037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	83.09259259259258	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	81.3425925925926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	CSP + SVM	77.27037037037037	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + LDA	76.88148148148147	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DLCSPauto + shLDA	76.68703703703704	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	TRCSP + LDA	76.2611111111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	ShallowConvNet	75.82777777777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	FBCSP + SVM	75.07222222222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + SVM	73.83148148148148	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	DeepConvNet	70.64722222222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	MDM	70.22962962962963	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	LogVar + LDA	66.21296296296296	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGNet-8,2	65.67222222222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGITNet	59.166666666666664	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	55.681481481481484	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	55.12222222222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + ELSOTA
84.74444444444444
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
84.16666666666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + SVM
83.57037037037037
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + LR
83.09259259259258
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
81.3425925925926
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6CSP + SVM
77.27037037037037
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + LDA
76.88148148148147
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8DLCSPauto + shLDA
76.68703703703704
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9TRCSP + LDA
76.2611111111111
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10ShallowConvNet
75.82777777777778
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11FBCSP + SVM
75.07222222222222
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12LogVar + SVM
73.83148148148148
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13DeepConvNet
70.64722222222223
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14MDM
70.22962962962963
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15LogVar + LDA
66.21296296296296
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGNet-8,2
65.67222222222222
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGITNet
59.166666666666664
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18EEGTCNet
55.681481481481484
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGNeX
55.12222222222223
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code