Brain Computer Interface on Weibo2014 MOABB

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	ACM + TS + SVM	64.3835718	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + EL	63.840714199999994	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	62.762142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	61.469286499999995	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	56.9400009	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	48.9364276	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	FBCSP + SVM	45.212857299999996	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + SVM	44.0792858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + LDA	39.4492859	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	DLCSPauto + shLDA	38.8442857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGNet-8,2	35.3514286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	MDM	33.4078569	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNeX	30.215714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGITNet	25.7807146	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DeepConvNet	24.1678569	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	17.9464288	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
64.3835718
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + EL
63.840714199999994
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
62.762142
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + SVM
61.469286499999995
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
56.9400009
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ShallowConvNet
48.9364276
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7FBCSP + SVM
45.212857299999996
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + SVM
44.0792858
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + LDA
39.4492859
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10DLCSPauto + shLDA
38.8442857
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGNet-8,2
35.3514286
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12MDM
33.4078569
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGNeX
30.215714
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGITNet
25.7807146
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DeepConvNet
24.1678569
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGTCNet
17.9464288
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code