Brain Decoding on AlexandreMotorImagery MOABB

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	TS + EL	69.79166675	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	69.5833345	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	69.16666637499999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	67.916665875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	65.62500112500001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FBCSP + SVM	65	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	62.91666625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + LDA	61.041666500000005	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DLCSPauto + shLDA	60.62500012500001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	MDM	60.62499999999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	ShallowConvNet	50.00000075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	43.958333875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNeX	37.708333625	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	DeepConvNet	37.7083335	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	36.041667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	34.166666875	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + ELSOTA
69.79166675
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
69.5833345
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
69.16666637499999
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + SVM
67.916665875
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
65.62500112500001
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6FBCSP + SVM
65
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + SVM
62.91666625
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + LDA
61.041666500000005
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9DLCSPauto + shLDA
60.62500012500001
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10MDM
60.62499999999999
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11ShallowConvNet
50.00000075
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNet-8,2
43.958333875
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGNeX
37.708333625
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14DeepConvNet
37.7083335
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGITNet
36.041667
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGTCNet
34.166666875
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code