Brain Decoding on BNCI2014-001 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	77.88163016666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ShallowConvNet	72.47227177777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + EL	72.38119294444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	71.97351649999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + SVM	70.75586455555556	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FgMDM	70.14149394444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	66.88411633333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FBCSP + SVM	66.52618122222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DLCSPauto + shLDA	66.3070505	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	65.994152	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	MDM	61.600793277777775	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	60.46380244444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNeX	45.61672333333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGTCNet	41.64616544444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	35.54681733333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DeepConvNet	35.29273355555556	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
77.88163016666667
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ShallowConvNet
72.47227177777778
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + EL
72.38119294444444
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + LR
71.97351649999999
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + SVM
70.75586455555556
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6FgMDM
70.14149394444445
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + SVM
66.88411633333334
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FBCSP + SVM
66.52618122222222
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9DLCSPauto + shLDA
66.3070505
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + LDA
65.994152
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11MDM
61.600793277777775
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNet-8,2
60.46380244444445
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGNeX
45.61672333333334
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGTCNet
41.64616544444444
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGITNet
35.54681733333334
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DeepConvNet
35.29273355555556
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code