Brain Decoding on Schirrmeister2017 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	85.52905985714287	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	85.39824135714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ShallowConvNet	85.13492092857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	84.59829828571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + SVM	84.41288664285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FgMDM	82.97360807142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGNet-8,2	76.98508007142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FBCSP + SVM	75.93963142857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + SVM	75.88554942857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	72.97147700000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DLCSPauto + shLDA	72.8150212857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGTCNet	71.11233471428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGITNet	70.44199514285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGNeX	67.55850299999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DeepConvNet	56.77987328571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	MDM	52.03144735714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + ELSOTA
85.52905985714287
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
85.39824135714285
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ShallowConvNet
85.13492092857142
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + LR
84.59829828571428
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + SVM
84.41288664285715
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6FgMDM
82.97360807142857
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGNet-8,2
76.98508007142857
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FBCSP + SVM
75.93963142857143
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + SVM
75.88554942857144
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + LDA
72.97147700000001
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11DLCSPauto + shLDA
72.8150212857143
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGTCNet
71.11233471428572
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGITNet
70.44199514285714
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGNeX
67.55850299999999
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DeepConvNet
56.77987328571429
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16MDM
52.03144735714286
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code