Brain Decoding on BNCI2014-002 MOABB

Metric: training time (s) (higher is better)

LeaderboardDataset

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#	Model↕	training time (s)▼	Extra Data	Paper	Date↕	Code
1	EEGNeX	40.932428357142854	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ShallowConvNet	27.519666214285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	EEGTCNet	24.45626664285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ACM + TS + SVM	18.66545185714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	DeepConvNet	16.94769892857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNet-8,2	16.83683	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGITNet	16.739025642857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + SVM	8.607374964285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	TS + SVM	2.250145164285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	TS + EL	2.0496247785714288	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	FBCSP + SVM	1.506631742857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	DLCSPauto + shLDA	1.0558947701428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + LR	0.7383969874999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	MDM	0.5031258411428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	CSP + LDA	0.32359593000000003	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	FgMDM	0.2638224375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGNeXSOTA
40.932428357142854
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ShallowConvNet
27.519666214285714
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3EEGTCNet
24.45626664285714
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ACM + TS + SVM
18.66545185714286
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5DeepConvNet
16.94769892857143
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNet-8,2
16.83683
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGITNet
16.739025642857143
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + SVM
8.607374964285714
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9TS + SVM
2.250145164285714
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10TS + EL
2.0496247785714288
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11FBCSP + SVM
1.506631742857143
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12DLCSPauto + shLDA
1.0558947701428572
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TS + LR
0.7383969874999999
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14MDM
0.5031258411428572
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15CSP + LDA
0.32359593000000003
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16FgMDM
0.2638224375
training time (s)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code