Brain Decoding on Shin2017A MOABB

Metric: AUC-ROC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	CSP + LDA	72.29885057471265	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	70.97701149425288	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	FgMDM	70.86206896551724	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	DLCSPauto + shLDA	70.3448275862069	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	CSP + SVM	70.11494252873564	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	TS + LR	69.3103448275862	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	TS + EL	68.67816091954023	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	TS + SVM	68.44827586206897	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	TRCSP + LDA	67.29885057471265	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	FBCSP + SVM	65.63218390804599	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	MDM	62.98850574712643	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	LogVar + LDA	61.7816091954023	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	LogVar + SVM	61.37931034482759	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ShallowConvNet	60.80459770114942	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNet-8,2	57.98850574712644	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DeepConvNet	56.03448275862068	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGITNet	52.18390804597701	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGTCNet	51.26436781609196	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	49.02298850574712	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1CSP + LDASOTA
72.29885057471265
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
70.97701149425288
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3FgMDM
70.86206896551724
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4DLCSPauto + shLDA
70.3448275862069
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5CSP + SVM
70.11494252873564
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6TS + LR
69.3103448275862
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7TS + EL
68.67816091954023
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8TS + SVM
68.44827586206897
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9TRCSP + LDA
67.29885057471265
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10FBCSP + SVM
65.63218390804599
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11MDM
62.98850574712643
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12LogVar + LDA
61.7816091954023
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13LogVar + SVM
61.37931034482759
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14ShallowConvNet
60.80459770114942
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGNet-8,2
57.98850574712644
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DeepConvNet
56.03448275862068
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGITNet
52.18390804597701
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18EEGTCNet
51.26436781609196
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGNeX
49.02298850574712
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code