Brain Decoding on Cho2017 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	TS + EL	76.2289796153846	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	75.52711013461538	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	75.00852038461538	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + SVM	74.61810898076924	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	ShallowConvNet	73.83557690384616	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FgMDM	72.89826388461537	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	71.92080661538462	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	TRCSP + LDA	71.84767628846154	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DeepConvNet	71.67248932692308	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	71.38116988461539	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DLCSPauto + shLDA	71.15633009615384	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	FBCSP + SVM	67.90934826923076	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNet-8,2	66.78533653846154	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	LogVar + SVM	65.46407580769231	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	LogVar + LDA	64.49059826923077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	MDM	63.39276176923077	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGTCNet	58.33552344230769	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	EEGITNet	57.196153846153855	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	53.279941384615384	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + ELSOTA
76.2289796153846
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
75.52711013461538
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
75.00852038461538
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + SVM
74.61810898076924
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5ShallowConvNet
73.83557690384616
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6FgMDM
72.89826388461537
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + SVM
71.92080661538462
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8TRCSP + LDA
71.84767628846154
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9DeepConvNet
71.67248932692308
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + LDA
71.38116988461539
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11DLCSPauto + shLDA
71.15633009615384
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12FBCSP + SVM
67.90934826923076
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGNet-8,2
66.78533653846154
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14LogVar + SVM
65.46407580769231
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15LogVar + LDA
64.49059826923077
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16MDM
63.39276176923077
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGTCNet
58.33552344230769
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18EEGITNet
57.196153846153855
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGNeX
53.279941384615384
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code