Motor Imagery on PhysionetMotorImagery 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 + SVM	94.27232417431192	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + EL	94.09464829357799	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	93.72140674311926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	93.14561674311926	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	89.6715086146789	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	CSP + SVM	88.03649339449541	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	DLCSPauto + shLDA	86.80902140366973	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	CSP + LDA	86.41442402752293	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	FBCSP + SVM	83.96839963302753	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	MDM	81.77716613761469	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	ShallowConvNet	74.75147803669724	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	73.77573903669725	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	DeepConvNet	71.49345055045872	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ACM + TS + SVM	68.4798674678899	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	FgMDM	68.45973491743119	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	TS + SVM	68.17686030275229	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TS + EL	67.9113149174312	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + LR	67.28338431192661	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TRCSP + LDA	67.2357288440367	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	CSP + LDA	65.74796130275229	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + SVM	65.71304793577983	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	ShallowConvNet	65.1939347614679	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	DLCSPauto + shLDA	65.07415901834862	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	LogVar + SVM	62.34913353211009	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	LogVar + LDA	61.938583036697246	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	DeepConvNet	59.57492357798165	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	EEGNet-8,2	59.552752311926604	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	FBCSP + SVM	58.44724773394495	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	EEGTCNet	57.02803262385321	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	EEGTCNet	55.90341492660551	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	MDM	54.75993883486239	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGITNet	54.69051987155964	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	EEGITNet	52.70922529357799	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	EEGNeX	51.76753313761468	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	EEGNeX	51.19622834862385	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + SVMSOTA
94.27232417431192
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + EL
94.09464829357799
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ACM + TS + SVM
93.72140674311926
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + LR
93.14561674311926
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
89.6715086146789
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6CSP + SVM
88.03649339449541
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7DLCSPauto + shLDA
86.80902140366973
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8CSP + LDA
86.41442402752293
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9FBCSP + SVM
83.96839963302753
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10MDM
81.77716613761469
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11ShallowConvNet
74.75147803669724
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNet-8,2
73.77573903669725
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13DeepConvNet
71.49345055045872
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14ACM + TS + SVM
68.4798674678899
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15FgMDM
68.45973491743119
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16TS + SVM
68.17686030275229
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17TS + EL
67.9113149174312
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TS + LR
67.28338431192661
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TRCSP + LDA
67.2357288440367
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20CSP + LDA
65.74796130275229
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21CSP + SVM
65.71304793577983
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22ShallowConvNet
65.1939347614679
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23DLCSPauto + shLDA
65.07415901834862
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24LogVar + SVM
62.34913353211009
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25LogVar + LDA
61.938583036697246
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26DeepConvNet
59.57492357798165
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27EEGNet-8,2
59.552752311926604
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28FBCSP + SVM
58.44724773394495
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29EEGTCNet
57.02803262385321
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30EEGTCNet
55.90341492660551
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31MDM
54.75993883486239
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32EEGITNet
54.69051987155964
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33EEGITNet
52.70922529357799
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34EEGNeX
51.76753313761468
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35EEGNeX
51.19622834862385
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code