Motor Imagery on Weibo2014 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	ACM + TS + SVM	93.39429239999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + EL	92.3246172	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + SVM	91.8383288	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + LR	91.5263066	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	ShallowConvNet	88.696109	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	CSP + SVM	88.6372764	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + LDA	88.59406740000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FgMDM	88.55835479999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	DLCSPauto + shLDA	88.4768809	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	FBCSP + SVM	88.26785749999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	TS + EL	85.2855546	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	ACM + TS + SVM	83.835458	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	TS + SVM	83.7230547	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	TS + LR	83.6191015	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	CSP + LDA	80.7190701	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DLCSPauto + shLDA	80.16262729999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	CSP + SVM	79.8404006	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TRCSP + LDA	79.32908119999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	DeepConvNet	79.28683079999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	ShallowConvNet	79.0972572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	FgMDM	78.41374400000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	EEGNet-8,2	78.1468433	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	FBCSP + SVM	76.81202040000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	LogVar + SVM	74.852519	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	LogVar + LDA	74.1323346	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	DeepConvNet	73.6449296	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	EEGNet-8,2	66.4564741	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	MDM	65.18000699999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	EEGTCNet	63.16485980000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	EEGITNet	62.538903499999996	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	EEGTCNet	62.3676652	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGNeX	60.17745599999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	EEGITNet	59.3464601	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	MDM	58.801497999999995	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	EEGNeX	57.965879799999996	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
93.39429239999998
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + EL
92.3246172
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + SVM
91.8383288
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + LR
91.5263066
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5ShallowConvNet
88.696109
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6CSP + SVM
88.6372764
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + LDA
88.59406740000001
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FgMDM
88.55835479999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9DLCSPauto + shLDA
88.4768809
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10FBCSP + SVM
88.26785749999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11TS + EL
85.2855546
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12ACM + TS + SVM
83.835458
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13TS + SVM
83.7230547
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14TS + LR
83.6191015
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15CSP + LDA
80.7190701
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DLCSPauto + shLDA
80.16262729999998
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17CSP + SVM
79.8404006
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TRCSP + LDA
79.32908119999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19DeepConvNet
79.28683079999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20ShallowConvNet
79.0972572
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21FgMDM
78.41374400000001
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22EEGNet-8,2
78.1468433
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23FBCSP + SVM
76.81202040000001
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24LogVar + SVM
74.852519
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25LogVar + LDA
74.1323346
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26DeepConvNet
73.6449296
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27EEGNet-8,2
66.4564741
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28MDM
65.18000699999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29EEGTCNet
63.16485980000001
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30EEGITNet
62.538903499999996
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31EEGTCNet
62.3676652
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32EEGNeX
60.17745599999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33EEGITNet
59.3464601
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34MDM
58.801497999999995
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35EEGNeX
57.965879799999996
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code