Motor Imagery on Schirrmeister2017 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	98.9680807142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + SVM	98.72027014285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	98.59824428571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + EL	98.56472542857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	98.47625814285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ShallowConvNet	98.05647592857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	97.50308285714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FBCSP + SVM	97.39603707142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	EEGTCNet	97.14958464285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	CSP + LDA	97.02462435714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DLCSPauto + shLDA	96.95337171428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	96.49739557142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGITNet	96.04328542857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	DeepConvNet	95.901341	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNeX	89.48676185714287	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	ACM + TS + SVM	88.70422614285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TS + EL	88.64610935714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + SVM	87.64284414285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TS + LR	87.21996714285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	FgMDM	86.71347114285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	ShallowConvNet	84.81764307142858	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	MDM	84.6734955	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	FBCSP + SVM	81.44109821428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DeepConvNet	81.2303262857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	EEGNet-8,2	80.20351621428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	LogVar + SVM	79.41504057142856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	CSP + SVM	79.23637321428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	TRCSP + LDA	79.1367927142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	LogVar + LDA	78.43861257142856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	CSP + LDA	77.23480071428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	DLCSPauto + shLDA	77.02151357142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGTCNet	75.61966142857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	EEGITNet	74.66472221428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	EEGNeX	68.58403092857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	MDM	61.52606428571429	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
98.9680807142857
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + SVM
98.72027014285713
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
98.59824428571429
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + EL
98.56472542857144
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
98.47625814285713
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ShallowConvNet
98.05647592857143
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + SVM
97.50308285714286
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FBCSP + SVM
97.39603707142858
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9EEGTCNet
97.14958464285715
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10CSP + LDA
97.02462435714286
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11DLCSPauto + shLDA
96.95337171428572
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNet-8,2
96.49739557142858
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGITNet
96.04328542857142
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14DeepConvNet
95.901341
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGNeX
89.48676185714287
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16ACM + TS + SVM
88.70422614285715
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17TS + EL
88.64610935714285
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TS + SVM
87.64284414285714
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TS + LR
87.21996714285714
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20FgMDM
86.71347114285714
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21ShallowConvNet
84.81764307142858
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22MDM
84.6734955
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23FBCSP + SVM
81.44109821428572
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24DeepConvNet
81.2303262857143
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25EEGNet-8,2
80.20351621428571
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26LogVar + SVM
79.41504057142856
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27CSP + SVM
79.23637321428572
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28TRCSP + LDA
79.1367927142857
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29LogVar + LDA
78.43861257142856
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30CSP + LDA
77.23480071428571
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31DLCSPauto + shLDA
77.02151357142857
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32EEGTCNet
75.61966142857143
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33EEGITNet
74.66472221428572
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34EEGNeX
68.58403092857142
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35MDM
61.52606428571429
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code