Brain Computer Interface on Zhou2016 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	97.20956825	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ShallowConvNet	97.06439391666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	96.76458083333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + EL	96.58612958333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + SVM	96.10875391666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	FgMDM	96.03910916666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	DeepConvNet	95.91615191666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	ShallowConvNet	95.65019116666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + LDA	95.19816666666668	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	ACM + TS + SVM	95.18760766666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	CSP + SVM	94.95107591666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	94.84044641666665	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	FBCSP + SVM	94.63445591666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGNet-8,2	94.58252499999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DLCSPauto + shLDA	94.43122416666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	DeepConvNet	94.41753624999998	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	TS + EL	94.35313333333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	TS + LR	94.16005008333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	TRCSP + LDA	93.533263	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	TS + SVM	93.37149766666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	CSP + LDA	93.14890566666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	CSP + SVM	92.96259333333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	FBCSP + SVM	92.63712633333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DLCSPauto + shLDA	92.55652333333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	FgMDM	92.5358025	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	MDM	92.21307508333332	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	MDM	90.7018375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	LogVar + SVM	88.46995433333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	LogVar + LDA	88.38607883333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	EEGTCNet	85.46364075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	EEGTCNet	82.2366395	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	EEGITNet	80.40247383333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	EEGITNet	69.41324841666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	EEGNeX	64.79907375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	EEGNeX	61.559105	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
97.20956825
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ShallowConvNet
97.06439391666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
96.76458083333334
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + EL
96.58612958333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + SVM
96.10875391666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6FgMDM
96.03910916666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7DeepConvNet
95.91615191666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8ShallowConvNet
95.65019116666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + LDA
95.19816666666668
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10ACM + TS + SVM
95.18760766666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11CSP + SVM
94.95107591666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNet-8,2
94.84044641666665
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13FBCSP + SVM
94.63445591666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGNet-8,2
94.58252499999999
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DLCSPauto + shLDA
94.43122416666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16DeepConvNet
94.41753624999998
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17TS + EL
94.35313333333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18TS + LR
94.16005008333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19TRCSP + LDA
93.533263
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20TS + SVM
93.37149766666667
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21CSP + LDA
93.14890566666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22CSP + SVM
92.96259333333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23FBCSP + SVM
92.63712633333334
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24DLCSPauto + shLDA
92.55652333333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25FgMDM
92.5358025
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26MDM
92.21307508333332
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27MDM
90.7018375
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28LogVar + SVM
88.46995433333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29LogVar + LDA
88.38607883333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30EEGTCNet
85.46364075
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31EEGTCNet
82.2366395
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32EEGITNet
80.40247383333333
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33EEGITNet
69.41324841666666
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34EEGNeX
64.79907375
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35EEGNeX
61.559105
AUC-ROC· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code