Within-Session Motor Imagery on PhysionetMotorImagery MOABB

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	TS + EL	59.934408990825695	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	TS + LR	58.55441266055046	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + SVM	58.458600238532114	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ACM + TS + SVM	56.68057317948718	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FgMDM	55.0438009174312	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	CSP + SVM	48.51775490825688	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + LDA	47.73427576146789	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	DLCSPauto + shLDA	46.84880671559633	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	FBCSP + SVM	45.493503000000004	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	MDM	42.96454042201835	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	ShallowConvNet	41.87124210091743	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNet-8,2	29.03593889908257	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	DeepConvNet	27.682707357798165	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGNeX	26.68615756880734	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	26.154798385321104	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	25.790262357798166	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1TS + ELSOTA
59.934408990825695
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2TS + LR
58.55441266055046
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + SVM
58.458600238532114
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ACM + TS + SVM
56.68057317948718
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FgMDM
55.0438009174312
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6CSP + SVM
48.51775490825688
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + LDA
47.73427576146789
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8DLCSPauto + shLDA
46.84880671559633
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9FBCSP + SVM
45.493503000000004
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10MDM
42.96454042201835
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11ShallowConvNet
41.87124210091743
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNet-8,2
29.03593889908257
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13DeepConvNet
27.682707357798165
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGNeX
26.68615756880734
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGITNet
26.154798385321104
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGTCNet
25.790262357798166
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code