Brain Decoding on Zhou2016 MOABB

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	ACM + TS + SVM	85.85246441666668	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ShallowConvNet	85.02304108333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	TS + LR	84.87930308333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	TS + EL	84.53929741666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	TS + SVM	83.65528725	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNet-8,2	83.33782725	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	CSP + SVM	83.08474258333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	FgMDM	83.07198441666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	CSP + LDA	82.9630775	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	DLCSPauto + shLDA	82.06140125	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	FBCSP + SVM	81.98970291666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	MDM	76.04754891666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGNeX	56.41506	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	DeepConvNet	55.691373	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGITNet	50.67784558333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGTCNet	37.193690833333335	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
85.85246441666668
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ShallowConvNet
85.02304108333334
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3TS + LR
84.87930308333334
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4TS + EL
84.53929741666667
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5TS + SVM
83.65528725
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNet-8,2
83.33782725
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7CSP + SVM
83.08474258333334
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8FgMDM
83.07198441666667
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9CSP + LDA
82.9630775
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10DLCSPauto + shLDA
82.06140125
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11FBCSP + SVM
81.98970291666666
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12MDM
76.04754891666667
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGNeX
56.41506
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14DeepConvNet
55.691373
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGITNet
50.67784558333334
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGTCNet
37.193690833333335
Accuracy· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code