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Within Session Motor Imagery Left Hand Vs 1

Metrics

AUC-ROC

CO2 Emission (g)

training time (s)

Results

Performance results of various models on this benchmark

Model Name	AUC-ROC	CO2 Emission (g)	training time (s)	Paper Title	Repository
DLCSPauto + shLDA	79.87291397777778	0.0006216743171333333	1.8661370398	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	82.0049287111111	0.02593451466666667	1.439084654222222	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	69.498559	0.07430071106666666	8.935735724444443	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	79.41006457777777	0.001196510487111111	2.356883378	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	79.28086771111111	0.0006603817830888889	1.5159122454666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	65.09554904444444	0.09232083362222221	11.108478222222223	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	79.78218279999999	0.0006737686001777777	1.457821241711111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM	78.29806786666667	0.0008958152281111112	2.0932973742222223	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	72.35971368888889	0.05743548577777778	6.921017688888888	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	79.27025824444443	0.004687019133333334	6.61830888	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	79.75479504444445	0.0010797430764444445	2.079450579777778	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	80.39444377777778	0.14387416055555555	0.783375099111111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	77.65547846666666	0.0003528847734	0.9042913831777778	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	80.09376537777779	0.0006557710575999999	1.7434176553111111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	66.52779386666666	0.10765803022222223	13.068636999999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	80.0956668888889	0.0005452296241333334	1.2460348456222223	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	78.50732679999999	0.0005384169830822222	1.2824246142888889	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	72.35753537777777	0.08229932173333333	9.503357968888889	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	69.69639757777777	0.12710436082222223	15.25518438888889	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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