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Within Session Motor Imagery All Classes On 5

Metrics

Accuracy

CO2 Emission (g)

training time (s)

Results

Performance results of various models on this benchmark

Model Name	Accuracy	CO2 Emission (g)	training time (s)	Paper Title	Repository
FgMDM	56.9400009	0.00332279971	3.4260148399999997	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	61.469286499999995	0.014714955200000001	15.092744999999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	64.3835718	6.1498658200000005	335.21023	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	63.840714199999994	0.0319534623	34.0226515	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	48.9364276	22.743277258	100.2113981	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	39.4492859	0.0037056161800000003	4.84518394	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	38.8442857	0.00369364373	4.82886682	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	25.7807146	13.394392257000002	43.4866037	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	62.762142	0.00205973584	2.12094548	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	17.9464288	15.281205185	47.42458	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	35.3514286	10.5262206565	34.2388724	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	33.4078569	0.00188059405	2.01196917	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	44.0792858	0.5357583659999999	677.4126650000001	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	45.212857299999996	0.030076381000000003	37.9020129	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	30.215714	35.190156514	126.255782	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	24.1678569	30.440530905000003	73.0829022	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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