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Within Session Motor Imagery All Classes On 1

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
MDM	60.62499999999999	0.000925614838125	1.6782885705	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	34.166666875	2.198906455875	9.205565762500001	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	36.041667	1.109086602625	9.4757763125	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	69.79166675	0.0013501269012499999	2.749322665	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	50.00000075	3.21283768775	12.9602863125	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	62.91666625	0.03446902725	44.612727875000004	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	67.916665875	0.00173950673625	3.3987408749999997	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	37.708333625	3.1961726155	9.8963939375	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	69.16666637499999	0.000786763229625	1.85145594625	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	65.62500112500001	0.00038144418074999997	0.743955544625	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	65.0	0.005079346375	19.6318726375	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	37.7083335	1.546965218875	8.58771105	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	60.62500012500001	0.0003630056075	0.6206318012500001	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	61.041666500000005	0.0005938407575	1.0782176175	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	43.958333875	2.673163054	9.24752825	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	69.5833345	0.18950154875	7.6877846125	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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