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Within Session Motor Imagery Left Hand Vs 3

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
TS + EL	89.2466661	0.269148976	243.142401	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
ShallowConvNet	86.52888920000001	2.3070343	277.2352575	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
CSP + LDA	76.4377781	0.000984520588	4.92442061	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
ACM + TS + SVM	87.42888820000002	6.55720808	325.665074	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
DLCSPauto + shLDA	76.4022231	0.001667790323	8.404077422	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
TS + SVM	88.0777776	0.28341764999999997	265.222582	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
EEGTCNet	68.4511113	1.518727995	183.107304	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
EEGITNet	72.18666590000001	0.8872510549999999	106.55474389999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
LogVar + LDA	78.7111117	0.000772556251	4.040722504	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
TS + LR	87.60000099999999	0.0139535835	34.60417205	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
FBCSP + SVM	79.6511118	21.6308037	117.8105055	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
TRCSP + LDA	78.2866669	0.002421635666	14.640627636	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
MDM	64.291111	0.01076914422	14.947136800000001	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
LogVar + SVM	81.7311101	0.00362474352	6.762669579999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
EEGNet-8,2	83.0155557	0.9723642659999999	117.19713259999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
FgMDM	87.0177778	0.15610860310000002	85.13785279999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
EEGNeX	56.99555540000001	3.4729265	422.45747300000005	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
CSP + SVM	77.8066665	0.0356465945	37.7887083	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-
DeepConvNet	82.382222	0.9234428940000001	110.56912460000001	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	-

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Within Session Motor Imagery Left Hand Vs 3 | SOTA | HyperAI