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Within Session Motor Imagery Right Hand Vs 2

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 + SVM	86.19419642857142	0.0012505346957142856	2.250145164285714	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	87.600446	0.242558344	27.519666214285714	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	87.645089	0.44054961000000004	18.66545185714286	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	77.48325942857143	0.0001488995962142857	0.5031258411428572	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	80.98214378571429	0.00014398938164285712	0.32359593000000003	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	70.89843778571428	0.14692778499999998	16.739025642857143	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	80.44642807142857	0.00027854637564285716	1.0558947701428572	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	81.21093692857143	0.005598228914285714	8.607374964285714	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	69.94977778571429	0.357494305	40.932428357142854	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	73.92299242857143	0.21598919785714285	24.45626664285714	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	84.76562464285713	0.00011930851807142857	0.2638224375	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	83.93415214285714	0.14752584	16.83683	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	80.39062507142857	0.27677554071428573	1.506631742857143	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	87.56138435714286	0.14939979285714286	16.94769892857143	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	85.85937435714285	0.00019676502564285715	0.7383969874999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	85.97656321428572	0.0011540398678571429	2.0496247785714288	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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