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Within Session Motor Imagery Left 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
CSP + LDA	71.38116988461539	0.0011575846306923075	3.884574095846154	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	63.39276176923077	0.00237880536	6.796549341730769	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	75.52711013461538	1.8557469153846153	62.31514830769231	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	71.15633009615384	0.001064577328173077	3.4957703001923077	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	73.83557690384616	0.058521977903846154	46.979712846153845	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	71.92080661538462	0.013585275634615385	20.833295817307693	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	71.84767628846154	0.001189626241	3.8611871384615384	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	66.78533653846154	0.09790713498076922	22.314706884615383	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	74.61810898076924	0.008696662651923077	12.687089688461539	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	53.279941384615384	0.2174445951923077	49.56457763461538	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	72.89826388461537	0.002231383398076923	4.56839715	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	67.90934826923076	0.003133048219230769	2.7608346807692308	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	58.33552344230769	0.1190211419423077	27.13974953846154	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	64.49059826923077	0.0009515043146153847	2.7242354466346157	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM	65.46407580769231	0.0015806333348076923	4.417776592307693	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	75.00852038461538	0.0018744818367307692	6.214885324999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	71.67248932692308	0.2637025025	60.08802442307693	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	76.2289796153846	0.008755807778846155	13.766507201923076	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	57.196153846153855	0.11474572860576923	26.596911269230766	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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