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Within Session Erp On Epflp300 Moabb

Metrics

AUC-ROC

training time (s)

Results

Performance results of various models on this benchmark

Model Name	AUC-ROC	training time (s)	Paper Title	Repository
ShallowConvNet	75.556908	15.697078703125	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWN + LDA	62.982488281250006	3.6105500875	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWNCov + MDM	83.19801607142858	0.7105525185714285	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	84.0994343125	28.6127446875	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	84.68838325	35.690736875	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWNCov + TS + SVM	84.29081139285714	3.1239111678571425	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	80.3845744375	15.535605484375	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ERPCov(svd_n=4) + MDM	71.444304125	1.2007145884375	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ERPCov + MDM	71.973831125	6.942208496875	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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