Leaderboard and result reports

Report for the evaluation of pipelines on MOABB datasets

Motor imagery

Left/Right hand classes

Data filtered between 7-35 Hz. Epoch length are dataset-dependent and use maximum window length.

Dataset	Evaluation type	Pipeline	Average score across subjects	Sessions above chance level
Zhou 2016	WithinSession	CSP + LDA	0.931489
		MDM	0.907018
		CSP + SVM	0.932315
		Log Variance LDA	0.883861
		Tangent Space LR	0.941601
		Log Variance SVM	0.854676
		Tangent Space SVM	0.938613
		CSP + optSVM	0.928818
001-2014	WithinSession	CSP + LDA	0.823360
		MDM	0.816943
		CSP + SVM	0.828946
		Log Variance LDA	0.779562
		Tangent Space LR	0.874123
		Log Variance SVM	0.711478
		Tangent Space SVM	0.864214
		CSP + optSVM	0.820544
004-2014	WithinSession	CSP + LDA	0.800957
		MDM	0.776555
		CSP + SVM	0.796910
		Log Variance LDA	0.785073
		Tangent Space LR	0.800938
		Log Variance SVM	0.779423
		Tangent Space SVM	0.798726
		CSP + optSVM	0.791219
Cho2017	WithinSession	CSP + LDA	0.711742
		MDM	0.635015
		CSP + SVM	0.712101
		Log Variance LDA	0.645397
		Tangent Space LR	0.745154
		Log Variance SVM	0.661121
		Tangent Space SVM	0.743365
		CSP + optSVM	0.706311
Physionet Motor Imagery	WithinSession	CSP + LDA	0.657480
		MDM	0.547599
		CSP + SVM	0.651111
		Log Variance LDA	0.619386
		Tangent Space LR	0.672834
		Log Variance SVM	0.624919
		Tangent Space SVM	0.694299
		CSP + optSVM	0.648555
Weibo 2014	WithinSession	CSP + LDA	0.807191
		MDM	0.588015
		CSP + SVM	0.801518
		Log Variance LDA	0.741323
		Tangent Space LR	0.836191
		Log Variance SVM	0.728597
		Tangent Space SVM	0.837777
		CSP + optSVM	0.798406
Lee2019_MI	WithinSession	CSP + LDA	0.768815
		MDM	0.702296
		CSP + SVM	0.769074
		Log Variance LDA	0.662278
		Tangent Space LR	0.830926
		Log Variance SVM	0.740407
		Tangent Space SVM	0.841815
		CSP + optSVM	0.765315
Grosse-Wentrup 2009	WithinSession	CSP + LDA	0.764378
		MDM	0.642911
		CSP + SVM	0.771578
		Log Variance LDA	0.787111
		Tangent Space LR	0.876000
		Log Variance SVM	0.809867
		Tangent Space SVM	0.884600
		CSP + optSVM	0.775644
Shin2017A	WithinSession	CSP + LDA	0.722989
		MDM	0.629885
		CSP + SVM	0.713218
		Log Variance LDA	0.617816
		Tangent Space LR	0.693103
		Log Variance SVM	0.615517
		Tangent Space SVM	0.721839
		CSP + optSVM	0.729310
Schirrmeister2017	WithinSession	CSP + LDA	0.772348
		MDM	0.615261
		CSP + SVM	0.771553
		Log Variance LDA	0.784386
		Tangent Space LR	0.872200
		Log Variance SVM	0.787537
		Tangent Space SVM	0.876428
		CSP + optSVM	0.769153

Right hand/feet classes

Dataset	Pipeline	Evaluation type	Average score across subjects	Sessions above chance level

All classes of dataset

Dataset	Pipeline	Evaluation type	#Classes	Average score across subjects	Sessions above chance level