ERPCov(svd_n=4) + MDM

Reported on 135 benchmarks across 3 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical135 results

Brain DecodingonEPFLP300 MOABB
AUC-ROC· 2024-04-03
71.444304125
best: 84.68838325 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonEPFLP300 MOABB
CO2 Emission (g)· 2024-04-03
0.011323257109375
best: 0.03419226534375 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonEPFLP300 MOABB
training time (s)· 2024-04-03
1.2007145884375
best: 35.690736875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSosulski2019 MOABB
AUC-ROC· 2024-04-03
70.632222375
best: 88.82306907692308 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSosulski2019 MOABB
CO2 Emission (g)· 2024-04-03
0.015362666562499998
best: 0.062550748675 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSosulski2019 MOABB
training time (s)· 2024-04-03
1.6276701575
best: 292.10557615384613 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-003 MOABB
AUC-ROC· 2024-04-03
76.9320484
best: 83.0813024 (XDAWNCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-003 MOABB
CO2 Emission (g)· 2024-04-03
0.0047693783
best: 0.02330993935 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-003 MOABB
training time (s)· 2024-04-03
0.5074777229999999
best: 31.673819200000004 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-008 MOABB
AUC-ROC· 2024-04-03
75.424771125
best: 85.99520425 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-008 MOABB
CO2 Emission (g)· 2024-04-03
0.009542170825
best: 0.035406213775 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-008 MOABB
training time (s)· 2024-04-03
1.014923625
best: 48.9808785 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonCattan2019-VR MOABB
AUC-ROC· 2024-04-03
80.674825575
best: 90.677777575 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonCattan2019-VR MOABB
CO2 Emission (g)· 2024-04-03
0.0027964518625
best: 0.008065587075 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonCattan2019-VR MOABB
training time (s)· 2024-04-03
0.30020958225
best: 23.31658614285714 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015a MOABB
AUC-ROC· 2024-04-03
77.92098565891473
best: 93.05381111627908 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015a MOABB
CO2 Emission (g)· 2024-04-03
0.0052664793930232556
best: 0.019448981011627904 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015a MOABB
training time (s)· 2024-04-03
0.560524827751938
best: 199.32986724031008 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2018 MOABB
AUC-ROC· 2024-04-03
96.608676
best: 98.46594386111111 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2018 MOABB
CO2 Emission (g)· 2024-04-03
0.03743309013888889
best: 0.16110926027777778 (XDAWN + LDA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2018 MOABB
training time (s)· 2024-04-03
3.9697683444444447
best: 4893.720471111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2012 MOABB
AUC-ROC· 2024-04-03
79.01510372
best: 90.98646704 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2012 MOABB
CO2 Emission (g)· 2024-04-03
0.003451275416
best: 0.007749152372 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2012 MOABB
training time (s)· 2024-04-03
0.3691924696
best: 43.42852808000001 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-ERP MOABB
AUC-ROC· 2024-04-03
82.47109035185186
best: 98.40814827777777 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-ERP MOABB
CO2 Emission (g)· 2024-04-03
0.09060789349074073
best: 0.6299353016666667 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-ERP MOABB
training time (s)· 2024-04-03
9.584082125
best: 6374.80394962963 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2014a MOABB
AUC-ROC· 2024-04-03
72.112766
best: 86.65828684375 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2014a MOABB
CO2 Emission (g)· 2024-04-03
0.0055548682296875
best: 0.0118778180875 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2014a MOABB
training time (s)· 2024-04-03
0.593198109375
best: 40.16552703125 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-009 MOABB
AUC-ROC· 2024-04-03
84.51730606666668
best: 93.42633376666666 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-009 MOABB
CO2 Emission (g)· 2024-04-03
0.0025560880933333334
best: 0.0059379570460000005 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-009 MOABB
training time (s)· 2024-04-03
0.27403514700000003
best: 14.724422183333333 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015b MOABB
AUC-ROC· 2024-04-03
77.09262879545456
best: 84.55596702272726 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015b MOABB
CO2 Emission (g)· 2024-04-03
0.022060082954545455
best: 0.08719968354545454 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015b MOABB
training time (s)· 2024-04-03
2.337742318181818
best: 105.33800122727274 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2013a MOABB
AUC-ROC· 2024-04-03
82.06941052054795
best: 92.71220376712328 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2013a MOABB
CO2 Emission (g)· 2024-04-03
0.002071112097260274
best: 0.005985859813698631 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2013a MOABB
training time (s)· 2024-04-03
0.22355115438356163
best: 25.649349828767125 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2017 MOABB
AUC-ROC· 2024-04-03
96.20552692105264
best: 98.68678031578948 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2017 MOABB
CO2 Emission (g)· 2024-04-03
0.03857930394736842
best: 0.13750907568421053 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2017 MOABB
training time (s)· 2024-04-03
4.081931507894737
best: 4185.744198918919 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2014b MOABB
AUC-ROC· 2024-04-03
76.47954105405405
best: 91.88114464864864 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2014b MOABB
CO2 Emission (g)· 2024-04-03
0.002490634086486486
best: 0.008591208308108108 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2014b MOABB
training time (s)· 2024-04-03
0.2674589289189189
best: 18.323774763157896 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonEPFLP300 MOABB
AUC-ROC· 2024-04-03
71.444304125
best: 84.68838325 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonEPFLP300 MOABB
CO2 Emission (g)· 2024-04-03
0.011323257109375
best: 0.03419226534375 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonEPFLP300 MOABB
training time (s)· 2024-04-03
1.2007145884375
best: 35.690736875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonSosulski2019 MOABB
AUC-ROC· 2024-04-03
70.632222375
best: 88.82306907692308 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonSosulski2019 MOABB
CO2 Emission (g)· 2024-04-03
0.015362666562499998
best: 0.062550748675 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonSosulski2019 MOABB
training time (s)· 2024-04-03
1.6276701575
best: 292.10557615384613 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-003 MOABB
AUC-ROC· 2024-04-03
76.9320484
best: 83.0813024 (XDAWNCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-003 MOABB
CO2 Emission (g)· 2024-04-03
0.0047693783
best: 0.02330993935 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-003 MOABB
training time (s)· 2024-04-03
0.5074777229999999
best: 31.673819200000004 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-008 MOABB
AUC-ROC· 2024-04-03
75.424771125
best: 85.99520425 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-008 MOABB
CO2 Emission (g)· 2024-04-03
0.009542170825
best: 0.035406213775 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-008 MOABB
training time (s)· 2024-04-03
1.014923625
best: 48.9808785 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonCattan2019-VR MOABB
AUC-ROC· 2024-04-03
80.674825575
best: 90.677777575 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonCattan2019-VR MOABB
CO2 Emission (g)· 2024-04-03
0.0027964518625
best: 0.008065587075 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonCattan2019-VR MOABB
training time (s)· 2024-04-03
0.30020958225
best: 23.31658614285714 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2015a MOABB
AUC-ROC· 2024-04-03
77.92098565891473
best: 93.05381111627908 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2015a MOABB
CO2 Emission (g)· 2024-04-03
0.0052664793930232556
best: 0.019448981011627904 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2015a MOABB
training time (s)· 2024-04-03
0.560524827751938
best: 199.32986724031008 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonHuebner2018 MOABB
AUC-ROC· 2024-04-03
96.608676
best: 98.46594386111111 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonHuebner2018 MOABB
CO2 Emission (g)· 2024-04-03
0.03743309013888889
best: 0.16110926027777778 (XDAWN + LDA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonHuebner2018 MOABB
training time (s)· 2024-04-03
3.9697683444444447
best: 4893.720471111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2012 MOABB
AUC-ROC· 2024-04-03
79.01510372
best: 90.98646704 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2012 MOABB
CO2 Emission (g)· 2024-04-03
0.003451275416
best: 0.007749152372 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2012 MOABB
training time (s)· 2024-04-03
0.3691924696
best: 43.42852808000001 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-ERP MOABB
AUC-ROC· 2024-04-03
82.47109035185186
best: 98.40814827777777 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-ERP MOABB
CO2 Emission (g)· 2024-04-03
0.09060789349074073
best: 0.6299353016666667 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-ERP MOABB
training time (s)· 2024-04-03
9.584082125
best: 6374.80394962963 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2014a MOABB
AUC-ROC· 2024-04-03
72.112766
best: 86.65828684375 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2014a MOABB
CO2 Emission (g)· 2024-04-03
0.0055548682296875
best: 0.0118778180875 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2014a MOABB
training time (s)· 2024-04-03
0.593198109375
best: 40.16552703125 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-009 MOABB
AUC-ROC· 2024-04-03
84.51730606666668
best: 93.42633376666666 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-009 MOABB
CO2 Emission (g)· 2024-04-03
0.0025560880933333334
best: 0.0059379570460000005 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-009 MOABB
training time (s)· 2024-04-03
0.27403514700000003
best: 14.724422183333333 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2015b MOABB
AUC-ROC· 2024-04-03
77.09262879545456
best: 84.55596702272726 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2015b MOABB
CO2 Emission (g)· 2024-04-03
0.022060082954545455
best: 0.08719968354545454 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2015b MOABB
training time (s)· 2024-04-03
2.337742318181818
best: 105.33800122727274 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2013a MOABB
AUC-ROC· 2024-04-03
82.06941052054795
best: 92.71220376712328 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2013a MOABB
CO2 Emission (g)· 2024-04-03
0.002071112097260274
best: 0.005985859813698631 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2013a MOABB
training time (s)· 2024-04-03
0.22355115438356163
best: 25.649349828767125 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonHuebner2017 MOABB
AUC-ROC· 2024-04-03
96.20552692105264
best: 98.68678031578948 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonHuebner2017 MOABB
CO2 Emission (g)· 2024-04-03
0.03857930394736842
best: 0.13750907568421053 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonHuebner2017 MOABB
training time (s)· 2024-04-03
4.081931507894737
best: 4185.744198918919 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2014b MOABB
AUC-ROC· 2024-04-03
76.47954105405405
best: 91.88114464864864 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2014b MOABB
CO2 Emission (g)· 2024-04-03
0.002490634086486486
best: 0.008591208308108108 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBrainInvaders2014b MOABB
training time (s)· 2024-04-03
0.2674589289189189
best: 18.323774763157896 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonEPFLP300 MOABB
AUC-ROC· 2024-04-03
71.444304125
best: 84.68838325 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonEPFLP300 MOABB
CO2 Emission (g)· 2024-04-03
0.011323257109375
best: 0.03419226534375 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonEPFLP300 MOABB
training time (s)· 2024-04-03
1.2007145884375
best: 35.690736875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonSosulski2019 MOABB
AUC-ROC· 2024-04-03
70.632222375
best: 88.82306907692308 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonSosulski2019 MOABB
CO2 Emission (g)· 2024-04-03
0.015362666562499998
best: 0.062550748675 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonSosulski2019 MOABB
training time (s)· 2024-04-03
1.6276701575
best: 292.10557615384613 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2015-003 MOABB
AUC-ROC· 2024-04-03
76.9320484
best: 83.0813024 (XDAWNCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2015-003 MOABB
CO2 Emission (g)· 2024-04-03
0.0047693783
best: 0.02330993935 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2015-003 MOABB
training time (s)· 2024-04-03
0.5074777229999999
best: 31.673819200000004 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2014-008 MOABB
AUC-ROC· 2024-04-03
75.424771125
best: 85.99520425 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2014-008 MOABB
CO2 Emission (g)· 2024-04-03
0.009542170825
best: 0.035406213775 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2014-008 MOABB
training time (s)· 2024-04-03
1.014923625
best: 48.9808785 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonCattan2019-VR MOABB
AUC-ROC· 2024-04-03
80.674825575
best: 90.677777575 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonCattan2019-VR MOABB
CO2 Emission (g)· 2024-04-03
0.0027964518625
best: 0.008065587075 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonCattan2019-VR MOABB
training time (s)· 2024-04-03
0.30020958225
best: 23.31658614285714 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015a MOABB
AUC-ROC· 2024-04-03
77.92098565891473
best: 93.05381111627908 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015a MOABB
CO2 Emission (g)· 2024-04-03
0.0052664793930232556
best: 0.019448981011627904 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015a MOABB
training time (s)· 2024-04-03
0.560524827751938
best: 199.32986724031008 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2018 MOABB
AUC-ROC· 2024-04-03
96.608676
best: 98.46594386111111 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2018 MOABB
CO2 Emission (g)· 2024-04-03
0.03743309013888889
best: 0.16110926027777778 (XDAWN + LDA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2018 MOABB
training time (s)· 2024-04-03
3.9697683444444447
best: 4893.720471111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2012 MOABB
AUC-ROC· 2024-04-03
79.01510372
best: 90.98646704 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2012 MOABB
CO2 Emission (g)· 2024-04-03
0.003451275416
best: 0.007749152372 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2012 MOABB
training time (s)· 2024-04-03
0.3691924696
best: 43.42852808000001 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonLee2019-ERP MOABB
AUC-ROC· 2024-04-03
82.47109035185186
best: 98.40814827777777 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonLee2019-ERP MOABB
CO2 Emission (g)· 2024-04-03
0.09060789349074073
best: 0.6299353016666667 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonLee2019-ERP MOABB
training time (s)· 2024-04-03
9.584082125
best: 6374.80394962963 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014a MOABB
AUC-ROC· 2024-04-03
72.112766
best: 86.65828684375 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014a MOABB
CO2 Emission (g)· 2024-04-03
0.0055548682296875
best: 0.0118778180875 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014a MOABB
training time (s)· 2024-04-03
0.593198109375
best: 40.16552703125 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2014-009 MOABB
AUC-ROC· 2024-04-03
84.51730606666668
best: 93.42633376666666 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2014-009 MOABB
CO2 Emission (g)· 2024-04-03
0.0025560880933333334
best: 0.0059379570460000005 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2014-009 MOABB
training time (s)· 2024-04-03
0.27403514700000003
best: 14.724422183333333 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015b MOABB
AUC-ROC· 2024-04-03
77.09262879545456
best: 84.55596702272726 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015b MOABB
CO2 Emission (g)· 2024-04-03
0.022060082954545455
best: 0.08719968354545454 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015b MOABB
training time (s)· 2024-04-03
2.337742318181818
best: 105.33800122727274 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2013a MOABB
AUC-ROC· 2024-04-03
82.06941052054795
best: 92.71220376712328 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2013a MOABB
CO2 Emission (g)· 2024-04-03
0.002071112097260274
best: 0.005985859813698631 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2013a MOABB
training time (s)· 2024-04-03
0.22355115438356163
best: 25.649349828767125 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2017 MOABB
AUC-ROC· 2024-04-03
96.20552692105264
best: 98.68678031578948 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2017 MOABB
CO2 Emission (g)· 2024-04-03
0.03857930394736842
best: 0.13750907568421053 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2017 MOABB
training time (s)· 2024-04-03
4.081931507894737
best: 4185.744198918919 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014b MOABB
AUC-ROC· 2024-04-03
76.47954105405405
best: 91.88114464864864 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014b MOABB
CO2 Emission (g)· 2024-04-03
0.002490634086486486
best: 0.008591208308108108 (ERPCov + MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014b MOABB
training time (s)· 2024-04-03
0.2674589289189189
best: 18.323774763157896 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319