XDAWNCov + MDM

Reported on 135 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Medical135 results

Brain DecodingonBNCI2015-003 MOABB
AUC-ROC· 2024-04-03
83.0813024
SOTA
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
83.0813024
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2015-003 MOABB
AUC-ROC· 2024-04-03
83.0813024
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonEPFLP300 MOABB
AUC-ROC· 2024-04-03
83.19801607142858
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
0.006680508521428571
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
0.7105525185714285
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
86.07416710000001
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
0.013847520075
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
2.812111245
best: 292.10557615384613 (EEGNeX)
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
0.0042846727000000005
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
0.872752316
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
77.619541
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
0.0075848861750000005
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
1.5414688625
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
88.529687375
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
0.0017226343375000002
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
0.18693414675
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
92.56596253488371
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
0.0024371379224806203
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
0.4988526374418605
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
97.78393108333331
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
0.02470122563888889
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
5.015010133333333
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
88.21925356
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
0.001676014172
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
0.3440682904
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
97.70259957407407
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
0.04369601411111111
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
8.865101517592594
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
80.87908620312501
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
0.002724634465625
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
0.55664274078125
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
92.0386331
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
0.00151833076
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
0.31271911366666666
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
83.47637268181818
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
0.009540853547727273
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
1.9377388022727273
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
90.96501701369863
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
0.001490637705479452
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
0.30659427246575344
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
98.07393668421052
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
0.02386866539473684
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
4.846665142105263
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
91.58241135135135
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
0.0011774970894594596
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
0.2431399435135135
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
83.19801607142858
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
0.006680508521428571
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
0.7105525185714285
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
86.07416710000001
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
0.013847520075
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
2.812111245
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
CO2 Emission (g)· 2024-04-03
0.0042846727000000005
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
0.872752316
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
77.619541
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
0.0075848861750000005
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
1.5414688625
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
88.529687375
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
0.0017226343375000002
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
0.18693414675
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
92.56596253488371
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
0.0024371379224806203
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
0.4988526374418605
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
97.78393108333331
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
0.02470122563888889
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
5.015010133333333
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
88.21925356
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
0.001676014172
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
0.3440682904
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
97.70259957407407
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
0.04369601411111111
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
8.865101517592594
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
80.87908620312501
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
0.002724634465625
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
0.55664274078125
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
92.0386331
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
0.00151833076
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
0.31271911366666666
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
83.47637268181818
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
0.009540853547727273
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
1.9377388022727273
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
90.96501701369863
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
0.001490637705479452
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
0.30659427246575344
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
98.07393668421052
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
0.02386866539473684
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
4.846665142105263
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
91.58241135135135
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
0.0011774970894594596
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
0.2431399435135135
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
83.19801607142858
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
0.006680508521428571
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
0.7105525185714285
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
86.07416710000001
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
0.013847520075
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
2.812111245
best: 292.10557615384613 (EEGNeX)
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
0.0042846727000000005
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
0.872752316
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
77.619541
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
0.0075848861750000005
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
1.5414688625
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
88.529687375
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
0.0017226343375000002
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
0.18693414675
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
92.56596253488371
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
0.0024371379224806203
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
0.4988526374418605
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
97.78393108333331
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
0.02470122563888889
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
5.015010133333333
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
88.21925356
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
0.001676014172
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
0.3440682904
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
97.70259957407407
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
0.04369601411111111
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
8.865101517592594
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
80.87908620312501
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
0.002724634465625
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
0.55664274078125
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
92.0386331
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
0.00151833076
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
0.31271911366666666
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
83.47637268181818
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
0.009540853547727273
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
1.9377388022727273
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
90.96501701369863
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
0.001490637705479452
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
0.30659427246575344
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
98.07393668421052
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
0.02386866539473684
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
4.846665142105263
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
91.58241135135135
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
0.0011774970894594596
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
0.2431399435135135
best: 18.323774763157896 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319