XDAWNCov + TS + SVM

Reported on 135 benchmarks across 3 tasks · 1 paper · 48 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
CO2 Emission (g)· 2024-04-03
0.02330993935
SOTA
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
0.035406213775
SOTA
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
90.677777575
SOTA
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
0.008065587075
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015a MOABB
AUC-ROC· 2024-04-03
93.05381111627908
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2018 MOABB
AUC-ROC· 2024-04-03
98.46594386111111
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2012 MOABB
AUC-ROC· 2024-04-03
90.98646704
SOTA
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
98.40814827777777
SOTA
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
0.0118778180875
SOTA
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
93.42633376666666
SOTA
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
0.0059379570460000005
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2015b MOABB
AUC-ROC· 2024-04-03
84.55596702272726
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2013a MOABB
AUC-ROC· 2024-04-03
92.71220376712328
SOTA
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
0.005985859813698631
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonHuebner2017 MOABB
AUC-ROC· 2024-04-03
98.68678031578948
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBrainInvaders2014b MOABB
AUC-ROC· 2024-04-03
91.88114464864864
SOTA
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
0.02330993935
SOTA
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
0.035406213775
SOTA
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
90.677777575
SOTA
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
0.008065587075
SOTA
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
93.05381111627908
SOTA
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
98.46594386111111
SOTA
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
90.98646704
SOTA
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
98.40814827777777
SOTA
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
0.0118778180875
SOTA
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
93.42633376666666
SOTA
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
0.0059379570460000005
SOTA
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
84.55596702272726
SOTA
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
92.71220376712328
SOTA
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
0.005985859813698631
SOTA
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
98.68678031578948
SOTA
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
91.88114464864864
SOTA
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
0.02330993935
SOTA
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
0.035406213775
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonCattan2019-VR MOABB
AUC-ROC· 2024-04-03
90.677777575
SOTA
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
0.008065587075
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015a MOABB
AUC-ROC· 2024-04-03
93.05381111627908
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2018 MOABB
AUC-ROC· 2024-04-03
98.46594386111111
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2012 MOABB
AUC-ROC· 2024-04-03
90.98646704
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonLee2019-ERP MOABB
AUC-ROC· 2024-04-03
98.40814827777777
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014a MOABB
CO2 Emission (g)· 2024-04-03
0.0118778180875
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBNCI2014-009 MOABB
AUC-ROC· 2024-04-03
93.42633376666666
SOTA
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
0.0059379570460000005
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015b MOABB
AUC-ROC· 2024-04-03
84.55596702272726
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2013a MOABB
AUC-ROC· 2024-04-03
92.71220376712328
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2013a MOABB
CO2 Emission (g)· 2024-04-03
0.005985859813698631
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2017 MOABB
AUC-ROC· 2024-04-03
98.68678031578948
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014b MOABB
AUC-ROC· 2024-04-03
91.88114464864864
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
84.29081139285714
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
0.03015609335714286
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
3.1239111678571425
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
87.28411109999999
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
0.027893668675
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
4.33317254
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
82.9463175
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
training time (s)· 2024-04-03
4.73371116
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
85.609029625
best: 85.99520425 (EEGITNet)
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
8.160695075
best: 48.9808785 (EEGITNet)
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
0.85638401025
best: 23.31658614285714 (EEGNeX)
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
0.010436311162015504
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
2.1127921527131783
best: 199.32986724031008 (EEGNeX)
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
0.07899148369444445
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
9.940868125
best: 4893.720471111111 (EEGNeX)
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
0.007038169084
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
1.4309155479999998
best: 43.42852808000001 (EEGNeX)
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
0.17517531703703704
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
18.539845689814815
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
85.766639203125
best: 86.65828684375 (EEGITNet)
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
2.4124490578125
best: 40.16552703125 (EEGNeX)
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
1.2433190566666668
best: 14.724422183333333 (EEGNeX)
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
0.043256562954545455
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
8.7821148
best: 105.33800122727274 (EEGNeX)
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
1.2172368082191782
best: 25.649349828767125 (EEGNeX)
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
0.06488028365789474
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
10.07638602631579
best: 4185.744198918919 (EEGNeX)
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
0.004579043135135135
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
0.932672401891892
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
84.29081139285714
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
0.03015609335714286
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
3.1239111678571425
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
87.28411109999999
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
0.027893668675
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
4.33317254
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
82.9463175
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
training time (s)· 2024-04-03
4.73371116
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
85.609029625
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
training time (s)· 2024-04-03
8.160695075
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
training time (s)· 2024-04-03
0.85638401025
best: 23.31658614285714 (EEGNeX)
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
0.010436311162015504
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
2.1127921527131783
best: 199.32986724031008 (EEGNeX)
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
0.07899148369444445
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
9.940868125
best: 4893.720471111111 (EEGNeX)
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
0.007038169084
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
1.4309155479999998
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
CO2 Emission (g)· 2024-04-03
0.17517531703703704
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
18.539845689814815
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
85.766639203125
best: 86.65828684375 (EEGITNet)
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
2.4124490578125
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
training time (s)· 2024-04-03
1.2433190566666668
best: 14.724422183333333 (EEGNeX)
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
0.043256562954545455
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
8.7821148
best: 105.33800122727274 (EEGNeX)
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
1.2172368082191782
best: 25.649349828767125 (EEGNeX)
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
0.06488028365789474
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
10.07638602631579
best: 4185.744198918919 (EEGNeX)
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
0.004579043135135135
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
0.932672401891892
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
84.29081139285714
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
0.03015609335714286
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
3.1239111678571425
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
87.28411109999999
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
0.027893668675
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
4.33317254
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
82.9463175
best: 83.0813024 (XDAWNCov + MDM)
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
4.73371116
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
85.609029625
best: 85.99520425 (EEGITNet)
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
8.160695075
best: 48.9808785 (EEGITNet)
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
0.85638401025
best: 23.31658614285714 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015a MOABB
CO2 Emission (g)· 2024-04-03
0.010436311162015504
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
2.1127921527131783
best: 199.32986724031008 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2018 MOABB
CO2 Emission (g)· 2024-04-03
0.07899148369444445
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
9.940868125
best: 4893.720471111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2012 MOABB
CO2 Emission (g)· 2024-04-03
0.007038169084
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
1.4309155479999998
best: 43.42852808000001 (EEGNeX)
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
0.17517531703703704
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
18.539845689814815
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
85.766639203125
best: 86.65828684375 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014a MOABB
training time (s)· 2024-04-03
2.4124490578125
best: 40.16552703125 (EEGNeX)
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
1.2433190566666668
best: 14.724422183333333 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015b MOABB
CO2 Emission (g)· 2024-04-03
0.043256562954545455
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
8.7821148
best: 105.33800122727274 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2013a MOABB
training time (s)· 2024-04-03
1.2172368082191782
best: 25.649349828767125 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2017 MOABB
CO2 Emission (g)· 2024-04-03
0.06488028365789474
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
10.07638602631579
best: 4185.744198918919 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014b MOABB
CO2 Emission (g)· 2024-04-03
0.004579043135135135
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
0.932672401891892
best: 18.323774763157896 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319