ERPCov + MDM

Reported on 135 benchmarks across 3 tasks · 1 paper · 24 SOTA

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

Medical135 results

Brain DecodingonEPFLP300 MOABB
CO2 Emission (g)· 2024-04-03
0.03419226534375
SOTA
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
0.062550748675
SOTA
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
0.019448981011627904
SOTA
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
0.007749152372
SOTA
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
0.6299353016666667
SOTA
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
0.08719968354545454
SOTA
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
0.13750907568421053
SOTA
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
0.008591208308108108
SOTA
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
0.03419226534375
SOTA
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
0.062550748675
SOTA
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
0.019448981011627904
SOTA
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
0.007749152372
SOTA
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
0.6299353016666667
SOTA
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
0.08719968354545454
SOTA
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
0.13750907568421053
SOTA
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
0.008591208308108108
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonEPFLP300 MOABB
CO2 Emission (g)· 2024-04-03
0.03419226534375
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonSosulski2019 MOABB
CO2 Emission (g)· 2024-04-03
0.062550748675
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015a MOABB
CO2 Emission (g)· 2024-04-03
0.019448981011627904
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2012 MOABB
CO2 Emission (g)· 2024-04-03
0.007749152372
SOTA
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
0.6299353016666667
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015b MOABB
CO2 Emission (g)· 2024-04-03
0.08719968354545454
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2017 MOABB
CO2 Emission (g)· 2024-04-03
0.13750907568421053
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014b MOABB
CO2 Emission (g)· 2024-04-03
0.008591208308108108
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
71.973831125
best: 84.68838325 (EEGNeX)
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
6.942208496875
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
68.16548655
best: 88.82306907692308 (EEGITNet)
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
12.6986916875
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
76.7858569
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
0.007065287250000001
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
1.437615323
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
74.298471
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
0.0120071045
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
2.4383516875
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
80.757379
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
0.0067425482250000005
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
0.7168895120000001
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
80.01716807751939
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
training time (s)· 2024-04-03
3.9502074596899224
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
95.14819502777779
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
0.1544211313888889
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
31.349976444444444
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
78.76657744
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
training time (s)· 2024-04-03
1.5751372879999999
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
74.43493880555556
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
training time (s)· 2024-04-03
127.87080321296297
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
71.61664846875
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
0.0108043912796875
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
2.19471158046875
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
81.155062
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
0.00581838295
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
1.1838480853333333
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
75.03742063636363
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
training time (s)· 2024-04-03
17.70060197727273
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
80.58733515068494
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
0.005112474912328768
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
1.0407688483561643
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
94.469262
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
training time (s)· 2024-04-03
27.91168176315789
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
78.56550172972973
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
training time (s)· 2024-04-03
1.7454204
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
71.973831125
best: 84.68838325 (EEGNeX)
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
6.942208496875
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
68.16548655
best: 88.82306907692308 (EEGITNet)
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
12.6986916875
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
76.7858569
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
0.007065287250000001
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
1.437615323
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
74.298471
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
0.0120071045
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
2.4383516875
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
80.757379
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
0.0067425482250000005
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
0.7168895120000001
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
80.01716807751939
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
training time (s)· 2024-04-03
3.9502074596899224
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
95.14819502777779
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
0.1544211313888889
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
31.349976444444444
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
78.76657744
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
training time (s)· 2024-04-03
1.5751372879999999
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
74.43493880555556
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
training time (s)· 2024-04-03
127.87080321296297
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
71.61664846875
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
0.0108043912796875
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
2.19471158046875
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
81.155062
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
0.00581838295
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
1.1838480853333333
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
75.03742063636363
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
training time (s)· 2024-04-03
17.70060197727273
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
80.58733515068494
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
0.005112474912328768
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
1.0407688483561643
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
94.469262
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
training time (s)· 2024-04-03
27.91168176315789
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
78.56550172972973
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
training time (s)· 2024-04-03
1.7454204
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
71.973831125
best: 84.68838325 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonEPFLP300 MOABB
training time (s)· 2024-04-03
6.942208496875
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
68.16548655
best: 88.82306907692308 (EEGITNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonSosulski2019 MOABB
training time (s)· 2024-04-03
12.6986916875
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
76.7858569
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
0.007065287250000001
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
1.437615323
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
74.298471
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
0.0120071045
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
2.4383516875
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
80.757379
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
0.0067425482250000005
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
0.7168895120000001
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
80.01716807751939
best: 93.05381111627908 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015a MOABB
training time (s)· 2024-04-03
3.9502074596899224
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
95.14819502777779
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
0.1544211313888889
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
31.349976444444444
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
78.76657744
best: 90.98646704 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2012 MOABB
training time (s)· 2024-04-03
1.5751372879999999
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
74.43493880555556
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
training time (s)· 2024-04-03
127.87080321296297
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
71.61664846875
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
0.0108043912796875
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
2.19471158046875
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
81.155062
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
0.00581838295
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
1.1838480853333333
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
75.03742063636363
best: 84.55596702272726 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2015b MOABB
training time (s)· 2024-04-03
17.70060197727273
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
80.58733515068494
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
0.005112474912328768
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
1.0407688483561643
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
94.469262
best: 98.68678031578948 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2017 MOABB
training time (s)· 2024-04-03
27.91168176315789
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
78.56550172972973
best: 91.88114464864864 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonBrainInvaders2014b MOABB
training time (s)· 2024-04-03
1.7454204
best: 18.323774763157896 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319