XDAWN + LDA

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 DecodingonHuebner2018 MOABB
CO2 Emission (g)· 2024-04-03
0.16110926027777778
SOTA
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
0.16110926027777778
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2018 MOABB
CO2 Emission (g)· 2024-04-03
0.16110926027777778
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
62.982488281250006
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
0.018060430625
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
3.6105500875
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
67.48655605
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
0.0360850438
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
7.327161445
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
78.6240163
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
0.00903317618
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
1.74386197
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
82.244593125
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
0.0257013525
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
5.2152112625000004
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
67.159201475
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
0.0033990314475
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
0.3639022155
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
76.01550499224807
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
0.0039047394186046513
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
0.7962977278294574
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
97.53628586111111
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
training time (s)· 2024-04-03
32.70688272222222
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
64.411995
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
0.002132688384
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
0.4368925492
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
96.45206821296297
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
0.13853210805555555
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
28.108453657407406
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
66.600249390625
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
0.00539390185625
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
1.09766276640625
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
64.0324565
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
0.001991239006666667
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
0.4082341586666667
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
77.22383009090909
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
0.03399095902272727
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
6.902407668181818
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
76.74075019178083
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
0.0024966474219178083
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
0.5100849124657535
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
97.74267144736841
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
0.12781473060526316
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
25.946418210526314
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
83.72681281081081
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
0.0021593195945945947
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
0.44246931054054056
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
62.982488281250006
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
0.018060430625
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
3.6105500875
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
67.48655605
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
0.0360850438
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
7.327161445
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
78.6240163
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
0.00903317618
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
1.74386197
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
82.244593125
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
0.0257013525
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
5.2152112625000004
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
67.159201475
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
0.0033990314475
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
0.3639022155
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
76.01550499224807
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
0.0039047394186046513
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
0.7962977278294574
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
97.53628586111111
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
training time (s)· 2024-04-03
32.70688272222222
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
64.411995
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
0.002132688384
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
0.4368925492
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
96.45206821296297
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
0.13853210805555555
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
28.108453657407406
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
66.600249390625
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
0.00539390185625
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
1.09766276640625
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
64.0324565
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
0.001991239006666667
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
0.4082341586666667
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
77.22383009090909
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
0.03399095902272727
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
6.902407668181818
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
76.74075019178083
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
0.0024966474219178083
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
0.5100849124657535
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
97.74267144736841
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
0.12781473060526316
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
25.946418210526314
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
83.72681281081081
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
0.0021593195945945947
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
0.44246931054054056
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
62.982488281250006
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
0.018060430625
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
3.6105500875
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
67.48655605
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
0.0360850438
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
7.327161445
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
78.6240163
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
0.00903317618
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
1.74386197
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
82.244593125
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
0.0257013525
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
5.2152112625000004
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
67.159201475
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
0.0033990314475
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
0.3639022155
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
76.01550499224807
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
0.0039047394186046513
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
0.7962977278294574
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
97.53628586111111
best: 98.46594386111111 (XDAWNCov + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
ERPonHuebner2018 MOABB
training time (s)· 2024-04-03
32.70688272222222
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
64.411995
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
0.002132688384
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
0.4368925492
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
96.45206821296297
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
0.13853210805555555
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
28.108453657407406
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
66.600249390625
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
0.00539390185625
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
1.09766276640625
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
64.0324565
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
0.001991239006666667
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
0.4082341586666667
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
77.22383009090909
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
0.03399095902272727
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
6.902407668181818
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
76.74075019178083
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
0.0024966474219178083
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
0.5100849124657535
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
97.74267144736841
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
0.12781473060526316
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
25.946418210526314
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
83.72681281081081
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
0.0021593195945945947
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
0.44246931054054056
best: 18.323774763157896 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319