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Models/ShallowConvNet

ShallowConvNet

Reported on 318 benchmarks across 6 tasks · 1 paper · 18 SOTA

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

Medical426 results

  • Brain DecodingonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    3.21283768775
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    1877.5478428571428
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-MI MOABB
    training time (s)· 2024-04-03
    52.18373611111111
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM2 MOABB
    training time (s)· 2024-04-03
    1620.974344
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM1 MOABB
    training time (s)· 2024-04-03
    3920.421198
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    3.21283768775
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    1877.5478428571428
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-MI MOABB
    training time (s)· 2024-04-03
    52.18373611111111
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM2 MOABB
    training time (s)· 2024-04-03
    1620.974344
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM1 MOABB
    training time (s)· 2024-04-03
    3920.421198
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    3.21283768775
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    1877.5478428571428
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonLee2019-MI MOABB
    training time (s)· 2024-04-03
    52.18373611111111
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    3.21283768775
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    1877.5478428571428
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonLee2019-MI MOABB
    training time (s)· 2024-04-03
    52.18373611111111
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM2 MOABB
    training time (s)· 2024-04-03
    1620.974344
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM1 MOABB
    training time (s)· 2024-04-03
    3920.421198
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    Accuracy· 2024-04-03
    41.87124210091743
    best: 59.934408990825695 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.038677560009174314
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    15.891879321100918
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    Accuracy· 2024-04-03
    48.9364276
    best: 64.3835718 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    22.743277258
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    training time (s)· 2024-04-03
    100.2113981
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    Accuracy· 2024-04-03
    50.00000075
    best: 69.79166675 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    12.9602863125
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    Accuracy· 2024-04-03
    72.47227177777778
    best: 77.88163016666667 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.394738715
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    45.877247277777776
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    Accuracy· 2024-04-03
    85.02304108333334
    best: 85.85246441666668 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.21728041750000002
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    training time (s)· 2024-04-03
    24.664789916666667
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    Accuracy· 2024-04-03
    85.13492092857142
    best: 85.52905985714287 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    2.612351642857143
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    65.1939347614679
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    2.6320094714220184
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.345875044954127
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-004 MOABB
    AUC-ROC· 2024-04-03
    72.35971368888889
    best: 82.0049287111111 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.05743548577777778
    best: 0.14387416055555555 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-004 MOABB
    training time (s)· 2024-04-03
    6.921017688888888
    best: 15.25518438888889 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    79.0972572
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    7.357279468
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    training time (s)· 2024-04-03
    61.683436400000005
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonGrosseWentrup2009 MOABB
    AUC-ROC· 2024-04-03
    86.52888920000001
    best: 89.2466661 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonGrosseWentrup2009 MOABB
    CO2 Emission (g)· 2024-04-03
    2.3070343
    best: 21.6308037 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonGrosseWentrup2009 MOABB
    training time (s)· 2024-04-03
    277.2352575
    best: 422.45747300000005 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonShin2017A MOABB
    AUC-ROC· 2024-04-03
    60.80459770114942
    best: 72.29885057471265 (CSP + LDA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonShin2017A MOABB
    CO2 Emission (g)· 2024-04-03
    13.571865731034483
    best: 21.768854620689655 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonShin2017A MOABB
    training time (s)· 2024-04-03
    73.86500129885057
    best: 118.47680619540229 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    84.81764307142858
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.48519369357142855
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    268.71988714285715
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCho2017 MOABB
    AUC-ROC· 2024-04-03
    73.83557690384616
    best: 76.2289796153846 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCho2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.058521977903846154
    best: 1.8557469153846153 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCho2017 MOABB
    training time (s)· 2024-04-03
    46.979712846153845
    best: 62.31514830769231 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    86.16591022222222
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23767624
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    28.300448333333332
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-MI MOABB
    AUC-ROC· 2024-04-03
    75.82777777777778
    best: 84.74444444444444 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-MI MOABB
    CO2 Emission (g)· 2024-04-03
    0.0627169262962963
    best: 0.8164949121481482 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    95.65019116666667
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1549817675
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.007408791666666
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    93.00151144444445
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23494162666666668
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    27.16444661111111
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    88.696109
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    19.651363984
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWeibo2014 MOABB
    training time (s)· 2024-04-03
    84.42076999999999
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    97.06439391666666
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1509912575
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.427412083333333
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-001 MOABB
    AUC-ROC· 2024-04-03
    91.40714285714286
    best: 92.30178571428571 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.240711847
    best: 0.9452996678571429 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-001 MOABB
    training time (s)· 2024-04-03
    29.228367535714284
    best: 41.56138553571429 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    98.05647592857143
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    40.59940300142857
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    320.2012192857143
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    74.75147803669724
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7205820762752294
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.103473417431193
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-002 MOABB
    AUC-ROC· 2024-04-03
    87.600446
    best: 87.645089 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-002 MOABB
    CO2 Emission (g)· 2024-04-03
    0.242558344
    best: 0.44054961000000004 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-002 MOABB
    training time (s)· 2024-04-03
    27.519666214285714
    best: 40.932428357142854 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-004 MOABB
    AUC-ROC· 2024-04-03
    57.22930833333333
    best: 62.55243744444444 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.17052666777777778
    best: 0.9881697544444444 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-004 MOABB
    training time (s)· 2024-04-03
    19.448256999999998
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.274686495
    best: 3.21283768775
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    29.150003124999998
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonEPFLP300 MOABB
    AUC-ROC· 2024-04-03
    75.556908
    best: 84.68838325 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonEPFLP300 MOABB
    training time (s)· 2024-04-03
    15.697078703125
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    78.35273161538461
    best: 88.82306907692308 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSosulski2019 MOABB
    training time (s)· 2024-04-03
    215.27583423076925
    best: 292.10557615384613 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-003 MOABB
    AUC-ROC· 2024-04-03
    64.19801570000001
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-003 MOABB
    training time (s)· 2024-04-03
    24.1188684
    best: 31.673819200000004 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    81.07391687500001
    best: 85.99520425 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-008 MOABB
    training time (s)· 2024-04-03
    27.2347555
    best: 48.9808785 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    80.03306880952381
    best: 90.677777575 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCattan2019-VR MOABB
    training time (s)· 2024-04-03
    13.902749985714287
    best: 23.31658614285714 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2015a MOABB
    AUC-ROC· 2024-04-03
    59.55947582945736
    best: 93.05381111627908 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2015a MOABB
    training time (s)· 2024-04-03
    15.322640255813955
    best: 199.32986724031008 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonHuebner2018 MOABB
    AUC-ROC· 2024-04-03
    89.71045811111111
    best: 98.46594386111111 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonHuebner2018 MOABB
    training time (s)· 2024-04-03
    1587.3318289166666
    best: 4893.720471111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2012 MOABB
    AUC-ROC· 2024-04-03
    77.06215808
    best: 90.98646704 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2012 MOABB
    training time (s)· 2024-04-03
    12.831535652
    best: 43.42852808000001 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-ERP MOABB
    AUC-ROC· 2024-04-03
    77.4085946574074
    best: 98.40814827777777 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-ERP MOABB
    training time (s)· 2024-04-03
    4598.484442222222
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    63.189278171874996
    best: 86.65828684375 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    11.1103096703125
    best: 40.16552703125 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-009 MOABB
    AUC-ROC· 2024-04-03
    85.12375750000001
    best: 93.42633376666666 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-009 MOABB
    training time (s)· 2024-04-03
    10.642818243333332
    best: 14.724422183333333 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2015b MOABB
    AUC-ROC· 2024-04-03
    73.19578579545454
    best: 84.55596702272726 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2015b MOABB
    training time (s)· 2024-04-03
    50.65970795454545
    best: 105.33800122727274 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2013a MOABB
    AUC-ROC· 2024-04-03
    74.50491942465753
    best: 92.71220376712328 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2013a MOABB
    training time (s)· 2024-04-03
    9.185006005479453
    best: 25.649349828767125 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonHuebner2017 MOABB
    AUC-ROC· 2024-04-03
    90.959699
    best: 98.68678031578948 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonHuebner2017 MOABB
    training time (s)· 2024-04-03
    1543.135988162162
    best: 4185.744198918919 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014b MOABB
    AUC-ROC· 2024-04-03
    63.752483210526314
    best: 91.88114464864864 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014b MOABB
    training time (s)· 2024-04-03
    8.105964836842105
    best: 18.323774763157896 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonNakanishi2015 MOABB
    Accuracy· 2024-04-03
    57.469136
    best: 99.19753077777779 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonNakanishi2015 MOABB
    training time (s)· 2024-04-03
    6.811167988888889
    best: 35.36092722222222 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM3 MOABB
    Accuracy· 2024-04-03
    33.1
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM3 MOABB
    training time (s)· 2024-04-03
    5.90452088
    best: 22.5295867 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM2 MOABB
    Accuracy· 2024-04-03
    25.840000000000003
    best: 39.36 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM1 MOABB
    Accuracy· 2024-04-03
    36.03516260000001
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    69.3611111111111
    best: 97.77777777777777 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-SSVEP MOABB
    training time (s)· 2024-04-03
    33.26947674074074
    best: 191.3021131111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonKalunga2016 MOABB
    Accuracy· 2024-04-03
    54.420178166666666
    best: 70.89385925 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonKalunga2016 MOABB
    training time (s)· 2024-04-03
    6.559657266666666
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    Accuracy· 2024-04-03
    41.87124210091743
    best: 59.934408990825695 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.038677560009174314
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    15.891879321100918
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    Accuracy· 2024-04-03
    48.9364276
    best: 64.3835718 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    22.743277258
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    training time (s)· 2024-04-03
    100.2113981
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    Accuracy· 2024-04-03
    50.00000075
    best: 69.79166675 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    12.9602863125
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    Accuracy· 2024-04-03
    72.47227177777778
    best: 77.88163016666667 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.394738715
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    45.877247277777776
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    Accuracy· 2024-04-03
    85.02304108333334
    best: 85.85246441666668 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.21728041750000002
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    training time (s)· 2024-04-03
    24.664789916666667
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    Accuracy· 2024-04-03
    85.13492092857142
    best: 85.52905985714287 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    2.612351642857143
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    65.1939347614679
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    2.6320094714220184
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.345875044954127
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-004 MOABB
    AUC-ROC· 2024-04-03
    72.35971368888889
    best: 82.0049287111111 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.05743548577777778
    best: 0.14387416055555555 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-004 MOABB
    training time (s)· 2024-04-03
    6.921017688888888
    best: 15.25518438888889 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    79.0972572
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    7.357279468
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    training time (s)· 2024-04-03
    61.683436400000005
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonGrosseWentrup2009 MOABB
    AUC-ROC· 2024-04-03
    86.52888920000001
    best: 89.2466661 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonGrosseWentrup2009 MOABB
    CO2 Emission (g)· 2024-04-03
    2.3070343
    best: 21.6308037 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonGrosseWentrup2009 MOABB
    training time (s)· 2024-04-03
    277.2352575
    best: 422.45747300000005 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonShin2017A MOABB
    AUC-ROC· 2024-04-03
    60.80459770114942
    best: 72.29885057471265 (CSP + LDA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonShin2017A MOABB
    CO2 Emission (g)· 2024-04-03
    13.571865731034483
    best: 21.768854620689655 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonShin2017A MOABB
    training time (s)· 2024-04-03
    73.86500129885057
    best: 118.47680619540229 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    84.81764307142858
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.48519369357142855
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    268.71988714285715
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonCho2017 MOABB
    AUC-ROC· 2024-04-03
    73.83557690384616
    best: 76.2289796153846 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonCho2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.058521977903846154
    best: 1.8557469153846153 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonCho2017 MOABB
    training time (s)· 2024-04-03
    46.979712846153845
    best: 62.31514830769231 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    86.16591022222222
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23767624
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    28.300448333333332
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-MI MOABB
    AUC-ROC· 2024-04-03
    75.82777777777778
    best: 84.74444444444444 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-MI MOABB
    CO2 Emission (g)· 2024-04-03
    0.0627169262962963
    best: 0.8164949121481482 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    95.65019116666667
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1549817675
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.007408791666666
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    93.00151144444445
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23494162666666668
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    27.16444661111111
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    88.696109
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    19.651363984
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWeibo2014 MOABB
    training time (s)· 2024-04-03
    84.42076999999999
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    97.06439391666666
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1509912575
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.427412083333333
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-001 MOABB
    AUC-ROC· 2024-04-03
    91.40714285714286
    best: 92.30178571428571 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.240711847
    best: 0.9452996678571429 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-001 MOABB
    training time (s)· 2024-04-03
    29.228367535714284
    best: 41.56138553571429 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    98.05647592857143
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    40.59940300142857
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    320.2012192857143
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    74.75147803669724
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7205820762752294
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.103473417431193
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-002 MOABB
    AUC-ROC· 2024-04-03
    87.600446
    best: 87.645089 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-002 MOABB
    CO2 Emission (g)· 2024-04-03
    0.242558344
    best: 0.44054961000000004 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-002 MOABB
    training time (s)· 2024-04-03
    27.519666214285714
    best: 40.932428357142854 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-004 MOABB
    AUC-ROC· 2024-04-03
    57.22930833333333
    best: 62.55243744444444 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.17052666777777778
    best: 0.9881697544444444 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-004 MOABB
    training time (s)· 2024-04-03
    19.448256999999998
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.274686495
    best: 3.21283768775
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    29.150003124999998
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonEPFLP300 MOABB
    AUC-ROC· 2024-04-03
    75.556908
    best: 84.68838325 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonEPFLP300 MOABB
    training time (s)· 2024-04-03
    15.697078703125
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    78.35273161538461
    best: 88.82306907692308 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSosulski2019 MOABB
    training time (s)· 2024-04-03
    215.27583423076925
    best: 292.10557615384613 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-003 MOABB
    AUC-ROC· 2024-04-03
    64.19801570000001
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-003 MOABB
    training time (s)· 2024-04-03
    24.1188684
    best: 31.673819200000004 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    81.07391687500001
    best: 85.99520425 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-008 MOABB
    training time (s)· 2024-04-03
    27.2347555
    best: 48.9808785 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    80.03306880952381
    best: 90.677777575 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonCattan2019-VR MOABB
    training time (s)· 2024-04-03
    13.902749985714287
    best: 23.31658614285714 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2015a MOABB
    AUC-ROC· 2024-04-03
    59.55947582945736
    best: 93.05381111627908 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2015a MOABB
    training time (s)· 2024-04-03
    15.322640255813955
    best: 199.32986724031008 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonHuebner2018 MOABB
    AUC-ROC· 2024-04-03
    89.71045811111111
    best: 98.46594386111111 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonHuebner2018 MOABB
    training time (s)· 2024-04-03
    1587.3318289166666
    best: 4893.720471111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2012 MOABB
    AUC-ROC· 2024-04-03
    77.06215808
    best: 90.98646704 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2012 MOABB
    training time (s)· 2024-04-03
    12.831535652
    best: 43.42852808000001 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-ERP MOABB
    AUC-ROC· 2024-04-03
    77.4085946574074
    best: 98.40814827777777 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-ERP MOABB
    training time (s)· 2024-04-03
    4598.484442222222
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    63.189278171874996
    best: 86.65828684375 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    11.1103096703125
    best: 40.16552703125 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-009 MOABB
    AUC-ROC· 2024-04-03
    85.12375750000001
    best: 93.42633376666666 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-009 MOABB
    training time (s)· 2024-04-03
    10.642818243333332
    best: 14.724422183333333 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2015b MOABB
    AUC-ROC· 2024-04-03
    73.19578579545454
    best: 84.55596702272726 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2015b MOABB
    training time (s)· 2024-04-03
    50.65970795454545
    best: 105.33800122727274 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2013a MOABB
    AUC-ROC· 2024-04-03
    74.50491942465753
    best: 92.71220376712328 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2013a MOABB
    training time (s)· 2024-04-03
    9.185006005479453
    best: 25.649349828767125 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonHuebner2017 MOABB
    AUC-ROC· 2024-04-03
    90.959699
    best: 98.68678031578948 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonHuebner2017 MOABB
    training time (s)· 2024-04-03
    1543.135988162162
    best: 4185.744198918919 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2014b MOABB
    AUC-ROC· 2024-04-03
    63.752483210526314
    best: 91.88114464864864 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2014b MOABB
    training time (s)· 2024-04-03
    8.105964836842105
    best: 18.323774763157896 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonNakanishi2015 MOABB
    Accuracy· 2024-04-03
    57.469136
    best: 99.19753077777779 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonNakanishi2015 MOABB
    training time (s)· 2024-04-03
    6.811167988888889
    best: 35.36092722222222 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM3 MOABB
    Accuracy· 2024-04-03
    33.1
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM3 MOABB
    training time (s)· 2024-04-03
    5.90452088
    best: 22.5295867 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM2 MOABB
    Accuracy· 2024-04-03
    25.840000000000003
    best: 39.36 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM1 MOABB
    Accuracy· 2024-04-03
    36.03516260000001
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    69.3611111111111
    best: 97.77777777777777 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-SSVEP MOABB
    training time (s)· 2024-04-03
    33.26947674074074
    best: 191.3021131111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonKalunga2016 MOABB
    Accuracy· 2024-04-03
    54.420178166666666
    best: 70.89385925 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonKalunga2016 MOABB
    training time (s)· 2024-04-03
    6.559657266666666
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    Accuracy· 2024-04-03
    41.87124210091743
    best: 59.934408990825695 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.038677560009174314
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    15.891879321100918
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    Accuracy· 2024-04-03
    48.9364276
    best: 64.3835718 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    22.743277258
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    training time (s)· 2024-04-03
    100.2113981
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    Accuracy· 2024-04-03
    50.00000075
    best: 69.79166675 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    12.9602863125
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    Accuracy· 2024-04-03
    72.47227177777778
    best: 77.88163016666667 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.394738715
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    45.877247277777776
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    Accuracy· 2024-04-03
    85.02304108333334
    best: 85.85246441666668 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.21728041750000002
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    24.664789916666667
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    Accuracy· 2024-04-03
    85.13492092857142
    best: 85.52905985714287 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    2.612351642857143
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    65.1939347614679
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    2.6320094714220184
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.345875044954127
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-004 MOABB
    AUC-ROC· 2024-04-03
    72.35971368888889
    best: 82.0049287111111 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.05743548577777778
    best: 0.14387416055555555 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-004 MOABB
    training time (s)· 2024-04-03
    6.921017688888888
    best: 15.25518438888889 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    79.0972572
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    7.357279468
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    training time (s)· 2024-04-03
    61.683436400000005
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonGrosseWentrup2009 MOABB
    AUC-ROC· 2024-04-03
    86.52888920000001
    best: 89.2466661 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonGrosseWentrup2009 MOABB
    CO2 Emission (g)· 2024-04-03
    2.3070343
    best: 21.6308037 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonGrosseWentrup2009 MOABB
    training time (s)· 2024-04-03
    277.2352575
    best: 422.45747300000005 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonShin2017A MOABB
    AUC-ROC· 2024-04-03
    60.80459770114942
    best: 72.29885057471265 (CSP + LDA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonShin2017A MOABB
    CO2 Emission (g)· 2024-04-03
    13.571865731034483
    best: 21.768854620689655 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonShin2017A MOABB
    training time (s)· 2024-04-03
    73.86500129885057
    best: 118.47680619540229 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    84.81764307142858
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.48519369357142855
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    268.71988714285715
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonCho2017 MOABB
    AUC-ROC· 2024-04-03
    73.83557690384616
    best: 76.2289796153846 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonCho2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.058521977903846154
    best: 1.8557469153846153 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonCho2017 MOABB
    training time (s)· 2024-04-03
    46.979712846153845
    best: 62.31514830769231 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    86.16591022222222
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23767624
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    28.300448333333332
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonLee2019-MI MOABB
    AUC-ROC· 2024-04-03
    75.82777777777778
    best: 84.74444444444444 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonLee2019-MI MOABB
    CO2 Emission (g)· 2024-04-03
    0.0627169262962963
    best: 0.8164949121481482 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    95.65019116666667
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1549817675
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.007408791666666
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    93.00151144444445
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23494162666666668
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    27.16444661111111
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    88.696109
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    19.651363984
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonWeibo2014 MOABB
    training time (s)· 2024-04-03
    84.42076999999999
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    97.06439391666666
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1509912575
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.427412083333333
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2015-001 MOABB
    AUC-ROC· 2024-04-03
    91.40714285714286
    best: 92.30178571428571 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2015-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.240711847
    best: 0.9452996678571429 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2015-001 MOABB
    training time (s)· 2024-04-03
    29.228367535714284
    best: 41.56138553571429 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    98.05647592857143
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    40.59940300142857
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    320.2012192857143
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    74.75147803669724
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7205820762752294
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.103473417431193
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-002 MOABB
    AUC-ROC· 2024-04-03
    87.600446
    best: 87.645089 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-002 MOABB
    CO2 Emission (g)· 2024-04-03
    0.242558344
    best: 0.44054961000000004 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2014-002 MOABB
    training time (s)· 2024-04-03
    27.519666214285714
    best: 40.932428357142854 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2015-004 MOABB
    AUC-ROC· 2024-04-03
    57.22930833333333
    best: 62.55243744444444 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2015-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.17052666777777778
    best: 0.9881697544444444 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonBNCI2015-004 MOABB
    training time (s)· 2024-04-03
    19.448256999999998
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.274686495
    best: 3.21283768775
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    29.150003124999998
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    Accuracy· 2024-04-03
    41.87124210091743
    best: 59.934408990825695 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.038677560009174314
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    15.891879321100918
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    Accuracy· 2024-04-03
    48.9364276
    best: 64.3835718 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    22.743277258
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    training time (s)· 2024-04-03
    100.2113981
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    Accuracy· 2024-04-03
    50.00000075
    best: 69.79166675 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    12.9602863125
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    Accuracy· 2024-04-03
    72.47227177777778
    best: 77.88163016666667 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.394738715
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    45.877247277777776
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    Accuracy· 2024-04-03
    85.02304108333334
    best: 85.85246441666668 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.21728041750000002
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    24.664789916666667
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    Accuracy· 2024-04-03
    85.13492092857142
    best: 85.52905985714287 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    2.612351642857143
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    65.1939347614679
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    2.6320094714220184
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.345875044954127
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-004 MOABB
    AUC-ROC· 2024-04-03
    72.35971368888889
    best: 82.0049287111111 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.05743548577777778
    best: 0.14387416055555555 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-004 MOABB
    training time (s)· 2024-04-03
    6.921017688888888
    best: 15.25518438888889 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    79.0972572
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    7.357279468
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    training time (s)· 2024-04-03
    61.683436400000005
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonGrosseWentrup2009 MOABB
    AUC-ROC· 2024-04-03
    86.52888920000001
    best: 89.2466661 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonGrosseWentrup2009 MOABB
    CO2 Emission (g)· 2024-04-03
    2.3070343
    best: 21.6308037 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonGrosseWentrup2009 MOABB
    training time (s)· 2024-04-03
    277.2352575
    best: 422.45747300000005 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonShin2017A MOABB
    AUC-ROC· 2024-04-03
    60.80459770114942
    best: 72.29885057471265 (CSP + LDA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonShin2017A MOABB
    CO2 Emission (g)· 2024-04-03
    13.571865731034483
    best: 21.768854620689655 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonShin2017A MOABB
    training time (s)· 2024-04-03
    73.86500129885057
    best: 118.47680619540229 (EEGTCNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    84.81764307142858
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.48519369357142855
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    268.71988714285715
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonCho2017 MOABB
    AUC-ROC· 2024-04-03
    73.83557690384616
    best: 76.2289796153846 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonCho2017 MOABB
    CO2 Emission (g)· 2024-04-03
    0.058521977903846154
    best: 1.8557469153846153 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonCho2017 MOABB
    training time (s)· 2024-04-03
    46.979712846153845
    best: 62.31514830769231 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    86.16591022222222
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23767624
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    28.300448333333332
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonLee2019-MI MOABB
    AUC-ROC· 2024-04-03
    75.82777777777778
    best: 84.74444444444444 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonLee2019-MI MOABB
    CO2 Emission (g)· 2024-04-03
    0.0627169262962963
    best: 0.8164949121481482 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    95.65019116666667
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1549817675
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.007408791666666
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    AUC-ROC· 2024-04-03
    93.00151144444445
    best: 97.25585694444443 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.23494162666666668
    best: 1.7743017888888888 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-001 MOABB
    training time (s)· 2024-04-03
    27.16444661111111
    best: 147.7146591111111 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    AUC-ROC· 2024-04-03
    88.696109
    best: 93.39429239999998 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    CO2 Emission (g)· 2024-04-03
    19.651363984
    best: 35.190156514 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonWeibo2014 MOABB
    training time (s)· 2024-04-03
    84.42076999999999
    best: 677.4126650000001 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    97.06439391666666
    best: 97.20956825 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.1509912575
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.427412083333333
    best: 129.06390283333334 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2015-001 MOABB
    AUC-ROC· 2024-04-03
    91.40714285714286
    best: 92.30178571428571 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2015-001 MOABB
    CO2 Emission (g)· 2024-04-03
    0.240711847
    best: 0.9452996678571429 (FBCSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2015-001 MOABB
    training time (s)· 2024-04-03
    29.228367535714284
    best: 41.56138553571429 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    AUC-ROC· 2024-04-03
    98.05647592857143
    best: 98.9680807142857 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    CO2 Emission (g)· 2024-04-03
    40.59940300142857
    best: 42.28841732428571 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonSchirrmeister2017 MOABB
    training time (s)· 2024-04-03
    320.2012192857143
    best: 1877.5478428571428
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    74.75147803669724
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7205820762752294
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.103473417431193
    best: 1190.5449858715597 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-002 MOABB
    AUC-ROC· 2024-04-03
    87.600446
    best: 87.645089 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-002 MOABB
    CO2 Emission (g)· 2024-04-03
    0.242558344
    best: 0.44054961000000004 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2014-002 MOABB
    training time (s)· 2024-04-03
    27.519666214285714
    best: 40.932428357142854 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2015-004 MOABB
    AUC-ROC· 2024-04-03
    57.22930833333333
    best: 62.55243744444444 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2015-004 MOABB
    CO2 Emission (g)· 2024-04-03
    0.17052666777777778
    best: 0.9881697544444444 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonBNCI2015-004 MOABB
    training time (s)· 2024-04-03
    19.448256999999998
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.274686495
    best: 3.21283768775
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    29.150003124999998
    best: 44.612727875000004 (CSP + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonEPFLP300 MOABB
    AUC-ROC· 2024-04-03
    75.556908
    best: 84.68838325 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonEPFLP300 MOABB
    training time (s)· 2024-04-03
    15.697078703125
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    78.35273161538461
    best: 88.82306907692308 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonSosulski2019 MOABB
    training time (s)· 2024-04-03
    215.27583423076925
    best: 292.10557615384613 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2015-003 MOABB
    AUC-ROC· 2024-04-03
    64.19801570000001
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2015-003 MOABB
    training time (s)· 2024-04-03
    24.1188684
    best: 31.673819200000004 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    81.07391687500001
    best: 85.99520425 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-008 MOABB
    training time (s)· 2024-04-03
    27.2347555
    best: 48.9808785 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    80.03306880952381
    best: 90.677777575 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonCattan2019-VR MOABB
    training time (s)· 2024-04-03
    13.902749985714287
    best: 23.31658614285714 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2015a MOABB
    AUC-ROC· 2024-04-03
    59.55947582945736
    best: 93.05381111627908 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2015a MOABB
    training time (s)· 2024-04-03
    15.322640255813955
    best: 199.32986724031008 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonHuebner2018 MOABB
    AUC-ROC· 2024-04-03
    89.71045811111111
    best: 98.46594386111111 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonHuebner2018 MOABB
    training time (s)· 2024-04-03
    1587.3318289166666
    best: 4893.720471111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2012 MOABB
    AUC-ROC· 2024-04-03
    77.06215808
    best: 90.98646704 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2012 MOABB
    training time (s)· 2024-04-03
    12.831535652
    best: 43.42852808000001 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonLee2019-ERP MOABB
    AUC-ROC· 2024-04-03
    77.4085946574074
    best: 98.40814827777777 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonLee2019-ERP MOABB
    training time (s)· 2024-04-03
    4598.484442222222
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    63.189278171874996
    best: 86.65828684375 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    11.1103096703125
    best: 40.16552703125 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-009 MOABB
    AUC-ROC· 2024-04-03
    85.12375750000001
    best: 93.42633376666666 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-009 MOABB
    training time (s)· 2024-04-03
    10.642818243333332
    best: 14.724422183333333 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2015b MOABB
    AUC-ROC· 2024-04-03
    73.19578579545454
    best: 84.55596702272726 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2015b MOABB
    training time (s)· 2024-04-03
    50.65970795454545
    best: 105.33800122727274 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2013a MOABB
    AUC-ROC· 2024-04-03
    74.50491942465753
    best: 92.71220376712328 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2013a MOABB
    training time (s)· 2024-04-03
    9.185006005479453
    best: 25.649349828767125 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonHuebner2017 MOABB
    AUC-ROC· 2024-04-03
    90.959699
    best: 98.68678031578948 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonHuebner2017 MOABB
    training time (s)· 2024-04-03
    1543.135988162162
    best: 4185.744198918919 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014b MOABB
    AUC-ROC· 2024-04-03
    63.752483210526314
    best: 91.88114464864864 (XDAWNCov + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014b MOABB
    training time (s)· 2024-04-03
    8.105964836842105
    best: 18.323774763157896 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonNakanishi2015 MOABB
    Accuracy· 2024-04-03
    57.469136
    best: 99.19753077777779 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonNakanishi2015 MOABB
    training time (s)· 2024-04-03
    6.811167988888889
    best: 35.36092722222222 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM3 MOABB
    Accuracy· 2024-04-03
    33.1
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM3 MOABB
    training time (s)· 2024-04-03
    5.90452088
    best: 22.5295867 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM2 MOABB
    Accuracy· 2024-04-03
    25.840000000000003
    best: 39.36 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM1 MOABB
    Accuracy· 2024-04-03
    36.03516260000001
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    69.3611111111111
    best: 97.77777777777777 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonLee2019-SSVEP MOABB
    training time (s)· 2024-04-03
    33.26947674074074
    best: 191.3021131111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonKalunga2016 MOABB
    Accuracy· 2024-04-03
    54.420178166666666
    best: 70.89385925 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonKalunga2016 MOABB
    training time (s)· 2024-04-03
    6.559657266666666
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319