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Models/EEGITNet

EEGITNet

Reported on 318 benchmarks across 6 tasks · 1 paper · 15 SOTA

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

Medical426 results

  • Brain DecodingonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    88.82306907692308
    SOTA
    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
    31.673819200000004
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    85.99520425
    SOTA
    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
    48.9808785
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    86.65828684375
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    88.82306907692308
    SOTA
    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
    31.673819200000004
    SOTA
    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
    85.99520425
    SOTA
    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
    48.9808785
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    86.65828684375
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    88.82306907692308
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2015-003 MOABB
    training time (s)· 2024-04-03
    31.673819200000004
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    85.99520425
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-008 MOABB
    training time (s)· 2024-04-03
    48.9808785
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    86.65828684375
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    Accuracy· 2024-04-03
    26.154798385321104
    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
    0.4149273854862385
    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
    13.559821752293578
    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
    25.7807146
    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
    13.394392257000002
    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
    43.4866037
    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
    36.041667
    best: 69.79166675 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    1.109086602625
    best: 3.21283768775 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    9.4757763125
    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
    35.54681733333334
    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
    0.1578935777777778
    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
    18.299775611111112
    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
    50.67784558333334
    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
    0.16801267050000002
    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
    19.01079075
    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
    70.44199514285714
    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
    1.478115302857143
    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
    336.80249142857144
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    52.70922529357799
    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
    2.407468192660551
    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
    11.497989633027524
    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
    65.09554904444444
    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
    0.09232083362222221
    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
    11.108478222222223
    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
    59.3464601
    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
    1.1843646793
    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
    20.2672368
    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
    72.18666590000001
    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
    0.8872510549999999
    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
    106.55474389999999
    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
    52.18390804597701
    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
    8.672446098850575
    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
    47.200400390804596
    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
    74.66472221428572
    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
    0.19887899714285712
    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
    113.00491099999999
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCho2017 MOABB
    AUC-ROC· 2024-04-03
    57.196153846153855
    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
    0.11474572860576923
    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
    26.596911269230766
    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
    75.27399844444444
    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
    0.1597577938888889
    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
    18.952416222222222
    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
    59.166666666666664
    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
    0.08459861206481481
    best: 0.8164949121481482 (ACM + TS + SVM)
    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
    19.277117560185186
    best: 52.18373611111111 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    69.41324841666666
    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
    0.12495182708333334
    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
    14.432597083333334
    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
    75.98148133333333
    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
    0.14507292438888889
    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
    16.651739888888887
    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
    62.538903499999996
    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
    7.962777576000001
    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
    19.2195519
    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
    80.40247383333333
    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
    0.10409523749999999
    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
    12.826676
    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
    71.94642857142857
    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
    0.16193158389285714
    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
    19.546656482142858
    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
    96.04328542857142
    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
    6.278272536428571
    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
    130.05448907142858
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    54.69051987155964
    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
    1.4469922132752293
    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
    14.05607252293578
    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
    70.89843778571428
    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
    0.14692778499999998
    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
    16.739025642857143
    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
    51.408021500000004
    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
    0.14264759755555556
    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
    16.165079277777778
    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
    47.5
    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
    0.23635414124999998
    best: 3.21283768775 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    25.280098125
    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
    84.0994343125
    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
    28.6127446875
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSosulski2019 MOABB
    training time (s)· 2024-04-03
    254.26117153846155
    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
    81.8696517
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    89.4212960952381
    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
    22.83087557142857
    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
    90.70906591472868
    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
    19.85593708914729
    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
    87.6017086111111
    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
    2489.9952416666665
    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
    89.64630072
    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
    19.83932564
    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
    96.81215804629629
    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
    468.54065999999995
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    22.878644265625
    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
    92.20581209999999
    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
    14.687204666666666
    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
    83.33420745454546
    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
    51.57266440909091
    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
    90.01125384931507
    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
    16.593567684931507
    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
    95.78304654054055
    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
    675.4294938108109
    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
    86.26866734210526
    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
    15.856247092105264
    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
    80.86419722222222
    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
    8.040663722222222
    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
    25
    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
    6.796000050000001
    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
    22.72
    best: 39.36 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM2 MOABB
    training time (s)· 2024-04-03
    34.195504299999996
    best: 1620.974344 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM1 MOABB
    Accuracy· 2024-04-03
    58.0691632
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM1 MOABB
    training time (s)· 2024-04-03
    39.6391611
    best: 3920.421198 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    86.8425925925926
    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
    23.24565614351852
    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
    24.79779866666667
    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
    6.9656671333333335
    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
    26.154798385321104
    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
    0.4149273854862385
    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
    13.559821752293578
    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
    25.7807146
    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
    13.394392257000002
    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
    43.4866037
    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
    36.041667
    best: 69.79166675 (TS + EL)
    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
    1.109086602625
    best: 3.21283768775 (ShallowConvNet)
    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
    9.4757763125
    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
    35.54681733333334
    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
    0.1578935777777778
    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
    18.299775611111112
    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
    50.67784558333334
    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
    0.16801267050000002
    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
    19.01079075
    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
    70.44199514285714
    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
    1.478115302857143
    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
    336.80249142857144
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    52.70922529357799
    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
    2.407468192660551
    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
    11.497989633027524
    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
    65.09554904444444
    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
    0.09232083362222221
    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
    11.108478222222223
    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
    59.3464601
    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
    1.1843646793
    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
    20.2672368
    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
    72.18666590000001
    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
    0.8872510549999999
    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
    106.55474389999999
    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
    52.18390804597701
    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
    8.672446098850575
    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
    47.200400390804596
    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
    74.66472221428572
    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
    0.19887899714285712
    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
    113.00491099999999
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonCho2017 MOABB
    AUC-ROC· 2024-04-03
    57.196153846153855
    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
    0.11474572860576923
    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
    26.596911269230766
    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
    75.27399844444444
    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
    0.1597577938888889
    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
    18.952416222222222
    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
    59.166666666666664
    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
    0.08459861206481481
    best: 0.8164949121481482 (ACM + TS + SVM)
    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
    19.277117560185186
    best: 52.18373611111111 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    69.41324841666666
    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
    0.12495182708333334
    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
    14.432597083333334
    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
    75.98148133333333
    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
    0.14507292438888889
    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
    16.651739888888887
    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
    62.538903499999996
    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
    7.962777576000001
    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
    19.2195519
    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
    80.40247383333333
    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
    0.10409523749999999
    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
    12.826676
    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
    71.94642857142857
    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
    0.16193158389285714
    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
    19.546656482142858
    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
    96.04328542857142
    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
    6.278272536428571
    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
    130.05448907142858
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    54.69051987155964
    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
    1.4469922132752293
    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
    14.05607252293578
    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
    70.89843778571428
    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
    0.14692778499999998
    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
    16.739025642857143
    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
    51.408021500000004
    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
    0.14264759755555556
    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
    16.165079277777778
    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
    47.5
    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
    0.23635414124999998
    best: 3.21283768775 (ShallowConvNet)
    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
    25.280098125
    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
    84.0994343125
    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
    28.6127446875
    best: 35.690736875 (EEGNeX)
    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
    254.26117153846155
    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
    81.8696517
    best: 83.0813024 (XDAWNCov + MDM)
    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
    89.4212960952381
    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
    22.83087557142857
    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
    90.70906591472868
    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
    19.85593708914729
    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
    87.6017086111111
    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
    2489.9952416666665
    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
    89.64630072
    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
    19.83932564
    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
    96.81215804629629
    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
    468.54065999999995
    best: 6374.80394962963 (EEGNeX)
    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
    22.878644265625
    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
    92.20581209999999
    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
    14.687204666666666
    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
    83.33420745454546
    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
    51.57266440909091
    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
    90.01125384931507
    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
    16.593567684931507
    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
    95.78304654054055
    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
    675.4294938108109
    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
    86.26866734210526
    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
    15.856247092105264
    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
    80.86419722222222
    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
    8.040663722222222
    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
    25
    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
    6.796000050000001
    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
    22.72
    best: 39.36 (SSVEP_TS + LR)
    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
    34.195504299999996
    best: 1620.974344 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM1 MOABB
    Accuracy· 2024-04-03
    58.0691632
    best: 67.1084639 (EEGNeX)
    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
    39.6391611
    best: 3920.421198 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    86.8425925925926
    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
    23.24565614351852
    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
    24.79779866666667
    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
    6.9656671333333335
    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
    26.154798385321104
    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
    0.4149273854862385
    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
    13.559821752293578
    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
    25.7807146
    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
    13.394392257000002
    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
    43.4866037
    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
    36.041667
    best: 69.79166675 (TS + EL)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    1.109086602625
    best: 3.21283768775 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    9.4757763125
    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
    35.54681733333334
    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
    0.1578935777777778
    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
    18.299775611111112
    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
    50.67784558333334
    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
    0.16801267050000002
    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
    19.01079075
    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
    70.44199514285714
    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
    1.478115302857143
    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
    336.80249142857144
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    52.70922529357799
    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
    2.407468192660551
    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
    11.497989633027524
    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
    65.09554904444444
    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
    0.09232083362222221
    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
    11.108478222222223
    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
    59.3464601
    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
    1.1843646793
    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
    20.2672368
    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
    72.18666590000001
    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
    0.8872510549999999
    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
    106.55474389999999
    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
    52.18390804597701
    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
    8.672446098850575
    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
    47.200400390804596
    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
    74.66472221428572
    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
    0.19887899714285712
    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
    113.00491099999999
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonCho2017 MOABB
    AUC-ROC· 2024-04-03
    57.196153846153855
    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
    0.11474572860576923
    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
    26.596911269230766
    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
    75.27399844444444
    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
    0.1597577938888889
    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
    18.952416222222222
    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
    59.166666666666664
    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
    0.08459861206481481
    best: 0.8164949121481482 (ACM + TS + SVM)
    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
    19.277117560185186
    best: 52.18373611111111 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    AUC-ROC· 2024-04-03
    69.41324841666666
    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
    0.12495182708333334
    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
    14.432597083333334
    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
    75.98148133333333
    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
    0.14507292438888889
    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
    16.651739888888887
    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
    62.538903499999996
    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
    7.962777576000001
    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
    19.2195519
    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
    80.40247383333333
    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
    0.10409523749999999
    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
    12.826676
    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
    71.94642857142857
    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
    0.16193158389285714
    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
    19.546656482142858
    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
    96.04328542857142
    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
    6.278272536428571
    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
    130.05448907142858
    best: 1877.5478428571428 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    AUC-ROC· 2024-04-03
    54.69051987155964
    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
    1.4469922132752293
    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
    14.05607252293578
    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
    70.89843778571428
    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
    0.14692778499999998
    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
    16.739025642857143
    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
    51.408021500000004
    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
    0.14264759755555556
    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
    16.165079277777778
    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
    47.5
    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
    0.23635414124999998
    best: 3.21283768775 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    training time (s)· 2024-04-03
    25.280098125
    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
    26.154798385321104
    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
    0.4149273854862385
    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
    13.559821752293578
    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
    25.7807146
    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
    13.394392257000002
    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
    43.4866037
    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
    36.041667
    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
    CO2 Emission (g)· 2024-04-03
    1.109086602625
    best: 3.21283768775 (ShallowConvNet)
    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
    9.4757763125
    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
    35.54681733333334
    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
    0.1578935777777778
    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
    18.299775611111112
    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
    50.67784558333334
    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
    0.16801267050000002
    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
    19.01079075
    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
    70.44199514285714
    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
    1.478115302857143
    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
    336.80249142857144
    best: 1877.5478428571428 (ShallowConvNet)
    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
    52.70922529357799
    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
    2.407468192660551
    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
    11.497989633027524
    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
    65.09554904444444
    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
    0.09232083362222221
    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
    11.108478222222223
    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
    59.3464601
    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
    1.1843646793
    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
    20.2672368
    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
    72.18666590000001
    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
    0.8872510549999999
    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
    106.55474389999999
    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
    52.18390804597701
    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
    8.672446098850575
    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
    47.200400390804596
    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
    74.66472221428572
    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
    0.19887899714285712
    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
    113.00491099999999
    best: 1877.5478428571428 (ShallowConvNet)
    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
    57.196153846153855
    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
    0.11474572860576923
    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
    26.596911269230766
    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
    75.27399844444444
    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
    0.1597577938888889
    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
    18.952416222222222
    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
    59.166666666666664
    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
    0.08459861206481481
    best: 0.8164949121481482 (ACM + TS + SVM)
    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
    19.277117560185186
    best: 52.18373611111111 (ShallowConvNet)
    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
    69.41324841666666
    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
    0.12495182708333334
    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
    14.432597083333334
    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
    75.98148133333333
    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
    0.14507292438888889
    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
    16.651739888888887
    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
    62.538903499999996
    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
    7.962777576000001
    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
    19.2195519
    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
    80.40247383333333
    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
    0.10409523749999999
    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
    12.826676
    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
    71.94642857142857
    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
    0.16193158389285714
    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
    19.546656482142858
    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
    96.04328542857142
    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
    6.278272536428571
    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
    130.05448907142858
    best: 1877.5478428571428 (ShallowConvNet)
    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
    54.69051987155964
    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
    1.4469922132752293
    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
    14.05607252293578
    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
    70.89843778571428
    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
    0.14692778499999998
    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
    16.739025642857143
    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
    51.408021500000004
    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
    0.14264759755555556
    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
    16.165079277777778
    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
    47.5
    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
    0.23635414124999998
    best: 3.21283768775 (ShallowConvNet)
    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
    25.280098125
    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
    84.0994343125
    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
    28.6127446875
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonSosulski2019 MOABB
    training time (s)· 2024-04-03
    254.26117153846155
    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
    81.8696517
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    89.4212960952381
    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
    22.83087557142857
    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
    90.70906591472868
    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
    19.85593708914729
    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
    87.6017086111111
    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
    2489.9952416666665
    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
    89.64630072
    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
    19.83932564
    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
    96.81215804629629
    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
    468.54065999999995
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    22.878644265625
    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
    92.20581209999999
    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
    14.687204666666666
    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
    83.33420745454546
    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
    51.57266440909091
    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
    90.01125384931507
    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
    16.593567684931507
    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
    95.78304654054055
    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
    675.4294938108109
    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
    86.26866734210526
    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
    15.856247092105264
    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
    80.86419722222222
    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
    8.040663722222222
    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
    25
    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
    6.796000050000001
    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
    22.72
    best: 39.36 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM2 MOABB
    training time (s)· 2024-04-03
    34.195504299999996
    best: 1620.974344 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM1 MOABB
    Accuracy· 2024-04-03
    58.0691632
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM1 MOABB
    training time (s)· 2024-04-03
    39.6391611
    best: 3920.421198 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    86.8425925925926
    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
    23.24565614351852
    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
    24.79779866666667
    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
    6.9656671333333335
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319