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Models/EEGNet-8,2

EEGNet-8,2

Reported on 318 benchmarks across 6 tasks · 1 paper

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

Medical426 results

  • Brain DecodingonPhysionetMotorImagery MOABB
    Accuracy· 2024-04-03
    29.03593889908257
    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
    0.024848891426605502
    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
    10.598362683486238
    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
    35.3514286
    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
    10.5262206565
    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
    34.2388724
    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
    43.958333875
    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
    2.673163054
    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
    9.24752825
    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
    60.46380244444445
    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
    0.1871718811111111
    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
    21.723354222222223
    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
    83.33782725
    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
    0.16457950333333335
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.622367166666667
    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
    76.98508007142857
    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
    0.9416739878571428
    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
    214.51948785714285
    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
    59.552752311926604
    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
    2.5409163972477065
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.154883428440368
    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
    69.498559
    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
    0.07430071106666666
    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
    8.935735724444443
    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
    66.4564741
    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
    0.7898681898000001
    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
    19.67945195
    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
    83.0155557
    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
    0.9723642659999999
    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
    117.19713259999999
    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
    57.98850574712644
    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
    9.758972163218392
    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
    53.113962264367814
    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
    80.20351621428571
    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
    0.13953920821428573
    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
    87.55805742857142
    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
    66.78533653846154
    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
    0.09790713498076922
    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
    22.314706884615383
    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
    77.15268383333334
    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
    0.12332580900000001
    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
    14.563619111111112
    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
    65.67222222222222
    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
    0.06521628261574074
    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
    14.961433282407407
    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
    94.84044641666665
    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
    0.11864727041666667
    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
    13.72778775
    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
    88.55026438888889
    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
    0.16107902277777777
    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
    18.505341833333333
    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
    78.1468433
    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
    4.84414613
    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
    24.251992
    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
    94.58252499999999
    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
    0.09276203341666667
    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
    11.2586846
    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
    90.43214285714286
    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
    0.14237826092857142
    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
    17.193978785714286
    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
    96.49739557142858
    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
    6.778447587857142
    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
    91.89510485714287
    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
    73.77573903669725
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7542787600917431
    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
    14.662491354128441
    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
    83.93415214285714
    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
    0.14752584
    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
    16.83683
    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
    54.19855455555555
    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
    0.11595792811111111
    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
    13.1632145
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.21616533875
    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
    22.844518
    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
    80.3845744375
    best: 84.68838325 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonEPFLP300 MOABB
    training time (s)· 2024-04-03
    15.535605484375
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    87.13865323076924
    best: 88.82306907692308 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonSosulski2019 MOABB
    training time (s)· 2024-04-03
    169.22427923076924
    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
    81.1056664
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2015-003 MOABB
    training time (s)· 2024-04-03
    21.2605219
    best: 31.673819200000004 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    85.91137825
    best: 85.99520425 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBNCI2014-008 MOABB
    training time (s)· 2024-04-03
    31.55059125
    best: 48.9808785 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    86.3244051904762
    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
    15.87339438095238
    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
    86.79717793023256
    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
    14.414908054263565
    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
    98.17509305555555
    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
    78.75188250000001
    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
    87.1327338
    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
    16.79750712
    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
    97.85841548148149
    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
    109.5753095
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    82.089285546875
    best: 86.65828684375 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    17.4438248203125
    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
    91.3685305
    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
    11.758606149999999
    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
    82.65727052272726
    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
    36.372572295454546
    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
    85.40249767123287
    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
    13.898916060273972
    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
    98.28146008108108
    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
    73.38250045945946
    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
    80.14453618421052
    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
    11.691945342105264
    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
    44.135803
    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
    4.711782822222222
    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
    27.500000000000004
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM3 MOABB
    training time (s)· 2024-04-03
    5.74253287
    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
    24.56
    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
    26.034414199999997
    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
    43.029499
    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
    23.1336158
    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
    64.42592592592592
    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
    13.879997119444445
    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
    43.5187945
    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
    7.561273683333333
    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
    29.03593889908257
    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
    0.024848891426605502
    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
    10.598362683486238
    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
    35.3514286
    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
    10.5262206565
    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
    34.2388724
    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
    43.958333875
    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
    2.673163054
    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
    9.24752825
    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
    60.46380244444445
    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
    0.1871718811111111
    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
    21.723354222222223
    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
    83.33782725
    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
    0.16457950333333335
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.622367166666667
    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
    76.98508007142857
    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
    0.9416739878571428
    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
    214.51948785714285
    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
    59.552752311926604
    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
    2.5409163972477065
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.154883428440368
    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
    69.498559
    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
    0.07430071106666666
    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
    8.935735724444443
    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
    66.4564741
    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
    0.7898681898000001
    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
    19.67945195
    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
    83.0155557
    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
    0.9723642659999999
    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
    117.19713259999999
    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
    57.98850574712644
    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
    9.758972163218392
    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
    53.113962264367814
    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
    80.20351621428571
    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
    0.13953920821428573
    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
    87.55805742857142
    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
    66.78533653846154
    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
    0.09790713498076922
    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
    22.314706884615383
    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
    77.15268383333334
    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
    0.12332580900000001
    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
    14.563619111111112
    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
    65.67222222222222
    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
    0.06521628261574074
    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
    14.961433282407407
    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
    94.84044641666665
    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
    0.11864727041666667
    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
    13.72778775
    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
    88.55026438888889
    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
    0.16107902277777777
    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
    18.505341833333333
    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
    78.1468433
    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
    4.84414613
    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
    24.251992
    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
    94.58252499999999
    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
    0.09276203341666667
    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
    11.2586846
    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
    90.43214285714286
    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
    0.14237826092857142
    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
    17.193978785714286
    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
    96.49739557142858
    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
    6.778447587857142
    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
    91.89510485714287
    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
    73.77573903669725
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7542787600917431
    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
    14.662491354128441
    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
    83.93415214285714
    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
    0.14752584
    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
    16.83683
    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
    54.19855455555555
    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
    0.11595792811111111
    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
    13.1632145
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.21616533875
    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
    22.844518
    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
    80.3845744375
    best: 84.68838325 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonEPFLP300 MOABB
    training time (s)· 2024-04-03
    15.535605484375
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    87.13865323076924
    best: 88.82306907692308 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonSosulski2019 MOABB
    training time (s)· 2024-04-03
    169.22427923076924
    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
    81.1056664
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2015-003 MOABB
    training time (s)· 2024-04-03
    21.2605219
    best: 31.673819200000004 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    85.91137825
    best: 85.99520425 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBNCI2014-008 MOABB
    training time (s)· 2024-04-03
    31.55059125
    best: 48.9808785 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    86.3244051904762
    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
    15.87339438095238
    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
    86.79717793023256
    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
    14.414908054263565
    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
    98.17509305555555
    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
    78.75188250000001
    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
    87.1327338
    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
    16.79750712
    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
    97.85841548148149
    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
    109.5753095
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    82.089285546875
    best: 86.65828684375 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    17.4438248203125
    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
    91.3685305
    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
    11.758606149999999
    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
    82.65727052272726
    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
    36.372572295454546
    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
    85.40249767123287
    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
    13.898916060273972
    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
    98.28146008108108
    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
    73.38250045945946
    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
    80.14453618421052
    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
    11.691945342105264
    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
    44.135803
    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
    4.711782822222222
    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
    27.500000000000004
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM3 MOABB
    training time (s)· 2024-04-03
    5.74253287
    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
    24.56
    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
    26.034414199999997
    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
    43.029499
    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
    23.1336158
    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
    64.42592592592592
    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
    13.879997119444445
    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
    43.5187945
    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
    7.561273683333333
    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
    29.03593889908257
    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
    0.024848891426605502
    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
    10.598362683486238
    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
    35.3514286
    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
    10.5262206565
    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
    34.2388724
    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
    43.958333875
    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
    2.673163054
    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
    9.24752825
    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
    60.46380244444445
    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
    0.1871718811111111
    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
    21.723354222222223
    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
    83.33782725
    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
    0.16457950333333335
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.622367166666667
    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
    76.98508007142857
    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
    0.9416739878571428
    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
    214.51948785714285
    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
    59.552752311926604
    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
    2.5409163972477065
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.154883428440368
    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
    69.498559
    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
    0.07430071106666666
    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
    8.935735724444443
    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
    66.4564741
    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
    0.7898681898000001
    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
    19.67945195
    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
    83.0155557
    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
    0.9723642659999999
    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
    117.19713259999999
    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
    57.98850574712644
    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
    9.758972163218392
    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
    53.113962264367814
    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
    80.20351621428571
    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
    0.13953920821428573
    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
    87.55805742857142
    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
    66.78533653846154
    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
    0.09790713498076922
    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
    22.314706884615383
    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
    77.15268383333334
    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
    0.12332580900000001
    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
    14.563619111111112
    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
    65.67222222222222
    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
    0.06521628261574074
    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
    14.961433282407407
    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
    94.84044641666665
    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
    0.11864727041666667
    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
    13.72778775
    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
    88.55026438888889
    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
    0.16107902277777777
    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
    18.505341833333333
    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
    78.1468433
    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
    4.84414613
    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
    24.251992
    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
    94.58252499999999
    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
    0.09276203341666667
    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
    11.2586846
    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
    90.43214285714286
    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
    0.14237826092857142
    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
    17.193978785714286
    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
    96.49739557142858
    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
    6.778447587857142
    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
    91.89510485714287
    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
    73.77573903669725
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7542787600917431
    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
    14.662491354128441
    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
    83.93415214285714
    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
    0.14752584
    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
    16.83683
    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
    54.19855455555555
    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
    0.11595792811111111
    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
    13.1632145
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Motor ImageryonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.21616533875
    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
    22.844518
    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
    29.03593889908257
    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
    0.024848891426605502
    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
    10.598362683486238
    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
    35.3514286
    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
    10.5262206565
    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
    34.2388724
    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
    43.958333875
    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
    2.673163054
    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
    9.24752825
    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
    60.46380244444445
    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
    0.1871718811111111
    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
    21.723354222222223
    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
    83.33782725
    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
    0.16457950333333335
    best: 0.29802479833333334 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonZhou2016 MOABB
    training time (s)· 2024-04-03
    18.622367166666667
    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
    76.98508007142857
    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
    0.9416739878571428
    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
    214.51948785714285
    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
    59.552752311926604
    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
    2.5409163972477065
    best: 2.8861695403669723 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    training time (s)· 2024-04-03
    12.154883428440368
    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
    69.498559
    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
    0.07430071106666666
    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
    8.935735724444443
    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
    66.4564741
    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
    0.7898681898000001
    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
    19.67945195
    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
    83.0155557
    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
    0.9723642659999999
    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
    117.19713259999999
    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
    57.98850574712644
    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
    9.758972163218392
    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
    53.113962264367814
    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
    80.20351621428571
    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
    0.13953920821428573
    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
    87.55805742857142
    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
    66.78533653846154
    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
    0.09790713498076922
    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
    22.314706884615383
    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
    77.15268383333334
    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
    0.12332580900000001
    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
    14.563619111111112
    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
    65.67222222222222
    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
    0.06521628261574074
    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
    14.961433282407407
    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
    94.84044641666665
    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
    0.11864727041666667
    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
    13.72778775
    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
    88.55026438888889
    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
    0.16107902277777777
    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
    18.505341833333333
    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
    78.1468433
    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
    4.84414613
    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
    24.251992
    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
    94.58252499999999
    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
    0.09276203341666667
    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
    11.2586846
    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
    90.43214285714286
    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
    0.14237826092857142
    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
    17.193978785714286
    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
    96.49739557142858
    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
    6.778447587857142
    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
    91.89510485714287
    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
    73.77573903669725
    best: 94.27232417431192 (TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonPhysionetMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.7542787600917431
    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
    14.662491354128441
    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
    83.93415214285714
    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
    0.14752584
    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
    16.83683
    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
    54.19855455555555
    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
    0.11595792811111111
    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
    13.1632145
    best: 38.20503083333333 (ACM + TS + SVM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    AUC-ROC· 2024-04-03
    64.21875
    best: 83.75 (TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Within-Session Motor ImageryonAlexandreMotorImagery MOABB
    CO2 Emission (g)· 2024-04-03
    0.21616533875
    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
    22.844518
    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
    80.3845744375
    best: 84.68838325 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonEPFLP300 MOABB
    training time (s)· 2024-04-03
    15.535605484375
    best: 35.690736875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonSosulski2019 MOABB
    AUC-ROC· 2024-04-03
    87.13865323076924
    best: 88.82306907692308 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonSosulski2019 MOABB
    training time (s)· 2024-04-03
    169.22427923076924
    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
    81.1056664
    best: 83.0813024 (XDAWNCov + MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2015-003 MOABB
    training time (s)· 2024-04-03
    21.2605219
    best: 31.673819200000004 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-008 MOABB
    AUC-ROC· 2024-04-03
    85.91137825
    best: 85.99520425 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBNCI2014-008 MOABB
    training time (s)· 2024-04-03
    31.55059125
    best: 48.9808785 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonCattan2019-VR MOABB
    AUC-ROC· 2024-04-03
    86.3244051904762
    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
    15.87339438095238
    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
    86.79717793023256
    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
    14.414908054263565
    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
    98.17509305555555
    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
    78.75188250000001
    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
    87.1327338
    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
    16.79750712
    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
    97.85841548148149
    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
    109.5753095
    best: 6374.80394962963 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014a MOABB
    AUC-ROC· 2024-04-03
    82.089285546875
    best: 86.65828684375 (EEGITNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • ERPonBrainInvaders2014a MOABB
    training time (s)· 2024-04-03
    17.4438248203125
    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
    91.3685305
    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
    11.758606149999999
    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
    82.65727052272726
    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
    36.372572295454546
    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
    85.40249767123287
    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
    13.898916060273972
    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
    98.28146008108108
    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
    73.38250045945946
    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
    80.14453618421052
    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
    11.691945342105264
    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
    44.135803
    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
    4.711782822222222
    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
    27.500000000000004
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM3 MOABB
    training time (s)· 2024-04-03
    5.74253287
    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
    24.56
    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
    26.034414199999997
    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
    43.029499
    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
    23.1336158
    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
    64.42592592592592
    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
    13.879997119444445
    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
    43.5187945
    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
    7.561273683333333
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319