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Models/SSVEP_TS + LR

SSVEP_TS + LR

Reported on 63 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Medical63 results

  • Brain DecodingonMAMEM3 MOABB
    Accuracy· 2024-04-03
    42.1
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM2 MOABB
    Accuracy· 2024-04-03
    39.36
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM3 MOABB
    Accuracy· 2024-04-03
    42.1
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM2 MOABB
    Accuracy· 2024-04-03
    39.36
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM3 MOABB
    Accuracy· 2024-04-03
    42.1
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM2 MOABB
    Accuracy· 2024-04-03
    39.36
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonNakanishi2015 MOABB
    Accuracy· 2024-04-03
    87.22222211111111
    best: 99.19753077777779 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonNakanishi2015 MOABB
    CO2 Emission (g)· 2024-04-03
    0.08959895766666666
    best: 0.10513940711111111 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonNakanishi2015 MOABB
    training time (s)· 2024-04-03
    4.598894566666667
    best: 35.36092722222222 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM3 MOABB
    CO2 Emission (g)· 2024-04-03
    0.026997567
    best: 0.0317322511 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM3 MOABB
    training time (s)· 2024-04-03
    1.46499837
    best: 22.5295867 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM2 MOABB
    CO2 Emission (g)· 2024-04-03
    17.0932925
    best: 21.4845976 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM2 MOABB
    training time (s)· 2024-04-03
    840.129991
    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
    53.70517730000001
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM1 MOABB
    CO2 Emission (g)· 2024-04-03
    13.59719356
    best: 16.1321347 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM1 MOABB
    training time (s)· 2024-04-03
    698.7826769999999
    best: 3920.421198 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWang2016 MOABB
    Accuracy· 2024-04-03
    67.52450958823529
    best: 98.97058994117646 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWang2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.014626497973529412
    best: 0.35510938491176475 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonWang2016 MOABB
    training time (s)· 2024-04-03
    23.87455808235294
    best: 51.168803294117644 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    89.44444444444444
    best: 97.77777777777777 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonLee2019-SSVEP MOABB
    CO2 Emission (g)· 2024-04-03
    0.11153871532407408
    best: 0.25070370964814814 (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
    15.61881037037037
    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
    70.86472991666666
    best: 70.89385925 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonKalunga2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.0021011706583333335
    best: 0.002602688875 (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
    0.13897842158333332
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonNakanishi2015 MOABB
    Accuracy· 2024-04-03
    87.22222211111111
    best: 99.19753077777779 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonNakanishi2015 MOABB
    CO2 Emission (g)· 2024-04-03
    0.08959895766666666
    best: 0.10513940711111111 (SSVEP_MDM)
    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
    4.598894566666667
    best: 35.36092722222222 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM3 MOABB
    CO2 Emission (g)· 2024-04-03
    0.026997567
    best: 0.0317322511 (TRCA)
    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
    1.46499837
    best: 22.5295867 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM2 MOABB
    CO2 Emission (g)· 2024-04-03
    17.0932925
    best: 21.4845976 (SSVEP_MDM)
    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
    840.129991
    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
    53.70517730000001
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonMAMEM1 MOABB
    CO2 Emission (g)· 2024-04-03
    13.59719356
    best: 16.1321347 (SSVEP_MDM)
    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
    698.7826769999999
    best: 3920.421198 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWang2016 MOABB
    Accuracy· 2024-04-03
    67.52450958823529
    best: 98.97058994117646 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWang2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.014626497973529412
    best: 0.35510938491176475 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonWang2016 MOABB
    training time (s)· 2024-04-03
    23.87455808235294
    best: 51.168803294117644 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    89.44444444444444
    best: 97.77777777777777 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonLee2019-SSVEP MOABB
    CO2 Emission (g)· 2024-04-03
    0.11153871532407408
    best: 0.25070370964814814 (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
    15.61881037037037
    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
    70.86472991666666
    best: 70.89385925 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonKalunga2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.0021011706583333335
    best: 0.002602688875 (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
    0.13897842158333332
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonNakanishi2015 MOABB
    Accuracy· 2024-04-03
    87.22222211111111
    best: 99.19753077777779 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonNakanishi2015 MOABB
    CO2 Emission (g)· 2024-04-03
    0.08959895766666666
    best: 0.10513940711111111 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonNakanishi2015 MOABB
    training time (s)· 2024-04-03
    4.598894566666667
    best: 35.36092722222222 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM3 MOABB
    CO2 Emission (g)· 2024-04-03
    0.026997567
    best: 0.0317322511 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM3 MOABB
    training time (s)· 2024-04-03
    1.46499837
    best: 22.5295867 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM2 MOABB
    CO2 Emission (g)· 2024-04-03
    17.0932925
    best: 21.4845976 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM2 MOABB
    training time (s)· 2024-04-03
    840.129991
    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
    53.70517730000001
    best: 67.1084639 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM1 MOABB
    CO2 Emission (g)· 2024-04-03
    13.59719356
    best: 16.1321347 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM1 MOABB
    training time (s)· 2024-04-03
    698.7826769999999
    best: 3920.421198 (ShallowConvNet)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonWang2016 MOABB
    Accuracy· 2024-04-03
    67.52450958823529
    best: 98.97058994117646 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonWang2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.014626497973529412
    best: 0.35510938491176475 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonWang2016 MOABB
    training time (s)· 2024-04-03
    23.87455808235294
    best: 51.168803294117644 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonLee2019-SSVEP MOABB
    Accuracy· 2024-04-03
    89.44444444444444
    best: 97.77777777777777 (TRCA)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonLee2019-SSVEP MOABB
    CO2 Emission (g)· 2024-04-03
    0.11153871532407408
    best: 0.25070370964814814 (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
    15.61881037037037
    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
    70.86472991666666
    best: 70.89385925 (SSVEP_MDM)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonKalunga2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.0021011706583333335
    best: 0.002602688875 (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
    0.13897842158333332
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319