TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/SSVEP_MDM

SSVEP_MDM

Reported on 63 benchmarks across 3 tasks · 1 paper · 15 SOTA

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

Medical63 results

  • Brain DecodingonNakanishi2015 MOABB
    CO2 Emission (g)· 2024-04-03
    0.10513940711111111
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM2 MOABB
    CO2 Emission (g)· 2024-04-03
    21.4845976
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM1 MOABB
    CO2 Emission (g)· 2024-04-03
    16.1321347
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonKalunga2016 MOABB
    Accuracy· 2024-04-03
    70.89385925
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonKalunga2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.002602688875
    SOTA
    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
    0.10513940711111111
    SOTA
    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
    21.4845976
    SOTA
    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
    16.1321347
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain Computer InterfaceonKalunga2016 MOABB
    Accuracy· 2024-04-03
    70.89385925
    SOTA
    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
    0.002602688875
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonNakanishi2015 MOABB
    CO2 Emission (g)· 2024-04-03
    0.10513940711111111
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM2 MOABB
    CO2 Emission (g)· 2024-04-03
    21.4845976
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM1 MOABB
    CO2 Emission (g)· 2024-04-03
    16.1321347
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonKalunga2016 MOABB
    Accuracy· 2024-04-03
    70.89385925
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonKalunga2016 MOABB
    CO2 Emission (g)· 2024-04-03
    0.002602688875
    SOTA
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonNakanishi2015 MOABB
    Accuracy· 2024-04-03
    78.76543211111111
    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
    5.3561836
    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
    34.4
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonMAMEM3 MOABB
    CO2 Emission (g)· 2024-04-03
    0.028922213000000002
    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
    1.56297961
    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
    23.12
    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
    1028.1009
    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
    27.3128415
    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
    824.9421399999999
    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
    54.76715661764706
    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
    0.014037612047058824
    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
    19.76784232352941
    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
    74.81818181818181
    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
    0.11398800675324675
    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
    15.961555350649352
    best: 191.3021131111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • Brain DecodingonKalunga2016 MOABB
    training time (s)· 2024-04-03
    0.16333881583333335
    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
    78.76543211111111
    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
    5.3561836
    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
    34.4
    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
    CO2 Emission (g)· 2024-04-03
    0.028922213000000002
    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
    1.56297961
    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
    23.12
    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
    1028.1009
    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
    27.3128415
    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
    824.9421399999999
    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
    54.76715661764706
    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
    0.014037612047058824
    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
    19.76784232352941
    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
    74.81818181818181
    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
    0.11398800675324675
    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
    15.961555350649352
    best: 191.3021131111111 (EEGNeX)
    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
    0.16333881583333335
    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
    78.76543211111111
    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
    5.3561836
    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
    34.4
    best: 42.1 (SSVEP_TS + LR)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonMAMEM3 MOABB
    CO2 Emission (g)· 2024-04-03
    0.028922213000000002
    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
    1.56297961
    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
    23.12
    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
    1028.1009
    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
    27.3128415
    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
    824.9421399999999
    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
    54.76715661764706
    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
    0.014037612047058824
    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
    19.76784232352941
    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
    74.81818181818181
    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
    0.11398800675324675
    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
    15.961555350649352
    best: 191.3021131111111 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319
  • SSVEPonKalunga2016 MOABB
    training time (s)· 2024-04-03
    0.16333881583333335
    best: 10.771992875 (EEGNeX)
    The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkarXiv:2404.15319