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Models/SSVEP_TS + SVM

SSVEP_TS + SVM

Reported on 63 benchmarks across 3 tasks · 1 paper

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

Medical63 results

Brain DecodingonNakanishi2015 MOABB
Accuracy· 2024-04-03
86.29629577777777
best: 99.19753077777779 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonNakanishi2015 MOABB
CO2 Emission (g)· 2024-04-03
0.07978009122222222
best: 0.10513940711111111 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonNakanishi2015 MOABB
training time (s)· 2024-04-03
4.098129833333334
best: 35.36092722222222 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM3 MOABB
Accuracy· 2024-04-03
40.199999999999996
best: 42.1 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM3 MOABB
CO2 Emission (g)· 2024-04-03
0.0252171588
best: 0.0317322511 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM3 MOABB
training time (s)· 2024-04-03
1.36490621
best: 22.5295867 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM2 MOABB
Accuracy· 2024-04-03
34.8
best: 39.36 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM2 MOABB
CO2 Emission (g)· 2024-04-03
16.319102700000002
best: 21.4845976 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM2 MOABB
training time (s)· 2024-04-03
791.885326
best: 1620.974344 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM1 MOABB
Accuracy· 2024-04-03
50.57987980000001
best: 67.1084639 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM1 MOABB
CO2 Emission (g)· 2024-04-03
12.962970100000001
best: 16.1321347 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM1 MOABB
training time (s)· 2024-04-03
657.646162
best: 3920.421198 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWang2016 MOABB
Accuracy· 2024-04-03
59.58333323529412
best: 98.97058994117646 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWang2016 MOABB
CO2 Emission (g)· 2024-04-03
0.016185734488235293
best: 0.35510938491176475 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWang2016 MOABB
training time (s)· 2024-04-03
27.371970164705882
best: 51.168803294117644 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-SSVEP MOABB
Accuracy· 2024-04-03
88.58333333333334
best: 97.77777777777777 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-SSVEP MOABB
CO2 Emission (g)· 2024-04-03
0.10468667306481481
best: 0.25070370964814814 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-SSVEP MOABB
training time (s)· 2024-04-03
14.65914484722222
best: 191.3021131111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonKalunga2016 MOABB
Accuracy· 2024-04-03
68.94949916666667
best: 70.89385925 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonKalunga2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0022165178750000003
best: 0.002602688875 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonKalunga2016 MOABB
training time (s)· 2024-04-03
0.130249698
best: 10.771992875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonNakanishi2015 MOABB
Accuracy· 2024-04-03
86.29629577777777
best: 99.19753077777779 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonNakanishi2015 MOABB
CO2 Emission (g)· 2024-04-03
0.07978009122222222
best: 0.10513940711111111 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonNakanishi2015 MOABB
training time (s)· 2024-04-03
4.098129833333334
best: 35.36092722222222 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM3 MOABB
Accuracy· 2024-04-03
40.199999999999996
best: 42.1 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM3 MOABB
CO2 Emission (g)· 2024-04-03
0.0252171588
best: 0.0317322511 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM3 MOABB
training time (s)· 2024-04-03
1.36490621
best: 22.5295867 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM2 MOABB
Accuracy· 2024-04-03
34.8
best: 39.36 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM2 MOABB
CO2 Emission (g)· 2024-04-03
16.319102700000002
best: 21.4845976 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM2 MOABB
training time (s)· 2024-04-03
791.885326
best: 1620.974344 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM1 MOABB
Accuracy· 2024-04-03
50.57987980000001
best: 67.1084639 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM1 MOABB
CO2 Emission (g)· 2024-04-03
12.962970100000001
best: 16.1321347 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM1 MOABB
training time (s)· 2024-04-03
657.646162
best: 3920.421198 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWang2016 MOABB
Accuracy· 2024-04-03
59.58333323529412
best: 98.97058994117646 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWang2016 MOABB
CO2 Emission (g)· 2024-04-03
0.016185734488235293
best: 0.35510938491176475 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWang2016 MOABB
training time (s)· 2024-04-03
27.371970164705882
best: 51.168803294117644 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-SSVEP MOABB
Accuracy· 2024-04-03
88.58333333333334
best: 97.77777777777777 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-SSVEP MOABB
CO2 Emission (g)· 2024-04-03
0.10468667306481481
best: 0.25070370964814814 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-SSVEP MOABB
training time (s)· 2024-04-03
14.65914484722222
best: 191.3021131111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonKalunga2016 MOABB
Accuracy· 2024-04-03
68.94949916666667
best: 70.89385925 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonKalunga2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0022165178750000003
best: 0.002602688875 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonKalunga2016 MOABB
training time (s)· 2024-04-03
0.130249698
best: 10.771992875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonNakanishi2015 MOABB
Accuracy· 2024-04-03
86.29629577777777
best: 99.19753077777779 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonNakanishi2015 MOABB
CO2 Emission (g)· 2024-04-03
0.07978009122222222
best: 0.10513940711111111 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonNakanishi2015 MOABB
training time (s)· 2024-04-03
4.098129833333334
best: 35.36092722222222 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM3 MOABB
Accuracy· 2024-04-03
40.199999999999996
best: 42.1 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM3 MOABB
CO2 Emission (g)· 2024-04-03
0.0252171588
best: 0.0317322511 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM3 MOABB
training time (s)· 2024-04-03
1.36490621
best: 22.5295867 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM2 MOABB
Accuracy· 2024-04-03
34.8
best: 39.36 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM2 MOABB
CO2 Emission (g)· 2024-04-03
16.319102700000002
best: 21.4845976 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM2 MOABB
training time (s)· 2024-04-03
791.885326
best: 1620.974344 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM1 MOABB
Accuracy· 2024-04-03
50.57987980000001
best: 67.1084639 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM1 MOABB
CO2 Emission (g)· 2024-04-03
12.962970100000001
best: 16.1321347 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM1 MOABB
training time (s)· 2024-04-03
657.646162
best: 3920.421198 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonWang2016 MOABB
Accuracy· 2024-04-03
59.58333323529412
best: 98.97058994117646 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonWang2016 MOABB
CO2 Emission (g)· 2024-04-03
0.016185734488235293
best: 0.35510938491176475 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonWang2016 MOABB
training time (s)· 2024-04-03
27.371970164705882
best: 51.168803294117644 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonLee2019-SSVEP MOABB
Accuracy· 2024-04-03
88.58333333333334
best: 97.77777777777777 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonLee2019-SSVEP MOABB
CO2 Emission (g)· 2024-04-03
0.10468667306481481
best: 0.25070370964814814 (TRCA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonLee2019-SSVEP MOABB
training time (s)· 2024-04-03
14.65914484722222
best: 191.3021131111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonKalunga2016 MOABB
Accuracy· 2024-04-03
68.94949916666667
best: 70.89385925 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonKalunga2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0022165178750000003
best: 0.002602688875 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonKalunga2016 MOABB
training time (s)· 2024-04-03
0.130249698
best: 10.771992875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319