LogVar + SVM

Reported on 120 benchmarks across 4 tasks · 1 paper

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

Medical120 results

Brain DecodingonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
62.34913353211009
best: 94.27232417431192 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonPhysionetMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.0016599262179357798
best: 2.8861695403669723 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonPhysionetMotorImagery MOABB
training time (s)· 2024-04-03
3.982814494036697
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-004 MOABB
AUC-ROC· 2024-04-03
78.29806786666667
best: 82.0049287111111 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-004 MOABB
CO2 Emission (g)· 2024-04-03
0.0008958152281111112
best: 0.14387416055555555 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-004 MOABB
training time (s)· 2024-04-03
2.0932973742222223
best: 15.25518438888889 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
AUC-ROC· 2024-04-03
74.852519
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.00979238033
best: 35.190156514 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
training time (s)· 2024-04-03
19.02302114
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonGrosseWentrup2009 MOABB
AUC-ROC· 2024-04-03
81.7311101
best: 89.2466661 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonGrosseWentrup2009 MOABB
CO2 Emission (g)· 2024-04-03
0.00362474352
best: 21.6308037 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonGrosseWentrup2009 MOABB
training time (s)· 2024-04-03
6.762669579999999
best: 422.45747300000005 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonShin2017A MOABB
AUC-ROC· 2024-04-03
61.37931034482759
best: 72.29885057471265 (CSP + LDA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonShin2017A MOABB
CO2 Emission (g)· 2024-04-03
0.00378480009954023
best: 21.768854620689655 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonShin2017A MOABB
training time (s)· 2024-04-03
7.829565021494252
best: 118.47680619540229 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
79.41504057142856
best: 98.9680807142857 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSchirrmeister2017 MOABB
CO2 Emission (g)· 2024-04-03
0.020349772242857143
best: 42.28841732428571 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSchirrmeister2017 MOABB
training time (s)· 2024-04-03
22.148402514285713
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonCho2017 MOABB
AUC-ROC· 2024-04-03
65.46407580769231
best: 76.2289796153846 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonCho2017 MOABB
CO2 Emission (g)· 2024-04-03
0.0015806333348076923
best: 1.8557469153846153 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonCho2017 MOABB
training time (s)· 2024-04-03
4.417776592307693
best: 62.31514830769231 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-001 MOABB
AUC-ROC· 2024-04-03
75.86092177777778
best: 97.25585694444443 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-001 MOABB
CO2 Emission (g)· 2024-04-03
0.007728553635555556
best: 1.7743017888888888 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-001 MOABB
training time (s)· 2024-04-03
15.609176037777777
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-MI MOABB
AUC-ROC· 2024-04-03
73.83148148148148
best: 84.74444444444444 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-MI MOABB
CO2 Emission (g)· 2024-04-03
0.0023018676362962964
best: 0.8164949121481482 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-MI MOABB
training time (s)· 2024-04-03
4.534608688425926
best: 52.18373611111111 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonZhou2016 MOABB
AUC-ROC· 2024-04-03
88.46995433333333
best: 97.20956825 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonZhou2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0020454070625
best: 0.29802479833333334 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonZhou2016 MOABB
training time (s)· 2024-04-03
5.637304889999999
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
62.34913353211009
best: 94.27232417431192 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonPhysionetMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.0016599262179357798
best: 2.8861695403669723 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonPhysionetMotorImagery MOABB
training time (s)· 2024-04-03
3.982814494036697
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-004 MOABB
AUC-ROC· 2024-04-03
78.29806786666667
best: 82.0049287111111 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-004 MOABB
CO2 Emission (g)· 2024-04-03
0.0008958152281111112
best: 0.14387416055555555 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-004 MOABB
training time (s)· 2024-04-03
2.0932973742222223
best: 15.25518438888889 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWeibo2014 MOABB
AUC-ROC· 2024-04-03
74.852519
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.00979238033
best: 35.190156514 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWeibo2014 MOABB
training time (s)· 2024-04-03
19.02302114
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonGrosseWentrup2009 MOABB
AUC-ROC· 2024-04-03
81.7311101
best: 89.2466661 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonGrosseWentrup2009 MOABB
CO2 Emission (g)· 2024-04-03
0.00362474352
best: 21.6308037 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonGrosseWentrup2009 MOABB
training time (s)· 2024-04-03
6.762669579999999
best: 422.45747300000005 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonShin2017A MOABB
AUC-ROC· 2024-04-03
61.37931034482759
best: 72.29885057471265 (CSP + LDA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonShin2017A MOABB
CO2 Emission (g)· 2024-04-03
0.00378480009954023
best: 21.768854620689655 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonShin2017A MOABB
training time (s)· 2024-04-03
7.829565021494252
best: 118.47680619540229 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
79.41504057142856
best: 98.9680807142857 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonSchirrmeister2017 MOABB
CO2 Emission (g)· 2024-04-03
0.020349772242857143
best: 42.28841732428571 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonSchirrmeister2017 MOABB
training time (s)· 2024-04-03
22.148402514285713
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonCho2017 MOABB
AUC-ROC· 2024-04-03
65.46407580769231
best: 76.2289796153846 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonCho2017 MOABB
CO2 Emission (g)· 2024-04-03
0.0015806333348076923
best: 1.8557469153846153 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonCho2017 MOABB
training time (s)· 2024-04-03
4.417776592307693
best: 62.31514830769231 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-001 MOABB
AUC-ROC· 2024-04-03
75.86092177777778
best: 97.25585694444443 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-001 MOABB
CO2 Emission (g)· 2024-04-03
0.007728553635555556
best: 1.7743017888888888 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-001 MOABB
training time (s)· 2024-04-03
15.609176037777777
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-MI MOABB
AUC-ROC· 2024-04-03
73.83148148148148
best: 84.74444444444444 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-MI MOABB
CO2 Emission (g)· 2024-04-03
0.0023018676362962964
best: 0.8164949121481482 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-MI MOABB
training time (s)· 2024-04-03
4.534608688425926
best: 52.18373611111111 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonZhou2016 MOABB
AUC-ROC· 2024-04-03
88.46995433333333
best: 97.20956825 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonZhou2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0020454070625
best: 0.29802479833333334 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonZhou2016 MOABB
training time (s)· 2024-04-03
5.637304889999999
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
62.34913353211009
best: 94.27232417431192 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonPhysionetMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.0016599262179357798
best: 2.8861695403669723 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonPhysionetMotorImagery MOABB
training time (s)· 2024-04-03
3.982814494036697
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-004 MOABB
AUC-ROC· 2024-04-03
78.29806786666667
best: 82.0049287111111 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-004 MOABB
CO2 Emission (g)· 2024-04-03
0.0008958152281111112
best: 0.14387416055555555 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-004 MOABB
training time (s)· 2024-04-03
2.0932973742222223
best: 15.25518438888889 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
AUC-ROC· 2024-04-03
74.852519
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.00979238033
best: 35.190156514 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
training time (s)· 2024-04-03
19.02302114
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonGrosseWentrup2009 MOABB
AUC-ROC· 2024-04-03
81.7311101
best: 89.2466661 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonGrosseWentrup2009 MOABB
CO2 Emission (g)· 2024-04-03
0.00362474352
best: 21.6308037 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonGrosseWentrup2009 MOABB
training time (s)· 2024-04-03
6.762669579999999
best: 422.45747300000005 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonShin2017A MOABB
AUC-ROC· 2024-04-03
61.37931034482759
best: 72.29885057471265 (CSP + LDA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonShin2017A MOABB
CO2 Emission (g)· 2024-04-03
0.00378480009954023
best: 21.768854620689655 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonShin2017A MOABB
training time (s)· 2024-04-03
7.829565021494252
best: 118.47680619540229 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
79.41504057142856
best: 98.9680807142857 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonSchirrmeister2017 MOABB
CO2 Emission (g)· 2024-04-03
0.020349772242857143
best: 42.28841732428571 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonSchirrmeister2017 MOABB
training time (s)· 2024-04-03
22.148402514285713
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonCho2017 MOABB
AUC-ROC· 2024-04-03
65.46407580769231
best: 76.2289796153846 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonCho2017 MOABB
CO2 Emission (g)· 2024-04-03
0.0015806333348076923
best: 1.8557469153846153 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonCho2017 MOABB
training time (s)· 2024-04-03
4.417776592307693
best: 62.31514830769231 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-001 MOABB
AUC-ROC· 2024-04-03
75.86092177777778
best: 97.25585694444443 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-001 MOABB
CO2 Emission (g)· 2024-04-03
0.007728553635555556
best: 1.7743017888888888 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-001 MOABB
training time (s)· 2024-04-03
15.609176037777777
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonLee2019-MI MOABB
AUC-ROC· 2024-04-03
73.83148148148148
best: 84.74444444444444 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonLee2019-MI MOABB
CO2 Emission (g)· 2024-04-03
0.0023018676362962964
best: 0.8164949121481482 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonLee2019-MI MOABB
training time (s)· 2024-04-03
4.534608688425926
best: 52.18373611111111 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonZhou2016 MOABB
AUC-ROC· 2024-04-03
88.46995433333333
best: 97.20956825 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonZhou2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0020454070625
best: 0.29802479833333334 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonZhou2016 MOABB
training time (s)· 2024-04-03
5.637304889999999
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
62.34913353211009
best: 94.27232417431192 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonPhysionetMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.0016599262179357798
best: 2.8861695403669723 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonPhysionetMotorImagery MOABB
training time (s)· 2024-04-03
3.982814494036697
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-004 MOABB
AUC-ROC· 2024-04-03
78.29806786666667
best: 82.0049287111111 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-004 MOABB
CO2 Emission (g)· 2024-04-03
0.0008958152281111112
best: 0.14387416055555555 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-004 MOABB
training time (s)· 2024-04-03
2.0932973742222223
best: 15.25518438888889 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonWeibo2014 MOABB
AUC-ROC· 2024-04-03
74.852519
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.00979238033
best: 35.190156514 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonWeibo2014 MOABB
training time (s)· 2024-04-03
19.02302114
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonGrosseWentrup2009 MOABB
AUC-ROC· 2024-04-03
81.7311101
best: 89.2466661 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonGrosseWentrup2009 MOABB
CO2 Emission (g)· 2024-04-03
0.00362474352
best: 21.6308037 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonGrosseWentrup2009 MOABB
training time (s)· 2024-04-03
6.762669579999999
best: 422.45747300000005 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonShin2017A MOABB
AUC-ROC· 2024-04-03
61.37931034482759
best: 72.29885057471265 (CSP + LDA)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonShin2017A MOABB
CO2 Emission (g)· 2024-04-03
0.00378480009954023
best: 21.768854620689655 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonShin2017A MOABB
training time (s)· 2024-04-03
7.829565021494252
best: 118.47680619540229 (EEGTCNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
79.41504057142856
best: 98.9680807142857 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonSchirrmeister2017 MOABB
CO2 Emission (g)· 2024-04-03
0.020349772242857143
best: 42.28841732428571 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonSchirrmeister2017 MOABB
training time (s)· 2024-04-03
22.148402514285713
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonCho2017 MOABB
AUC-ROC· 2024-04-03
65.46407580769231
best: 76.2289796153846 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonCho2017 MOABB
CO2 Emission (g)· 2024-04-03
0.0015806333348076923
best: 1.8557469153846153 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonCho2017 MOABB
training time (s)· 2024-04-03
4.417776592307693
best: 62.31514830769231 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-001 MOABB
AUC-ROC· 2024-04-03
75.86092177777778
best: 97.25585694444443 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-001 MOABB
CO2 Emission (g)· 2024-04-03
0.007728553635555556
best: 1.7743017888888888 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-001 MOABB
training time (s)· 2024-04-03
15.609176037777777
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonLee2019-MI MOABB
AUC-ROC· 2024-04-03
73.83148148148148
best: 84.74444444444444 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonLee2019-MI MOABB
CO2 Emission (g)· 2024-04-03
0.0023018676362962964
best: 0.8164949121481482 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonLee2019-MI MOABB
training time (s)· 2024-04-03
4.534608688425926
best: 52.18373611111111 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonZhou2016 MOABB
AUC-ROC· 2024-04-03
88.46995433333333
best: 97.20956825 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonZhou2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0020454070625
best: 0.29802479833333334 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonZhou2016 MOABB
training time (s)· 2024-04-03
5.637304889999999
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319