ACM + TS + SVM

Reported on 192 benchmarks across 4 tasks · 1 paper · 68 SOTA

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

Medical300 results

Brain DecodingonWeibo2014 MOABB
Accuracy· 2024-04-03
64.3835718
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-001 MOABB
Accuracy· 2024-04-03
77.88163016666667
SOTA
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
1.7743017888888888
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonZhou2016 MOABB
Accuracy· 2024-04-03
85.85246441666668
SOTA
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
82.0049287111111
SOTA
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
1.8557469153846153
SOTA
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
62.31514830769231
SOTA
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
0.8164949121481482
SOTA
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
97.25585694444443
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
AUC-ROC· 2024-04-03
93.39429239999998
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonZhou2016 MOABB
AUC-ROC· 2024-04-03
97.20956825
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-001 MOABB
AUC-ROC· 2024-04-03
92.30178571428571
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
98.9680807142857
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-002 MOABB
AUC-ROC· 2024-04-03
87.645089
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-002 MOABB
CO2 Emission (g)· 2024-04-03
0.44054961000000004
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-004 MOABB
CO2 Emission (g)· 2024-04-03
0.9881697544444444
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-004 MOABB
training time (s)· 2024-04-03
38.20503083333333
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWeibo2014 MOABB
Accuracy· 2024-04-03
64.3835718
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-001 MOABB
Accuracy· 2024-04-03
77.88163016666667
SOTA
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
1.7743017888888888
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonZhou2016 MOABB
Accuracy· 2024-04-03
85.85246441666668
SOTA
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
82.0049287111111
SOTA
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
1.8557469153846153
SOTA
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
62.31514830769231
SOTA
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
0.8164949121481482
SOTA
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
97.25585694444443
SOTA
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
93.39429239999998
SOTA
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
97.20956825
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-001 MOABB
AUC-ROC· 2024-04-03
92.30178571428571
SOTA
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
98.9680807142857
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-002 MOABB
AUC-ROC· 2024-04-03
87.645089
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-002 MOABB
CO2 Emission (g)· 2024-04-03
0.44054961000000004
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-004 MOABB
CO2 Emission (g)· 2024-04-03
0.9881697544444444
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-004 MOABB
training time (s)· 2024-04-03
38.20503083333333
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
Accuracy· 2024-04-03
64.3835718
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-001 MOABB
Accuracy· 2024-04-03
77.88163016666667
SOTA
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
1.7743017888888888
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonZhou2016 MOABB
Accuracy· 2024-04-03
85.85246441666668
SOTA
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
82.0049287111111
SOTA
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
1.8557469153846153
SOTA
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
62.31514830769231
SOTA
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
0.8164949121481482
SOTA
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
97.25585694444443
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
AUC-ROC· 2024-04-03
93.39429239999998
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonZhou2016 MOABB
AUC-ROC· 2024-04-03
97.20956825
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2015-001 MOABB
AUC-ROC· 2024-04-03
92.30178571428571
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
98.9680807142857
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-002 MOABB
AUC-ROC· 2024-04-03
87.645089
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-002 MOABB
CO2 Emission (g)· 2024-04-03
0.44054961000000004
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2015-004 MOABB
CO2 Emission (g)· 2024-04-03
0.9881697544444444
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2015-004 MOABB
training time (s)· 2024-04-03
38.20503083333333
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonWeibo2014 MOABB
Accuracy· 2024-04-03
64.3835718
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-001 MOABB
Accuracy· 2024-04-03
77.88163016666667
SOTA
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
1.7743017888888888
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonZhou2016 MOABB
Accuracy· 2024-04-03
85.85246441666668
SOTA
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
82.0049287111111
SOTA
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
1.8557469153846153
SOTA
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
62.31514830769231
SOTA
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
0.8164949121481482
SOTA
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
97.25585694444443
SOTA
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
93.39429239999998
SOTA
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
97.20956825
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2015-001 MOABB
AUC-ROC· 2024-04-03
92.30178571428571
SOTA
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
98.9680807142857
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-002 MOABB
AUC-ROC· 2024-04-03
87.645089
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-002 MOABB
CO2 Emission (g)· 2024-04-03
0.44054961000000004
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2015-004 MOABB
CO2 Emission (g)· 2024-04-03
0.9881697544444444
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2015-004 MOABB
training time (s)· 2024-04-03
38.20503083333333
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonPhysionetMotorImagery MOABB
Accuracy· 2024-04-03
56.68057317948718
best: 59.934408990825695 (TS + EL)
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
2.330426302205128
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
92.28611607692308
best: 1190.5449858715597 (CSP + 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
6.1498658200000005
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
335.21023
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonAlexandreMotorImagery MOABB
Accuracy· 2024-04-03
69.5833345
best: 69.79166675 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.18950154875
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
7.6877846125
best: 44.612727875000004 (CSP + 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
73.50212961111112
best: 147.7146591111111 (CSP + 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
0.1941063975
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
7.277364225
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSchirrmeister2017 MOABB
Accuracy· 2024-04-03
85.39824135714285
best: 85.52905985714287 (TS + EL)
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
20.32321697142857
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
707.9741635714284
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
68.4798674678899
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
0.4211595544036697
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
14.023694665137615
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
CO2 Emission (g)· 2024-04-03
0.02593451466666667
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
1.439084654222222
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
83.835458
best: 93.39429239999998
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
7.47882039
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
329.502181
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
87.42888820000002
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
6.55720808
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
325.665074
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
70.97701149425288
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
0.44081082241379316
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
18.935673712643677
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
88.70422614285715
best: 98.9680807142857
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
9.49335965
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
327.9551457142857
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
75.52711013461538
best: 76.2289796153846 (TS + EL)
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
91.87717316666667
best: 97.25585694444443
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
0.8832741538888889
best: 1.7743017888888888
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
37.19322716666667
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
84.16666666666667
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
training time (s)· 2024-04-03
29.706403990740743
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
95.18760766666666
best: 97.20956825
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
0.13623877575
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
4.912889991666667
best: 129.06390283333334 (CSP + 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
0.8372758266666667
best: 1.7743017888888888
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
33.48545766666667
best: 147.7146591111111 (CSP + 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
2.92276621
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
101.6704931
best: 677.4126650000001 (CSP + 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
0.12496935208333333
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
4.858959566666667
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-001 MOABB
CO2 Emission (g)· 2024-04-03
0.38974278
best: 0.9452996678571429 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-001 MOABB
training time (s)· 2024-04-03
16.371186375
best: 41.56138553571429 (EEGNeX)
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
9.63215142142857
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
330.0909378571428
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
93.72140674311926
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
0.3743661817798165
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
13.275803577981652
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2014-002 MOABB
training time (s)· 2024-04-03
18.66545185714286
best: 40.932428357142854 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonBNCI2015-004 MOABB
AUC-ROC· 2024-04-03
62.00432277777777
best: 62.55243744444444 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonAlexandreMotorImagery MOABB
AUC-ROC· 2024-04-03
83.59375
best: 83.75 (TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.1485686325
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
5.5518258375
best: 44.612727875000004 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonPhysionetMotorImagery MOABB
Accuracy· 2024-04-03
56.68057317948718
best: 59.934408990825695 (TS + EL)
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
2.330426302205128
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
92.28611607692308
best: 1190.5449858715597 (CSP + 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
6.1498658200000005
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
335.21023
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonAlexandreMotorImagery MOABB
Accuracy· 2024-04-03
69.5833345
best: 69.79166675 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.18950154875
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
7.6877846125
best: 44.612727875000004 (CSP + 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
73.50212961111112
best: 147.7146591111111 (CSP + 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
0.1941063975
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
7.277364225
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonSchirrmeister2017 MOABB
Accuracy· 2024-04-03
85.39824135714285
best: 85.52905985714287 (TS + EL)
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
20.32321697142857
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
707.9741635714284
best: 1877.5478428571428 (ShallowConvNet)
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
68.4798674678899
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
0.4211595544036697
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
14.023694665137615
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
CO2 Emission (g)· 2024-04-03
0.02593451466666667
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
1.439084654222222
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
83.835458
best: 93.39429239999998
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
7.47882039
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
329.502181
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
87.42888820000002
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
6.55720808
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
325.665074
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
70.97701149425288
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
0.44081082241379316
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
18.935673712643677
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
88.70422614285715
best: 98.9680807142857
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
9.49335965
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
327.9551457142857
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
75.52711013461538
best: 76.2289796153846 (TS + EL)
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
91.87717316666667
best: 97.25585694444443
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
0.8832741538888889
best: 1.7743017888888888
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
37.19322716666667
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
84.16666666666667
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
training time (s)· 2024-04-03
29.706403990740743
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
95.18760766666666
best: 97.20956825
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
0.13623877575
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
4.912889991666667
best: 129.06390283333334 (CSP + 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
0.8372758266666667
best: 1.7743017888888888
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
33.48545766666667
best: 147.7146591111111 (CSP + 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
2.92276621
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
101.6704931
best: 677.4126650000001 (CSP + 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
0.12496935208333333
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
4.858959566666667
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-001 MOABB
CO2 Emission (g)· 2024-04-03
0.38974278
best: 0.9452996678571429 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-001 MOABB
training time (s)· 2024-04-03
16.371186375
best: 41.56138553571429 (EEGNeX)
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
9.63215142142857
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
330.0909378571428
best: 1877.5478428571428 (ShallowConvNet)
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
93.72140674311926
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
0.3743661817798165
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
13.275803577981652
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2014-002 MOABB
training time (s)· 2024-04-03
18.66545185714286
best: 40.932428357142854 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonBNCI2015-004 MOABB
AUC-ROC· 2024-04-03
62.00432277777777
best: 62.55243744444444 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonAlexandreMotorImagery MOABB
AUC-ROC· 2024-04-03
83.59375
best: 83.75 (TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.1485686325
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
5.5518258375
best: 44.612727875000004 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonPhysionetMotorImagery MOABB
Accuracy· 2024-04-03
56.68057317948718
best: 59.934408990825695 (TS + EL)
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
2.330426302205128
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
92.28611607692308
best: 1190.5449858715597 (CSP + 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
6.1498658200000005
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
335.21023
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonAlexandreMotorImagery MOABB
Accuracy· 2024-04-03
69.5833345
best: 69.79166675 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.18950154875
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
7.6877846125
best: 44.612727875000004 (CSP + 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
73.50212961111112
best: 147.7146591111111 (CSP + 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
0.1941063975
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
7.277364225
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonSchirrmeister2017 MOABB
Accuracy· 2024-04-03
85.39824135714285
best: 85.52905985714287 (TS + EL)
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
20.32321697142857
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
707.9741635714284
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
68.4798674678899
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
0.4211595544036697
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
14.023694665137615
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
CO2 Emission (g)· 2024-04-03
0.02593451466666667
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
1.439084654222222
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
83.835458
best: 93.39429239999998
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
7.47882039
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
329.502181
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
87.42888820000002
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
6.55720808
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
325.665074
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
70.97701149425288
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
0.44081082241379316
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
18.935673712643677
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
88.70422614285715
best: 98.9680807142857
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
9.49335965
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
327.9551457142857
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
75.52711013461538
best: 76.2289796153846 (TS + EL)
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
91.87717316666667
best: 97.25585694444443
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
0.8832741538888889
best: 1.7743017888888888
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
37.19322716666667
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
84.16666666666667
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
training time (s)· 2024-04-03
29.706403990740743
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
95.18760766666666
best: 97.20956825
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
0.13623877575
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
4.912889991666667
best: 129.06390283333334 (CSP + 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
0.8372758266666667
best: 1.7743017888888888
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
33.48545766666667
best: 147.7146591111111 (CSP + 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
2.92276621
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
101.6704931
best: 677.4126650000001 (CSP + 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
0.12496935208333333
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
4.858959566666667
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2015-001 MOABB
CO2 Emission (g)· 2024-04-03
0.38974278
best: 0.9452996678571429 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2015-001 MOABB
training time (s)· 2024-04-03
16.371186375
best: 41.56138553571429 (EEGNeX)
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
9.63215142142857
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
330.0909378571428
best: 1877.5478428571428 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonPhysionetMotorImagery MOABB
AUC-ROC· 2024-04-03
93.72140674311926
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
0.3743661817798165
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
13.275803577981652
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2014-002 MOABB
training time (s)· 2024-04-03
18.66545185714286
best: 40.932428357142854 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonBNCI2015-004 MOABB
AUC-ROC· 2024-04-03
62.00432277777777
best: 62.55243744444444 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonAlexandreMotorImagery MOABB
AUC-ROC· 2024-04-03
83.59375
best: 83.75 (TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.1485686325
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
5.5518258375
best: 44.612727875000004 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonPhysionetMotorImagery MOABB
Accuracy· 2024-04-03
56.68057317948718
best: 59.934408990825695 (TS + EL)
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
2.330426302205128
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
92.28611607692308
best: 1190.5449858715597 (CSP + 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
6.1498658200000005
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
335.21023
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonAlexandreMotorImagery MOABB
Accuracy· 2024-04-03
69.5833345
best: 69.79166675 (TS + EL)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.18950154875
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
7.6877846125
best: 44.612727875000004 (CSP + 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
73.50212961111112
best: 147.7146591111111 (CSP + 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
0.1941063975
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
7.277364225
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonSchirrmeister2017 MOABB
Accuracy· 2024-04-03
85.39824135714285
best: 85.52905985714287 (TS + EL)
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
20.32321697142857
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
707.9741635714284
best: 1877.5478428571428 (ShallowConvNet)
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
68.4798674678899
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
0.4211595544036697
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
14.023694665137615
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
CO2 Emission (g)· 2024-04-03
0.02593451466666667
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
1.439084654222222
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
83.835458
best: 93.39429239999998
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
7.47882039
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
329.502181
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
87.42888820000002
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
6.55720808
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
325.665074
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
70.97701149425288
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
0.44081082241379316
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
18.935673712643677
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
88.70422614285715
best: 98.9680807142857
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
9.49335965
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
327.9551457142857
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
75.52711013461538
best: 76.2289796153846 (TS + EL)
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
91.87717316666667
best: 97.25585694444443
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
0.8832741538888889
best: 1.7743017888888888
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
37.19322716666667
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
84.16666666666667
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
training time (s)· 2024-04-03
29.706403990740743
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
95.18760766666666
best: 97.20956825
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
0.13623877575
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
4.912889991666667
best: 129.06390283333334 (CSP + 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
0.8372758266666667
best: 1.7743017888888888
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
33.48545766666667
best: 147.7146591111111 (CSP + 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
2.92276621
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
101.6704931
best: 677.4126650000001 (CSP + 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
0.12496935208333333
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
4.858959566666667
best: 129.06390283333334 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2015-001 MOABB
CO2 Emission (g)· 2024-04-03
0.38974278
best: 0.9452996678571429 (FBCSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2015-001 MOABB
training time (s)· 2024-04-03
16.371186375
best: 41.56138553571429 (EEGNeX)
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
9.63215142142857
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
330.0909378571428
best: 1877.5478428571428 (ShallowConvNet)
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
93.72140674311926
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
0.3743661817798165
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
13.275803577981652
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2014-002 MOABB
training time (s)· 2024-04-03
18.66545185714286
best: 40.932428357142854 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonBNCI2015-004 MOABB
AUC-ROC· 2024-04-03
62.00432277777777
best: 62.55243744444444 (TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonAlexandreMotorImagery MOABB
AUC-ROC· 2024-04-03
83.59375
best: 83.75 (TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonAlexandreMotorImagery MOABB
CO2 Emission (g)· 2024-04-03
0.1485686325
best: 3.21283768775 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonAlexandreMotorImagery MOABB
training time (s)· 2024-04-03
5.5518258375
best: 44.612727875000004 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319