DeepConvNet

Reported on 192 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.

Medical300 results

Brain DecodingonPhysionetMotorImagery MOABB
Accuracy· 2024-04-03
27.682707357798165
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
0.034966375495412844
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
14.11812210091743
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
Accuracy· 2024-04-03
24.1678569
best: 64.3835718 (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
30.440530905000003
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
73.0829022
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
37.7083335
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
1.546965218875
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
8.58771105
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
Accuracy· 2024-04-03
35.29273355555556
best: 77.88163016666667 (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
0.15884736222222223
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
18.38852738888889
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonZhou2016 MOABB
Accuracy· 2024-04-03
55.691373
best: 85.85246441666668 (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
0.11693505166666666
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
13.242306708333333
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
56.77987328571429
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
1.7812169435714285
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
405.86182285714284
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
59.57492357798165
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
2.1069343064220183
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
9.95131664587156
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
72.35753537777777
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
0.08229932173333333
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
9.503357968888889
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
73.6449296
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
2.3282129534
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
34.809638
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
82.382222
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
0.9234428940000001
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
110.56912460000001
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
56.03448275862068
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
5.162565710344827
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
28.097837931034483
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
81.2303262857143
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
0.19315654464285714
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
109.64171142857143
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
71.67248932692308
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
0.2637025025
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
60.08802442307693
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
82.07331861111112
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
0.11586982311111112
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
13.686492722222221
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
70.64722222222223
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
0.08747840010185186
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
19.933118574074072
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
94.41753624999998
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
0.11453622516666667
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
13.273857999999999
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
AUC-ROC· 2024-04-03
88.27324277777778
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
0.1293751948888889
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
14.970135055555554
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
AUC-ROC· 2024-04-03
79.28683079999999
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
19.414860764000004
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
35.9970033
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonZhou2016 MOABB
AUC-ROC· 2024-04-03
95.91615191666666
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
0.08542806208333333
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
10.515160691666667
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
AUC-ROC· 2024-04-03
88.12321428571428
best: 92.30178571428571 (ACM + TS + 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
0.12839999017857143
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
15.592928589285714
best: 41.56138553571429 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
95.901341
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
6.213161058571428
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
106.127537
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
71.49345055045872
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
2.596559912321101
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
17.621344155963303
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
AUC-ROC· 2024-04-03
87.56138435714286
best: 87.645089 (ACM + TS + SVM)
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
0.14939979285714286
best: 0.44054961000000004 (ACM + TS + 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
16.94769892857143
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
57.07518416666667
best: 62.55243744444444 (TS + SVM)
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
0.1387313113888889
best: 0.9881697544444444 (ACM + TS + SVM)
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
15.772786944444444
best: 38.20503083333333 (ACM + 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
61.875
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
0.1890227225
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
20.30683625
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
27.682707357798165
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
0.034966375495412844
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
14.11812210091743
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
Accuracy· 2024-04-03
24.1678569
best: 64.3835718 (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
30.440530905000003
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
73.0829022
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
37.7083335
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
1.546965218875
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
8.58771105
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
Accuracy· 2024-04-03
35.29273355555556
best: 77.88163016666667 (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
0.15884736222222223
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
18.38852738888889
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
Accuracy· 2024-04-03
55.691373
best: 85.85246441666668 (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
0.11693505166666666
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
13.242306708333333
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
56.77987328571429
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
1.7812169435714285
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
405.86182285714284
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
59.57492357798165
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
2.1069343064220183
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
9.95131664587156
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
72.35753537777777
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
0.08229932173333333
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
9.503357968888889
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
73.6449296
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
2.3282129534
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
34.809638
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
82.382222
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
0.9234428940000001
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
110.56912460000001
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
56.03448275862068
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
5.162565710344827
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
28.097837931034483
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
81.2303262857143
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
0.19315654464285714
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
109.64171142857143
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
71.67248932692308
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
0.2637025025
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
60.08802442307693
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
82.07331861111112
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
0.11586982311111112
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
13.686492722222221
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
70.64722222222223
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
0.08747840010185186
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
19.933118574074072
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
94.41753624999998
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
0.11453622516666667
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
13.273857999999999
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
AUC-ROC· 2024-04-03
88.27324277777778
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
0.1293751948888889
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
14.970135055555554
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
AUC-ROC· 2024-04-03
79.28683079999999
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
19.414860764000004
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
35.9970033
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
AUC-ROC· 2024-04-03
95.91615191666666
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
0.08542806208333333
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
10.515160691666667
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
AUC-ROC· 2024-04-03
88.12321428571428
best: 92.30178571428571 (ACM + TS + 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
0.12839999017857143
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
15.592928589285714
best: 41.56138553571429 (EEGNeX)
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
95.901341
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
6.213161058571428
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
106.127537
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
71.49345055045872
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
2.596559912321101
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
17.621344155963303
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
AUC-ROC· 2024-04-03
87.56138435714286
best: 87.645089 (ACM + TS + SVM)
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
0.14939979285714286
best: 0.44054961000000004 (ACM + TS + 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
16.94769892857143
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
57.07518416666667
best: 62.55243744444444 (TS + SVM)
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
0.1387313113888889
best: 0.9881697544444444 (ACM + TS + SVM)
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
15.772786944444444
best: 38.20503083333333 (ACM + 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
61.875
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
0.1890227225
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
20.30683625
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
27.682707357798165
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
0.034966375495412844
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
14.11812210091743
best: 1190.5449858715597 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
Accuracy· 2024-04-03
24.1678569
best: 64.3835718 (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
30.440530905000003
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
73.0829022
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
37.7083335
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
1.546965218875
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
8.58771105
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
Accuracy· 2024-04-03
35.29273355555556
best: 77.88163016666667 (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
0.15884736222222223
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
18.38852738888889
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonZhou2016 MOABB
Accuracy· 2024-04-03
55.691373
best: 85.85246441666668 (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
0.11693505166666666
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
13.242306708333333
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
56.77987328571429
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
1.7812169435714285
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
405.86182285714284
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
59.57492357798165
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
2.1069343064220183
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
9.95131664587156
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
72.35753537777777
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
0.08229932173333333
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
9.503357968888889
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
73.6449296
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
2.3282129534
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
34.809638
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
82.382222
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
0.9234428940000001
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
110.56912460000001
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
56.03448275862068
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
5.162565710344827
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
28.097837931034483
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
81.2303262857143
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
0.19315654464285714
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
109.64171142857143
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
71.67248932692308
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
0.2637025025
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
60.08802442307693
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
82.07331861111112
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
0.11586982311111112
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
13.686492722222221
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
70.64722222222223
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
0.08747840010185186
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
19.933118574074072
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
94.41753624999998
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
0.11453622516666667
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
13.273857999999999
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
AUC-ROC· 2024-04-03
88.27324277777778
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
0.1293751948888889
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
14.970135055555554
best: 147.7146591111111 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
AUC-ROC· 2024-04-03
79.28683079999999
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
19.414860764000004
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
35.9970033
best: 677.4126650000001 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonZhou2016 MOABB
AUC-ROC· 2024-04-03
95.91615191666666
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
0.08542806208333333
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
10.515160691666667
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
AUC-ROC· 2024-04-03
88.12321428571428
best: 92.30178571428571 (ACM + TS + 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
0.12839999017857143
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
15.592928589285714
best: 41.56138553571429 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonSchirrmeister2017 MOABB
AUC-ROC· 2024-04-03
95.901341
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
6.213161058571428
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
106.127537
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
71.49345055045872
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
2.596559912321101
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
17.621344155963303
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
AUC-ROC· 2024-04-03
87.56138435714286
best: 87.645089 (ACM + TS + SVM)
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
0.14939979285714286
best: 0.44054961000000004 (ACM + TS + 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
16.94769892857143
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
57.07518416666667
best: 62.55243744444444 (TS + SVM)
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
0.1387313113888889
best: 0.9881697544444444 (ACM + TS + SVM)
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
15.772786944444444
best: 38.20503083333333 (ACM + 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
61.875
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
0.1890227225
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
20.30683625
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
27.682707357798165
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
0.034966375495412844
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
14.11812210091743
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
Accuracy· 2024-04-03
24.1678569
best: 64.3835718 (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
30.440530905000003
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
73.0829022
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
37.7083335
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
1.546965218875
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
8.58771105
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
Accuracy· 2024-04-03
35.29273355555556
best: 77.88163016666667 (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
0.15884736222222223
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
18.38852738888889
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
Accuracy· 2024-04-03
55.691373
best: 85.85246441666668 (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
0.11693505166666666
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
13.242306708333333
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
56.77987328571429
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
1.7812169435714285
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
405.86182285714284
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
59.57492357798165
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
2.1069343064220183
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
9.95131664587156
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
72.35753537777777
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
0.08229932173333333
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
9.503357968888889
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
73.6449296
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
2.3282129534
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
34.809638
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
82.382222
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
0.9234428940000001
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
110.56912460000001
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
56.03448275862068
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
5.162565710344827
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
28.097837931034483
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
81.2303262857143
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
0.19315654464285714
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
109.64171142857143
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
71.67248932692308
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
0.2637025025
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
60.08802442307693
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
82.07331861111112
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
0.11586982311111112
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
13.686492722222221
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
70.64722222222223
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
0.08747840010185186
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
19.933118574074072
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
94.41753624999998
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
0.11453622516666667
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
13.273857999999999
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
AUC-ROC· 2024-04-03
88.27324277777778
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
0.1293751948888889
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
14.970135055555554
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
AUC-ROC· 2024-04-03
79.28683079999999
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
19.414860764000004
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
35.9970033
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
AUC-ROC· 2024-04-03
95.91615191666666
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
0.08542806208333333
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
10.515160691666667
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
AUC-ROC· 2024-04-03
88.12321428571428
best: 92.30178571428571 (ACM + TS + 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
0.12839999017857143
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
15.592928589285714
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
AUC-ROC· 2024-04-03
95.901341
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
6.213161058571428
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
106.127537
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
71.49345055045872
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
2.596559912321101
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
17.621344155963303
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
AUC-ROC· 2024-04-03
87.56138435714286
best: 87.645089 (ACM + TS + SVM)
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
0.14939979285714286
best: 0.44054961000000004 (ACM + TS + 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
16.94769892857143
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
57.07518416666667
best: 62.55243744444444 (TS + SVM)
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
0.1387313113888889
best: 0.9881697544444444 (ACM + TS + SVM)
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
15.772786944444444
best: 38.20503083333333 (ACM + 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
61.875
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
0.1890227225
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
20.30683625
best: 44.612727875000004 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319