CSP + LDA

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

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

Medical300 results

Brain DecodingonShin2017A MOABB
AUC-ROC· 2024-04-03
72.29885057471265
SOTA
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
72.29885057471265
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonShin2017A MOABB
AUC-ROC· 2024-04-03
72.29885057471265
SOTA
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
72.29885057471265
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonPhysionetMotorImagery MOABB
Accuracy· 2024-04-03
47.73427576146789
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
0.0054728938412844045
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
8.780583234862386
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
39.4492859
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
0.0037056161800000003
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
4.84518394
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
61.041666500000005
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
0.0005938407575
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
1.0782176175
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
65.994152
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
0.010921193731666667
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
52.462251144444444
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
82.9630775
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
0.008406058218333333
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
46.6342523525
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
72.97147700000001
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
0.004620156871428571
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
3.027175342857143
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
65.74796130275229
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
0.0015942293279908256
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
4.20135004233945
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
80.0956668888889
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
0.0005452296241333334
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
1.2460348456222223
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
80.7190701
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.003059077913
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
5.572459653
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
76.4377781
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
0.000984520588
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
4.92442061
best: 422.45747300000005 (EEGNeX)
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
0.0031280651400344825
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
6.032976467126437
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
77.23480071428571
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
0.005735273075
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
10.583879442857143
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
71.38116988461539
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
0.0011575846306923075
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
3.884574095846154
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
82.33597905555557
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
0.01768477408111111
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
26.033208126666665
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
76.88148148148147
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
0.0012470851392592593
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
3.3465501966666666
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
93.14890566666666
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
0.0006859483835833334
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
1.3644024541666664
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
91.51511638888888
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
0.0008947458374444445
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
2.750061953611111
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
88.59406740000001
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.0004474954558
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
2.7403618635
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
95.19816666666668
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
0.00005386587691666667
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
0.12567347733333334
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
88.52321428571429
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
0.000595994413607143
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
1.07737538725
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
97.02462435714286
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
0.00044260885642857144
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
0.5883504935714285
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
86.41442402752293
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
0.0006479088561559633
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
2.1433882502201835
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
80.98214378571429
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
0.00014398938164285712
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
0.32359593000000003
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
54.02069177777777
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
0.0014029495131111112
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
2.2638508043333334
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
77.1875
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
0.00078139250425
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
2.24472090125
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
47.73427576146789
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
0.0054728938412844045
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
8.780583234862386
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
39.4492859
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
0.0037056161800000003
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
4.84518394
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
61.041666500000005
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
0.0005938407575
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
1.0782176175
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
65.994152
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
0.010921193731666667
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
52.462251144444444
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
82.9630775
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
0.008406058218333333
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
46.6342523525
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
72.97147700000001
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
0.004620156871428571
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
3.027175342857143
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
65.74796130275229
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
0.0015942293279908256
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
4.20135004233945
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
80.0956668888889
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
0.0005452296241333334
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
1.2460348456222223
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
80.7190701
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.003059077913
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
5.572459653
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
76.4377781
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
0.000984520588
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
4.92442061
best: 422.45747300000005 (EEGNeX)
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
0.0031280651400344825
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
6.032976467126437
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
77.23480071428571
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
0.005735273075
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
10.583879442857143
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
71.38116988461539
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
0.0011575846306923075
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
3.884574095846154
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
82.33597905555557
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
0.01768477408111111
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
26.033208126666665
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
76.88148148148147
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
0.0012470851392592593
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
3.3465501966666666
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
93.14890566666666
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
0.0006859483835833334
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
1.3644024541666664
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
91.51511638888888
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
0.0008947458374444445
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
2.750061953611111
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
88.59406740000001
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.0004474954558
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
2.7403618635
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
95.19816666666668
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
0.00005386587691666667
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
0.12567347733333334
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
88.52321428571429
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
0.000595994413607143
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
1.07737538725
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
97.02462435714286
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
0.00044260885642857144
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
0.5883504935714285
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
86.41442402752293
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
0.0006479088561559633
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
2.1433882502201835
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
80.98214378571429
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
0.00014398938164285712
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
0.32359593000000003
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
54.02069177777777
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
0.0014029495131111112
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
2.2638508043333334
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
77.1875
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
0.00078139250425
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
2.24472090125
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
47.73427576146789
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
0.0054728938412844045
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
8.780583234862386
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
39.4492859
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
0.0037056161800000003
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
4.84518394
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
61.041666500000005
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
0.0005938407575
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
1.0782176175
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
65.994152
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
0.010921193731666667
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
52.462251144444444
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
82.9630775
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
0.008406058218333333
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
46.6342523525
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
72.97147700000001
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
0.004620156871428571
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
3.027175342857143
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
65.74796130275229
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
0.0015942293279908256
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
4.20135004233945
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
80.0956668888889
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
0.0005452296241333334
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
1.2460348456222223
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
80.7190701
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.003059077913
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
5.572459653
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
76.4377781
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
0.000984520588
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
4.92442061
best: 422.45747300000005 (EEGNeX)
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
0.0031280651400344825
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
6.032976467126437
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
77.23480071428571
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
0.005735273075
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
10.583879442857143
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
71.38116988461539
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
0.0011575846306923075
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
3.884574095846154
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
82.33597905555557
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
0.01768477408111111
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
26.033208126666665
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
76.88148148148147
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
0.0012470851392592593
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
3.3465501966666666
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
93.14890566666666
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
0.0006859483835833334
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
1.3644024541666664
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
91.51511638888888
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
0.0008947458374444445
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
2.750061953611111
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
88.59406740000001
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Motor ImageryonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.0004474954558
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
2.7403618635
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
95.19816666666668
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
0.00005386587691666667
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
0.12567347733333334
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
88.52321428571429
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
0.000595994413607143
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
1.07737538725
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
97.02462435714286
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
0.00044260885642857144
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
0.5883504935714285
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
86.41442402752293
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
0.0006479088561559633
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
2.1433882502201835
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
80.98214378571429
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
0.00014398938164285712
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
0.32359593000000003
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
54.02069177777777
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
0.0014029495131111112
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
2.2638508043333334
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
77.1875
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
0.00078139250425
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
2.24472090125
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
47.73427576146789
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
0.0054728938412844045
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
8.780583234862386
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
39.4492859
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
0.0037056161800000003
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
4.84518394
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
61.041666500000005
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
0.0005938407575
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
1.0782176175
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
65.994152
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
0.010921193731666667
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
52.462251144444444
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
82.9630775
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
0.008406058218333333
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
46.6342523525
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
72.97147700000001
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
0.004620156871428571
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
3.027175342857143
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
65.74796130275229
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
0.0015942293279908256
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
4.20135004233945
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
80.0956668888889
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
0.0005452296241333334
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
1.2460348456222223
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
80.7190701
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.003059077913
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
5.572459653
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
76.4377781
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
0.000984520588
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
4.92442061
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
CO2 Emission (g)· 2024-04-03
0.0031280651400344825
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
6.032976467126437
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
77.23480071428571
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
0.005735273075
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
10.583879442857143
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
71.38116988461539
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
0.0011575846306923075
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
3.884574095846154
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
82.33597905555557
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
0.01768477408111111
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
26.033208126666665
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
76.88148148148147
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
0.0012470851392592593
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
3.3465501966666666
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
93.14890566666666
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
0.0006859483835833334
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
1.3644024541666664
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
91.51511638888888
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
0.0008947458374444445
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
2.750061953611111
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
88.59406740000001
best: 93.39429239999998 (ACM + TS + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Within-Session Motor ImageryonWeibo2014 MOABB
CO2 Emission (g)· 2024-04-03
0.0004474954558
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
2.7403618635
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
95.19816666666668
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
0.00005386587691666667
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
0.12567347733333334
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
88.52321428571429
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
0.000595994413607143
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
1.07737538725
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
97.02462435714286
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
0.00044260885642857144
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
0.5883504935714285
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
86.41442402752293
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
0.0006479088561559633
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
2.1433882502201835
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
80.98214378571429
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
0.00014398938164285712
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
0.32359593000000003
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
54.02069177777777
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
0.0014029495131111112
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
2.2638508043333334
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
77.1875
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
0.00078139250425
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
2.24472090125
best: 44.612727875000004 (CSP + SVM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319