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Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
16.79750712
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
79.01510372
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.3691924696
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.003451275416
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
78.76657744
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.5751372879999999
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.007749152372
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.06215808
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
12.831535652
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
64.411995
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.4368925492
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.002132688384
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
98.40814827777777
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
18.539845689814815
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.17517531703703704
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
97.85841548148149
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
109.5753095
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
97.70259957407407
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
8.865101517592594
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.04369601411111111
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
96.81215804629629
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
468.54065999999995
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
96.45206821296297
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
28.108453657407406
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.13853210805555555
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
82.47109035185186
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
9.584082125
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.09060789349074073
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.4085946574074
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
4598.484442222222
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
74.43493880555556
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
127.87080321296297
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.6299353016666667
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
70.27269508333333
Brain Computer Interface > ERP > Within-Session ERP
Lee2019-ERP MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
6374.80394962963
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
86.65828684375
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
22.878644265625
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
85.766639203125
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
2.4124490578125
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0118778180875
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
85.082494609375
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
40.16552703125
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
82.089285546875
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
17.4438248203125
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
80.87908620312501
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.55664274078125
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.002724634465625
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
72.112766
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.593198109375
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0055548682296875
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
71.61664846875
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
2.19471158046875
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0108043912796875
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
66.600249390625
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
1.09766276640625
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00539390185625
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
63.189278171874996
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2014a MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
11.1103096703125
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
93.42633376666666
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.2433190566666668
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0059379570460000005
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
92.20581209999999
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
14.687204666666666
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
92.0386331
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.31271911366666666
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00151833076
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
91.3685305
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
11.758606149999999
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
90.57953203333334
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
14.724422183333333
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
85.12375750000001
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
10.642818243333332
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
84.51730606666668
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.27403514700000003
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0025560880933333334
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
81.155062
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.1838480853333333
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00581838295
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
64.0324565
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.4082341586666667
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-009 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.001991239006666667
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
84.55596702272726
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
8.7821148
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.043256562954545455
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
83.47637268181818
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.9377388022727273
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.009540853547727273
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
83.33420745454546
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
51.57266440909091
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
82.65727052272726
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
36.372572295454546
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
81.59775325
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
105.33800122727274
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.22383009090909
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
6.902407668181818
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.03399095902272727
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.09262879545456
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
2.337742318181818
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.022060082954545455
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015b MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
75.03742063636363