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9.22k
ERP > Within-Session ERP
BrainInvaders2013a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
76.74075019178083
ERP > Within-Session ERP
BrainInvaders2013a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.5100849124657535
ERP > Within-Session ERP
BrainInvaders2013a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0024966474219178083
ERP > Within-Session ERP
BrainInvaders2013a MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
74.50491942465753
ERP > Within-Session ERP
BrainInvaders2013a MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
9.185006005479453
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
98.68678031578948
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
10.07638602631579
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.06488028365789474
ERP > Within-Session ERP
Huebner2017 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
98.28146008108108
ERP > Within-Session ERP
Huebner2017 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
73.38250045945946
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
98.07393668421052
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
4.846665142105263
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.02386866539473684
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
97.74267144736841
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
25.946418210526314
ERP > Within-Session ERP
Huebner2017 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.12781473060526316
ERP > Within-Session ERP
Huebner2017 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
96.20552692105264
ERP > Within-Session ERP
Huebner2017 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
4.081931507894737
ERP > Within-Session ERP
Huebner2017 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.03857930394736842
ERP > Within-Session ERP
Huebner2017 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
95.78304654054055
ERP > Within-Session ERP
Huebner2017 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
675.4294938108109
ERP > Within-Session ERP
Huebner2017 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
94.469262
ERP > Within-Session ERP
Huebner2017 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
27.91168176315789
ERP > Within-Session ERP
Huebner2017 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.13750907568421053
ERP > Within-Session ERP
Huebner2017 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
90.959699
ERP > Within-Session ERP
Huebner2017 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
1543.135988162162
ERP > Within-Session ERP
Huebner2017 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
79.73031656756756
ERP > Within-Session ERP
Huebner2017 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
4185.744198918919
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
91.88114464864864
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.932672401891892
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.004579043135135135
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
91.58241135135135
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.2431399435135135
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0011774970894594596
ERP > Within-Session ERP
BrainInvaders2014b MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
86.26866734210526
ERP > Within-Session ERP
BrainInvaders2014b MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
15.856247092105264
ERP > Within-Session ERP
BrainInvaders2014b MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
83.87045207894737
ERP > Within-Session ERP
BrainInvaders2014b MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
18.323774763157896
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
83.72681281081081
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.44246931054054056
ERP > Within-Session ERP
BrainInvaders2014b MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0021593195945945947
ERP > Within-Session ERP
BrainInvaders2014b MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
80.14453618421052
ERP > Within-Session ERP
BrainInvaders2014b MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
11.691945342105264
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
78.56550172972973
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.7454204
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.008591208308108108
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
76.47954105405405
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.2674589289189189
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.002490634086486486
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
63.752483210526314
ERP > Within-Session ERP
BrainInvaders2014b MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
8.105964836842105
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
Accuracy
99.19753077777779
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
training time (s)
5.9494875333333335
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.04248703377777777
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
Accuracy
92.53086377777778
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.9963089366666666
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.007113911222222223
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
Accuracy
87.22222211111111
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
training time (s)
4.598894566666667
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.08959895766666666
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
86.29629577777777
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
4.098129833333334
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.07978009122222222
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
Accuracy
82.65431844444444
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
35.36092722222222
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
Accuracy
80.86419722222222
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
8.040663722222222
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
Accuracy
78.76543211111111
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
5.3561836
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.10513940711111111
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
Accuracy
57.469136
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
6.811167988888889
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
Accuracy
44.135803
SSVEP > Within-Session SSVEP
Nakanishi2015 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
4.711782822222222
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
Accuracy
42.1
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
training time (s)
1.46499837
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.026997567
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
40.199999999999996
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.36490621
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0252171588
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
Accuracy
34.4
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.56297961
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.028922213000000002
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
Accuracy
33.1
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
5.90452088
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
Accuracy
27.500000000000004
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
5.74253287
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
Accuracy
27.1
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
training time (s)
4.44355459
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0317322511
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
Accuracy
25.0
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
6.796000050000001
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
Accuracy
24.8
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
22.5295867
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
Accuracy
22.800000000000004
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.183953595
SSVEP > Within-Session SSVEP
MAMEM3 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00131271061
SSVEP > Within-Session SSVEP
MAMEM2 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
Accuracy
39.36
SSVEP > Within-Session SSVEP
MAMEM2 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
training time (s)
840.129991
SSVEP > Within-Session SSVEP
MAMEM2 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
17.0932925