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Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
31.55059125
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
85.609029625
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
8.160695075
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.035406213775
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
83.856046375
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
47.301771625
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
82.244593125
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
5.2152112625000004
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0257013525
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
81.07391687500001
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
27.2347555
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.619541
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.5414688625
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0075848861750000005
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
75.424771125
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.014923625
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.009542170825
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
74.298471
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
2.4383516875
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0120071045
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
90.677777575
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.85638401025
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.008065587075
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
89.4212960952381
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
22.83087557142857
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
89.3339950952381
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
23.31658614285714
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
88.529687375
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.18693414675
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0017226343375000002
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
86.3244051904762
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
15.87339438095238
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
80.757379
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.7168895120000001
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0067425482250000005
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
80.674825575
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.30020958225
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0027964518625
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
80.03306880952381
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
13.902749985714287
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
67.159201475
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.3639022155
Brain Computer Interface > ERP > Within-Session ERP
Cattan2019-VR MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0033990314475
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
93.05381111627908
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
2.1127921527131783
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.010436311162015504
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
92.56596253488371
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.4988526374418605
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0024371379224806203
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
90.70906591472868
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
19.85593708914729
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
87.61770750387598
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
199.32986724031008
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
86.79717793023256
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
14.414908054263565
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
80.01716807751939
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
3.9502074596899224
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.019448981011627904
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.92098565891473
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.560524827751938
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0052664793930232556
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
76.01550499224807
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.7962977278294574
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0039047394186046513
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
59.55947582945736
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2015a MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
15.322640255813955
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
98.46594386111111
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
9.940868125
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.07899148369444445
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
98.17509305555555
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
78.75188250000001
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
97.78393108333331
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
5.015010133333333
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.02470122563888889
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
97.53628586111111
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
32.70688272222222
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.16110926027777778
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
96.608676
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
3.9697683444444447
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.03743309013888889
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
95.14819502777779
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
31.349976444444444
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.1544211313888889
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
89.71045811111111
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
1587.3318289166666
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
87.6017086111111
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
2489.9952416666665
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
76.54384258333333
Brain Computer Interface > ERP > Within-Session ERP
Huebner2018 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
4893.720471111111
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
90.98646704
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.4309155479999998
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.007038169084
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
89.64630072
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
19.83932564
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
88.21925356
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.3440682904
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.001676014172
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
88.21605579999999
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
43.42852808000001
Brain Computer Interface > ERP > Within-Session ERP
BrainInvaders2012 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
87.1327338