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Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
CSP + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0020791944125
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.1875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
2.24472090125
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00078139250425
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
DLCSPauto + shLDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.03125
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
DLCSPauto + shLDA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.96225866875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
DLCSPauto + shLDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.000210748843625
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
74.21875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
2.244058851625
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00035755518724999997
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
64.21875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
22.844518
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.21616533875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
64.21875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
29.150003124999998
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.274686495
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
DeepConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
61.875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
DeepConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
20.30683625
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
DeepConvNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.1890227225
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGTCNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
61.09375
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGTCNet
https://arxiv.org/abs/2404.15319v1
training time (s)
34.859817375
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGTCNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.32988478875
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
52.34375
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
34.4930355
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.32373731
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
47.5
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
25.280098125
Brain Computer Interface > Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (right hand vs. feet)
AlexandreMotorImagery MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.23635414124999998
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
84.68838325
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
35.690736875
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
84.29081139285714
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
3.1239111678571425
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.03015609335714286
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
84.0994343125
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
28.6127446875
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
83.19801607142858
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.7105525185714285
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.006680508521428571
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
80.3845744375
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
15.535605484375
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
75.556908
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
15.697078703125
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
71.973831125
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
6.942208496875
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.03419226534375
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
71.444304125
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.2007145884375
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.011323257109375
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
62.982488281250006
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
3.6105500875
Brain Computer Interface > ERP > Within-Session ERP
EPFLP300 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.018060430625
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
88.82306907692308
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
254.26117153846155
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
87.28411109999999
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
4.33317254
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.027893668675
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
87.13865323076924
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
169.22427923076924
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
86.17639538461539
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
292.10557615384613
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
86.07416710000001
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
2.812111245
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.013847520075
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
78.35273161538461
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
215.27583423076925
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
70.632222375
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.6276701575
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.015362666562499998
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
68.16548655
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
12.6986916875
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.062550748675
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
67.48655605
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
7.327161445
Brain Computer Interface > ERP > Within-Session ERP
Sosulski2019 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0360850438
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
83.0813024
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.872752316
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWNCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0042846727000000005
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
82.9463175
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
4.73371116
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWNCov + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.02330993935
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
81.8696517
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
31.673819200000004
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
81.1056664
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
21.2605219
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
AUC-ROC
78.6240163
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
1.74386197
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
XDAWN + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00903317618
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
AUC-ROC
77.73544530000001
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
27.2078305
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
76.9320484
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.5074777229999999
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ERPCov(svd_n=4) + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0047693783
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
AUC-ROC
76.7858569
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
1.437615323
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ERPCov + MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.007065287250000001
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
64.19801570000001
Brain Computer Interface > ERP > Within-Session ERP
BNCI2015-003 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
24.1188684
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
AUC-ROC
85.99520425
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
48.9808785
Brain Computer Interface > ERP > Within-Session ERP
BNCI2014-008 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
AUC-ROC
85.91137825