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Brain Computer Interface > SSVEP > Within-Session SSVEP
Lee2019-SSVEP MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
33.26947674074074
Brain Computer Interface > SSVEP > Within-Session SSVEP
Lee2019-SSVEP MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
Accuracy
64.42592592592592
Brain Computer Interface > SSVEP > Within-Session SSVEP
Lee2019-SSVEP MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
13.879997119444445
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
Accuracy
70.89385925
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.16333881583333335
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.002602688875
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
Accuracy
70.86472991666666
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
training time (s)
0.13897842158333332
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_TS + LR
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0021011706583333335
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
68.94949916666667
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
0.130249698
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
SSVEP_TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0022165178750000003
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
Accuracy
54.420178166666666
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
6.559657266666666
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
Accuracy
43.5187945
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
7.561273683333333
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
Accuracy
34.20391266666667
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.27882464583333333
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
TRCA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0019902593416666666
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
Accuracy
33.87684483333333
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
training time (s)
0.07858161266666668
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
CCA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0005601459183333333
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
Accuracy
31.35680125
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
10.771992875
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
Accuracy
24.79779866666667
Brain Computer Interface > SSVEP > Within-Session SSVEP
Kalunga2016 MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
6.9656671333333335
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + EL
https://arxiv.org/abs/2404.15319v1
training time (s)
25.291020102752295
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + EL
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.013059559739449542
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + EL
https://arxiv.org/abs/2404.15319v1
Accuracy
59.934408990825695
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + LR
https://arxiv.org/abs/2404.15319v1
training time (s)
2.2208920137614676
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + LR
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0010041190067889907
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + LR
https://arxiv.org/abs/2404.15319v1
Accuracy
58.55441266055046
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
48.31867250642202
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0243752586293578
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
TS + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
58.458600238532114
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
ACM + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
92.28611607692308
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
ACM + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
2.330426302205128
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
ACM + TS + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
56.68057317948718
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
FgMDM
https://arxiv.org/abs/2404.15319v1
training time (s)
3.204224353211009
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
FgMDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.002020601044036697
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
FgMDM
https://arxiv.org/abs/2404.15319v1
Accuracy
55.0438009174312
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
CSP + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
1190.5449858715597
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
CSP + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
1.9742764488073394
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
CSP + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
48.51775490825688
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
8.780583234862386
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0054728938412844045
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
Accuracy
47.73427576146789
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
DLCSPauto + shLDA
https://arxiv.org/abs/2404.15319v1
training time (s)
8.482141944036696
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
DLCSPauto + shLDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.005456309299082569
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
DLCSPauto + shLDA
https://arxiv.org/abs/2404.15319v1
Accuracy
46.84880671559633
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
FBCSP + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
68.7581273853211
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
FBCSP + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.06618156533027524
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
FBCSP + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
45.493503000000004
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
MDM
https://arxiv.org/abs/2404.15319v1
training time (s)
6.167569839633027
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
MDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.003281270780733945
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
MDM
https://arxiv.org/abs/2404.15319v1
Accuracy
42.96454042201835
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
15.891879321100918
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.038677560009174314
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
Accuracy
41.87124210091743
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
training time (s)
10.598362683486238
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.024848891426605502
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGNet-8,2
https://arxiv.org/abs/2404.15319v1
Accuracy
29.03593889908257
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
DeepConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
14.11812210091743
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
DeepConvNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.034966375495412844
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
DeepConvNet
https://arxiv.org/abs/2404.15319v1
Accuracy
27.682707357798165
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
training time (s)
22.783741321100916
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.059308609688073395
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGNeX
https://arxiv.org/abs/2404.15319v1
Accuracy
26.68615756880734
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
training time (s)
13.559821752293578
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.4149273854862385
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGITNet
https://arxiv.org/abs/2404.15319v1
Accuracy
26.154798385321104
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGTCNet
https://arxiv.org/abs/2404.15319v1
training time (s)
18.127433243119267
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGTCNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
2.7750069540733944
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
PhysionetMotorImagery MOABB
EEGTCNet
https://arxiv.org/abs/2404.15319v1
Accuracy
25.790262357798166
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
ACM + TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
335.21023
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
ACM + TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
6.1498658200000005
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
ACM + TS + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
64.3835718
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + EL
https://arxiv.org/abs/2404.15319v1
training time (s)
34.0226515
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + EL
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0319534623
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + EL
https://arxiv.org/abs/2404.15319v1
Accuracy
63.840714199999994
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + LR
https://arxiv.org/abs/2404.15319v1
training time (s)
2.12094548
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + LR
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00205973584
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + LR
https://arxiv.org/abs/2404.15319v1
Accuracy
62.762142
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
15.092744999999999
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.014714955200000001
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
TS + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
61.469286499999995
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
FgMDM
https://arxiv.org/abs/2404.15319v1
training time (s)
3.4260148399999997
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
FgMDM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.00332279971
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
FgMDM
https://arxiv.org/abs/2404.15319v1
Accuracy
56.9400009
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
training time (s)
100.2113981
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
22.743277258
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
ShallowConvNet
https://arxiv.org/abs/2404.15319v1
Accuracy
48.9364276
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
FBCSP + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
37.9020129
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
FBCSP + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.030076381000000003
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
FBCSP + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
45.212857299999996
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
CSP + SVM
https://arxiv.org/abs/2404.15319v1
training time (s)
677.4126650000001
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
CSP + SVM
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.5357583659999999
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
CSP + SVM
https://arxiv.org/abs/2404.15319v1
Accuracy
44.0792858
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
training time (s)
4.84518394
Motor Imagery > Within-Session Motor Imagery > Within-Session Motor Imagery (all classes)
Weibo2014 MOABB
CSP + LDA
https://arxiv.org/abs/2404.15319v1
CO2 Emission (g)
0.0037056161800000003