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5 months ago

The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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Sylvain Chevallier Igor Carrara Bruno Aristimunha Pierre Guetschel Sara Sedlar Bruna Lopes Sebastien Velut Salim Khazem Thomas Moreau

The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

Abstract

Code Repositories

NeuroTechX/moabb
Official

Benchmarks

BenchmarkMethodologyMetrics
within-session-erp-on-bnci2014-008-moabbERPCov + MDM
AUC-ROC: 74.298471
CO2 Emission (g): 0.0120071045
training time (s): 2.4383516875
within-session-erp-on-bnci2014-008-moabbXDAWN + LDA
AUC-ROC: 82.244593125
CO2 Emission (g): 0.0257013525
training time (s): 5.2152112625000004
within-session-erp-on-bnci2014-008-moabbEEGNeX
AUC-ROC: 83.856046375
training time (s): 47.301771625
within-session-erp-on-bnci2014-008-moabbXDAWNCov + TS + SVM
AUC-ROC: 85.609029625
CO2 Emission (g): 0.035406213775
training time (s): 8.160695075
within-session-erp-on-bnci2014-008-moabbEEGNet-8,2
AUC-ROC: 85.91137825
training time (s): 31.55059125
within-session-erp-on-bnci2014-008-moabbEEGITNet
AUC-ROC: 85.99520425
training time (s): 48.9808785
within-session-erp-on-bnci2014-008-moabbShallowConvNet
AUC-ROC: 81.07391687500001
training time (s): 27.2347555
within-session-erp-on-bnci2014-008-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 75.424771125
CO2 Emission (g): 0.009542170825
training time (s): 1.014923625
within-session-erp-on-bnci2014-008-moabbXDAWNCov + MDM
AUC-ROC: 77.619541
CO2 Emission (g): 0.0075848861750000005
training time (s): 1.5414688625
within-session-erp-on-bnci2014-009-moabbEEGNet-8,2
AUC-ROC: 91.3685305
training time (s): 11.758606149999999
within-session-erp-on-bnci2014-009-moabbXDAWNCov + TS + SVM
AUC-ROC: 93.42633376666666
CO2 Emission (g): 0.0059379570460000005
training time (s): 1.2433190566666668
within-session-erp-on-bnci2014-009-moabbEEGITNet
AUC-ROC: 92.20581209999999
training time (s): 14.687204666666666
within-session-erp-on-bnci2014-009-moabbXDAWN + LDA
AUC-ROC: 64.0324565
CO2 Emission (g): 0.001991239006666667
training time (s): 0.4082341586666667
within-session-erp-on-bnci2014-009-moabbXDAWNCov + MDM
AUC-ROC: 92.0386331
CO2 Emission (g): 0.00151833076
training time (s): 0.31271911366666666
within-session-erp-on-bnci2014-009-moabbShallowConvNet
AUC-ROC: 85.12375750000001
training time (s): 10.642818243333332
within-session-erp-on-bnci2014-009-moabbERPCov + MDM
AUC-ROC: 81.155062
CO2 Emission (g): 0.00581838295
training time (s): 1.1838480853333333
within-session-erp-on-bnci2014-009-moabbEEGNeX
AUC-ROC: 90.57953203333334
training time (s): 14.724422183333333
within-session-erp-on-bnci2014-009-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 84.51730606666668
CO2 Emission (g): 0.0025560880933333334
training time (s): 0.27403514700000003
within-session-erp-on-bnci2015-003-moabbEEGNet-8,2
AUC-ROC: 81.1056664
training time (s): 21.2605219
within-session-erp-on-bnci2015-003-moabbEEGNeX
AUC-ROC: 77.73544530000001
training time (s): 27.2078305
within-session-erp-on-bnci2015-003-moabbERPCov + MDM
AUC-ROC: 76.7858569
CO2 Emission (g): 0.007065287250000001
training time (s): 1.437615323
within-session-erp-on-bnci2015-003-moabbEEGITNet
AUC-ROC: 81.8696517
training time (s): 31.673819200000004
within-session-erp-on-bnci2015-003-moabbXDAWN + LDA
AUC-ROC: 78.6240163
CO2 Emission (g): 0.00903317618
training time (s): 1.74386197
within-session-erp-on-bnci2015-003-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 76.9320484
CO2 Emission (g): 0.0047693783
training time (s): 0.5074777229999999
within-session-erp-on-bnci2015-003-moabbShallowConvNet
AUC-ROC: 64.19801570000001
training time (s): 24.1188684
within-session-erp-on-bnci2015-003-moabbXDAWNCov + TS + SVM
AUC-ROC: 82.9463175
CO2 Emission (g): 0.02330993935
training time (s): 4.73371116
within-session-erp-on-bnci2015-003-moabbXDAWNCov + MDM
AUC-ROC: 83.0813024
CO2 Emission (g): 0.0042846727000000005
training time (s): 0.872752316
within-session-erp-on-braininvaders2012-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 79.01510372
CO2 Emission (g): 0.003451275416
training time (s): 0.3691924696
within-session-erp-on-braininvaders2012-moabbXDAWNCov + TS + SVM
AUC-ROC: 90.98646704
CO2 Emission (g): 0.007038169084
training time (s): 1.4309155479999998
within-session-erp-on-braininvaders2012-moabbEEGITNet
AUC-ROC: 89.64630072
training time (s): 19.83932564
within-session-erp-on-braininvaders2012-moabbEEGNet-8,2
AUC-ROC: 87.1327338
training time (s): 16.79750712
within-session-erp-on-braininvaders2012-moabbXDAWN + LDA
AUC-ROC: 64.411995
CO2 Emission (g): 0.002132688384
training time (s): 0.4368925492
within-session-erp-on-braininvaders2012-moabbShallowConvNet
AUC-ROC: 77.06215808
training time (s): 12.831535652
within-session-erp-on-braininvaders2012-moabbXDAWNCov + MDM
AUC-ROC: 88.21925356
CO2 Emission (g): 0.001676014172
training time (s): 0.3440682904
within-session-erp-on-braininvaders2012-moabbEEGNeX
AUC-ROC: 88.21605579999999
training time (s): 43.42852808000001
within-session-erp-on-braininvaders2012-moabbERPCov + MDM
AUC-ROC: 78.76657744
CO2 Emission (g): 0.007749152372
training time (s): 1.5751372879999999
within-session-erp-on-braininvaders2013aXDAWNCov + TS + SVM
AUC-ROC: 92.71220376712328
CO2 Emission (g): 0.005985859813698631
training time (s): 1.2172368082191782
within-session-erp-on-braininvaders2013aEEGNeX
AUC-ROC: 88.61672143835617
training time (s): 25.649349828767125
within-session-erp-on-braininvaders2013aERPCov(svd_n=4) + MDM
AUC-ROC: 82.06941052054795
CO2 Emission (g): 0.002071112097260274
training time (s): 0.22355115438356163
within-session-erp-on-braininvaders2013aShallowConvNet
AUC-ROC: 74.50491942465753
training time (s): 9.185006005479453
within-session-erp-on-braininvaders2013aEEGNet-8,2
AUC-ROC: 85.40249767123287
training time (s): 13.898916060273972
within-session-erp-on-braininvaders2013aERPCov + MDM
AUC-ROC: 80.58733515068494
CO2 Emission (g): 0.005112474912328768
training time (s): 1.0407688483561643
within-session-erp-on-braininvaders2013aEEGITNet
AUC-ROC: 90.01125384931507
training time (s): 16.593567684931507
within-session-erp-on-braininvaders2013aXDAWNCov + MDM
AUC-ROC: 90.96501701369863
CO2 Emission (g): 0.001490637705479452
training time (s): 0.30659427246575344
within-session-erp-on-braininvaders2013aXDAWN + LDA
AUC-ROC: 76.74075019178083
CO2 Emission (g): 0.0024966474219178083
training time (s): 0.5100849124657535
within-session-erp-on-braininvaders2014aEEGNet-8,2
AUC-ROC: 82.089285546875
training time (s): 17.4438248203125
within-session-erp-on-braininvaders2014aERPCov + MDM
AUC-ROC: 71.61664846875
CO2 Emission (g): 0.0108043912796875
training time (s): 2.19471158046875
within-session-erp-on-braininvaders2014aEEGNeX
AUC-ROC: 85.082494609375
training time (s): 40.16552703125
within-session-erp-on-braininvaders2014aEEGITNet
AUC-ROC: 86.65828684375
training time (s): 22.878644265625
within-session-erp-on-braininvaders2014aERPCov(svd_n=4) + MDM
AUC-ROC: 72.112766
CO2 Emission (g): 0.0055548682296875
training time (s): 0.593198109375
within-session-erp-on-braininvaders2014aXDAWNCov + MDM
AUC-ROC: 80.87908620312501
CO2 Emission (g): 0.002724634465625
training time (s): 0.55664274078125
within-session-erp-on-braininvaders2014aShallowConvNet
AUC-ROC: 63.189278171874996
training time (s): 11.1103096703125
within-session-erp-on-braininvaders2014aXDAWN + LDA
AUC-ROC: 66.600249390625
CO2 Emission (g): 0.00539390185625
training time (s): 1.09766276640625
within-session-erp-on-braininvaders2014aXDAWNCov + TS + SVM
AUC-ROC: 85.766639203125
CO2 Emission (g): 0.0118778180875
training time (s): 2.4124490578125
within-session-erp-on-braininvaders2014bERPCov + MDM
AUC-ROC: 78.56550172972973
CO2 Emission (g): 0.008591208308108108
training time (s): 1.7454204
within-session-erp-on-braininvaders2014bXDAWN + LDA
AUC-ROC: 83.72681281081081
CO2 Emission (g): 0.0021593195945945947
training time (s): 0.44246931054054056
within-session-erp-on-braininvaders2014bEEGNeX
AUC-ROC: 83.87045207894737
training time (s): 18.323774763157896
within-session-erp-on-braininvaders2014bEEGNet-8,2
AUC-ROC: 80.14453618421052
training time (s): 11.691945342105264
within-session-erp-on-braininvaders2014bXDAWNCov + MDM
AUC-ROC: 91.58241135135135
CO2 Emission (g): 0.0011774970894594596
training time (s): 0.2431399435135135
within-session-erp-on-braininvaders2014bXDAWNCov + TS + SVM
AUC-ROC: 91.88114464864864
CO2 Emission (g): 0.004579043135135135
training time (s): 0.932672401891892
within-session-erp-on-braininvaders2014bEEGITNet
AUC-ROC: 86.26866734210526
training time (s): 15.856247092105264
within-session-erp-on-braininvaders2014bShallowConvNet
AUC-ROC: 63.752483210526314
training time (s): 8.105964836842105
within-session-erp-on-braininvaders2014bERPCov(svd_n=4) + MDM
AUC-ROC: 76.47954105405405
CO2 Emission (g): 0.002490634086486486
training time (s): 0.2674589289189189
within-session-erp-on-braininvaders2015aERPCov(svd_n=4) + MDM
AUC-ROC: 77.92098565891473
CO2 Emission (g): 0.0052664793930232556
training time (s): 0.560524827751938
within-session-erp-on-braininvaders2015aXDAWNCov + TS + SVM
AUC-ROC: 93.05381111627908
CO2 Emission (g): 0.010436311162015504
training time (s): 2.1127921527131783
within-session-erp-on-braininvaders2015aEEGNeX
AUC-ROC: 87.61770750387598
training time (s): 199.32986724031008
within-session-erp-on-braininvaders2015aXDAWN + LDA
AUC-ROC: 76.01550499224807
CO2 Emission (g): 0.0039047394186046513
training time (s): 0.7962977278294574
within-session-erp-on-braininvaders2015aEEGNet-8,2
AUC-ROC: 86.79717793023256
training time (s): 14.414908054263565
within-session-erp-on-braininvaders2015aEEGITNet
AUC-ROC: 90.70906591472868
training time (s): 19.85593708914729
within-session-erp-on-braininvaders2015aXDAWNCov + MDM
AUC-ROC: 92.56596253488371
CO2 Emission (g): 0.0024371379224806203
training time (s): 0.4988526374418605
within-session-erp-on-braininvaders2015aERPCov + MDM
AUC-ROC: 80.01716807751939
CO2 Emission (g): 0.019448981011627904
training time (s): 3.9502074596899224
within-session-erp-on-braininvaders2015aShallowConvNet
AUC-ROC: 59.55947582945736
training time (s): 15.322640255813955
within-session-erp-on-braininvaders2015bEEGNet-8,2
AUC-ROC: 82.65727052272726
training time (s): 36.372572295454546
within-session-erp-on-braininvaders2015bXDAWNCov + TS + SVM
AUC-ROC: 84.55596702272726
CO2 Emission (g): 0.043256562954545455
training time (s): 8.7821148
within-session-erp-on-braininvaders2015bERPCov(svd_n=4) + MDM
AUC-ROC: 77.09262879545456
CO2 Emission (g): 0.022060082954545455
training time (s): 2.337742318181818
within-session-erp-on-braininvaders2015bXDAWNCov + MDM
AUC-ROC: 83.47637268181818
CO2 Emission (g): 0.009540853547727273
training time (s): 1.9377388022727273
within-session-erp-on-braininvaders2015bERPCov + MDM
AUC-ROC: 75.03742063636363
CO2 Emission (g): 0.08719968354545454
training time (s): 17.70060197727273
within-session-erp-on-braininvaders2015bShallowConvNet
AUC-ROC: 73.19578579545454
training time (s): 50.65970795454545
within-session-erp-on-braininvaders2015bEEGNeX
AUC-ROC: 81.59775325
training time (s): 105.33800122727274
within-session-erp-on-braininvaders2015bXDAWN + LDA
AUC-ROC: 77.22383009090909
CO2 Emission (g): 0.03399095902272727
training time (s): 6.902407668181818
within-session-erp-on-braininvaders2015bEEGITNet
AUC-ROC: 83.33420745454546
training time (s): 51.57266440909091
within-session-erp-on-cattan2019-vr-moabbXDAWNCov + TS + SVM
AUC-ROC: 90.677777575
CO2 Emission (g): 0.008065587075
training time (s): 0.85638401025
within-session-erp-on-cattan2019-vr-moabbShallowConvNet
AUC-ROC: 80.03306880952381
training time (s): 13.902749985714287
within-session-erp-on-cattan2019-vr-moabbXDAWNCov + MDM
AUC-ROC: 88.529687375
CO2 Emission (g): 0.0017226343375000002
training time (s): 0.18693414675
within-session-erp-on-cattan2019-vr-moabbXDAWN + LDA
AUC-ROC: 67.159201475
CO2 Emission (g): 0.0033990314475
training time (s): 0.3639022155
within-session-erp-on-cattan2019-vr-moabbEEGITNet
AUC-ROC: 89.4212960952381
training time (s): 22.83087557142857
within-session-erp-on-cattan2019-vr-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 80.674825575
CO2 Emission (g): 0.0027964518625
training time (s): 0.30020958225
within-session-erp-on-cattan2019-vr-moabbEEGNeX
AUC-ROC: 89.3339950952381
training time (s): 23.31658614285714
within-session-erp-on-cattan2019-vr-moabbEEGNet-8,2
AUC-ROC: 86.3244051904762
training time (s): 15.87339438095238
within-session-erp-on-cattan2019-vr-moabbERPCov + MDM
AUC-ROC: 80.757379
CO2 Emission (g): 0.0067425482250000005
training time (s): 0.7168895120000001
within-session-erp-on-epflp300-moabbShallowConvNet
AUC-ROC: 75.556908
training time (s): 15.697078703125
within-session-erp-on-epflp300-moabbXDAWN + LDA
AUC-ROC: 62.982488281250006
CO2 Emission (g): 0.018060430625
training time (s): 3.6105500875
within-session-erp-on-epflp300-moabbXDAWNCov + MDM
AUC-ROC: 83.19801607142858
CO2 Emission (g): 0.006680508521428571
training time (s): 0.7105525185714285
within-session-erp-on-epflp300-moabbEEGITNet
AUC-ROC: 84.0994343125
training time (s): 28.6127446875
within-session-erp-on-epflp300-moabbEEGNeX
AUC-ROC: 84.68838325
training time (s): 35.690736875
within-session-erp-on-epflp300-moabbXDAWNCov + TS + SVM
AUC-ROC: 84.29081139285714
CO2 Emission (g): 0.03015609335714286
training time (s): 3.1239111678571425
within-session-erp-on-epflp300-moabbEEGNet-8,2
AUC-ROC: 80.3845744375
training time (s): 15.535605484375
within-session-erp-on-epflp300-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 71.444304125
CO2 Emission (g): 0.011323257109375
training time (s): 1.2007145884375
within-session-erp-on-epflp300-moabbERPCov + MDM
AUC-ROC: 71.973831125
CO2 Emission (g): 0.03419226534375
training time (s): 6.942208496875
within-session-erp-on-huebner2017-moabbXDAWNCov + MDM
AUC-ROC: 98.07393668421052
CO2 Emission (g): 0.02386866539473684
training time (s): 4.846665142105263
within-session-erp-on-huebner2017-moabbXDAWN + LDA
AUC-ROC: 97.74267144736841
CO2 Emission (g): 0.12781473060526316
training time (s): 25.946418210526314
within-session-erp-on-huebner2017-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 96.20552692105264
CO2 Emission (g): 0.03857930394736842
training time (s): 4.081931507894737
within-session-erp-on-huebner2017-moabbEEGITNet
AUC-ROC: 95.78304654054055
training time (s): 675.4294938108109
within-session-erp-on-huebner2017-moabbXDAWNCov + TS + SVM
AUC-ROC: 98.68678031578948
CO2 Emission (g): 0.06488028365789474
training time (s): 10.07638602631579
within-session-erp-on-huebner2017-moabbEEGNeX
AUC-ROC: 79.73031656756756
training time (s): 4185.744198918919
within-session-erp-on-huebner2017-moabbERPCov + MDM
AUC-ROC: 94.469262
CO2 Emission (g): 0.13750907568421053
training time (s): 27.91168176315789
within-session-erp-on-huebner2017-moabbShallowConvNet
AUC-ROC: 90.959699
training time (s): 1543.135988162162
within-session-erp-on-huebner2017-moabbEEGNet-8,2
AUC-ROC: 98.28146008108108
training time (s): 73.38250045945946
within-session-erp-on-huebner2018-moabbEEGNet-8,2
AUC-ROC: 98.17509305555555
training time (s): 78.75188250000001
within-session-erp-on-huebner2018-moabbShallowConvNet
AUC-ROC: 89.71045811111111
training time (s): 1587.3318289166666
within-session-erp-on-huebner2018-moabbEEGITNet
AUC-ROC: 87.6017086111111
training time (s): 2489.9952416666665
within-session-erp-on-huebner2018-moabbXDAWN + LDA
AUC-ROC: 97.53628586111111
CO2 Emission (g): 0.16110926027777778
training time (s): 32.70688272222222
within-session-erp-on-huebner2018-moabbXDAWNCov + MDM
AUC-ROC: 97.78393108333331
CO2 Emission (g): 0.02470122563888889
training time (s): 5.015010133333333
within-session-erp-on-huebner2018-moabbEEGNeX
AUC-ROC: 76.54384258333333
training time (s): 4893.720471111111
within-session-erp-on-huebner2018-moabbXDAWNCov + TS + SVM
AUC-ROC: 98.46594386111111
CO2 Emission (g): 0.07899148369444445
training time (s): 9.940868125
within-session-erp-on-huebner2018-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 96.608676
CO2 Emission (g): 0.03743309013888889
training time (s): 3.9697683444444447
within-session-erp-on-huebner2018-moabbERPCov + MDM
AUC-ROC: 95.14819502777779
CO2 Emission (g): 0.1544211313888889
training time (s): 31.349976444444444
within-session-erp-on-lee2019-erp-moabbXDAWN + LDA
AUC-ROC: 96.45206821296297
CO2 Emission (g): 0.13853210805555555
training time (s): 28.108453657407406
within-session-erp-on-lee2019-erp-moabbERPCov + MDM
AUC-ROC: 74.43493880555556
CO2 Emission (g): 0.6299353016666667
training time (s): 127.87080321296297
within-session-erp-on-lee2019-erp-moabbEEGNet-8,2
AUC-ROC: 97.85841548148149
training time (s): 109.5753095
within-session-erp-on-lee2019-erp-moabbXDAWNCov + TS + SVM
AUC-ROC: 98.40814827777777
CO2 Emission (g): 0.17517531703703704
training time (s): 18.539845689814815
within-session-erp-on-lee2019-erp-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 82.47109035185186
CO2 Emission (g): 0.09060789349074073
training time (s): 9.584082125
within-session-erp-on-lee2019-erp-moabbShallowConvNet
AUC-ROC: 77.4085946574074
training time (s): 4598.484442222222
within-session-erp-on-lee2019-erp-moabbEEGITNet
AUC-ROC: 96.81215804629629
training time (s): 468.54065999999995
within-session-erp-on-lee2019-erp-moabbXDAWNCov + MDM
AUC-ROC: 97.70259957407407
CO2 Emission (g): 0.04369601411111111
training time (s): 8.865101517592594
within-session-erp-on-lee2019-erp-moabbEEGNeX
AUC-ROC: 70.27269508333333
training time (s): 6374.80394962963
within-session-erp-on-sosulski2019-moabbEEGNeX
AUC-ROC: 86.17639538461539
training time (s): 292.10557615384613
within-session-erp-on-sosulski2019-moabbShallowConvNet
AUC-ROC: 78.35273161538461
training time (s): 215.27583423076925
within-session-erp-on-sosulski2019-moabbEEGNet-8,2
AUC-ROC: 87.13865323076924
training time (s): 169.22427923076924
within-session-erp-on-sosulski2019-moabbXDAWNCov + TS + SVM
AUC-ROC: 87.28411109999999
CO2 Emission (g): 0.027893668675
training time (s): 4.33317254
within-session-erp-on-sosulski2019-moabbERPCov + MDM
AUC-ROC: 68.16548655
CO2 Emission (g): 0.062550748675
training time (s): 12.6986916875
within-session-erp-on-sosulski2019-moabbERPCov(svd_n=4) + MDM
AUC-ROC: 70.632222375
CO2 Emission (g): 0.015362666562499998
training time (s): 1.6276701575
within-session-erp-on-sosulski2019-moabbXDAWN + LDA
AUC-ROC: 67.48655605
CO2 Emission (g): 0.0360850438
training time (s): 7.327161445
within-session-erp-on-sosulski2019-moabbEEGITNet
AUC-ROC: 88.82306907692308
training time (s): 254.26117153846155
within-session-erp-on-sosulski2019-moabbXDAWNCov + MDM
AUC-ROC: 86.07416710000001
CO2 Emission (g): 0.013847520075
training time (s): 2.812111245
within-session-motor-imagery-all-classes-on-1MDM
Accuracy: 60.62499999999999
CO2 Emission (g): 0.000925614838125
training time (s): 1.6782885705
within-session-motor-imagery-all-classes-on-1EEGTCNet
Accuracy: 34.166666875
CO2 Emission (g): 2.198906455875
training time (s): 9.205565762500001
within-session-motor-imagery-all-classes-on-1EEGITNet
Accuracy: 36.041667
CO2 Emission (g): 1.109086602625
training time (s): 9.4757763125
within-session-motor-imagery-all-classes-on-1TS + EL
Accuracy: 69.79166675
CO2 Emission (g): 0.0013501269012499999
training time (s): 2.749322665
within-session-motor-imagery-all-classes-on-1ShallowConvNet
Accuracy: 50.00000075
CO2 Emission (g): 3.21283768775
training time (s): 12.9602863125
within-session-motor-imagery-all-classes-on-1CSP + SVM
Accuracy: 62.91666625
CO2 Emission (g): 0.03446902725
training time (s): 44.612727875000004
within-session-motor-imagery-all-classes-on-1TS + SVM
Accuracy: 67.916665875
CO2 Emission (g): 0.00173950673625
training time (s): 3.3987408749999997
within-session-motor-imagery-all-classes-on-1EEGNeX
Accuracy: 37.708333625
CO2 Emission (g): 3.1961726155
training time (s): 9.8963939375
within-session-motor-imagery-all-classes-on-1TS + LR
Accuracy: 69.16666637499999
CO2 Emission (g): 0.000786763229625
training time (s): 1.85145594625
within-session-motor-imagery-all-classes-on-1FgMDM
Accuracy: 65.62500112500001
CO2 Emission (g): 0.00038144418074999997
training time (s): 0.743955544625
within-session-motor-imagery-all-classes-on-1FBCSP + SVM
Accuracy: 65.0
CO2 Emission (g): 0.005079346375
training time (s): 19.6318726375
within-session-motor-imagery-all-classes-on-1DeepConvNet
Accuracy: 37.7083335
CO2 Emission (g): 1.546965218875
training time (s): 8.58771105
within-session-motor-imagery-all-classes-on-1DLCSPauto + shLDA
Accuracy: 60.62500012500001
CO2 Emission (g): 0.0003630056075
training time (s): 0.6206318012500001
within-session-motor-imagery-all-classes-on-1CSP + LDA
Accuracy: 61.041666500000005
CO2 Emission (g): 0.0005938407575
training time (s): 1.0782176175
within-session-motor-imagery-all-classes-on-1EEGNet-8,2
Accuracy: 43.958333875
CO2 Emission (g): 2.673163054
training time (s): 9.24752825
within-session-motor-imagery-all-classes-on-1ACM + TS + SVM
Accuracy: 69.5833345
CO2 Emission (g): 0.18950154875
training time (s): 7.6877846125
within-session-motor-imagery-all-classes-on-2TS + LR
Accuracy: 71.97351649999999
CO2 Emission (g): 0.004666705854444444
training time (s): 19.167550810555554
within-session-motor-imagery-all-classes-on-2CSP + SVM
Accuracy: 66.88411633333334
CO2 Emission (g): 0.1285738541111111
training time (s): 147.7146591111111
within-session-motor-imagery-all-classes-on-2DeepConvNet
Accuracy: 35.29273355555556
CO2 Emission (g): 0.15884736222222223
training time (s): 18.38852738888889
within-session-motor-imagery-all-classes-on-2FgMDM
Accuracy: 70.14149394444445
CO2 Emission (g): 0.014329298037222223
training time (s): 59.714323183333335
within-session-motor-imagery-all-classes-on-2EEGNeX
Accuracy: 45.61672333333334
CO2 Emission (g): 0.5342137127777778
training time (s): 62.59321944444444
within-session-motor-imagery-all-classes-on-2ShallowConvNet
Accuracy: 72.47227177777778
CO2 Emission (g): 0.394738715
training time (s): 45.877247277777776
within-session-motor-imagery-all-classes-on-2CSP + LDA
Accuracy: 65.994152
CO2 Emission (g): 0.010921193731666667
training time (s): 52.462251144444444
within-session-motor-imagery-all-classes-on-2TS + EL
Accuracy: 72.38119294444444
CO2 Emission (g): 0.006551190227777778
training time (s): 13.852831627777778
within-session-motor-imagery-all-classes-on-2DLCSPauto + shLDA
Accuracy: 66.3070505
CO2 Emission (g): 0.0028627887866666665
training time (s): 9.741079583888888
within-session-motor-imagery-all-classes-on-2EEGTCNet
Accuracy: 41.64616544444444
CO2 Emission (g): 0.28639946055555554
training time (s): 33.0790875
within-session-motor-imagery-all-classes-on-2MDM
Accuracy: 61.600793277777775
CO2 Emission (g): 0.012491149514444445
training time (s): 75.09591532444445
within-session-motor-imagery-all-classes-on-2EEGITNet
Accuracy: 35.54681733333334
CO2 Emission (g): 0.1578935777777778
training time (s): 18.299775611111112
within-session-motor-imagery-all-classes-on-2FBCSP + SVM
Accuracy: 66.52618122222222
CO2 Emission (g): 0.004104928794444445
training time (s): 5.445951
within-session-motor-imagery-all-classes-on-2EEGNet-8,2
Accuracy: 60.46380244444445
CO2 Emission (g): 0.1871718811111111
training time (s): 21.723354222222223
within-session-motor-imagery-all-classes-on-2TS + SVM
Accuracy: 70.75586455555556
CO2 Emission (g): 0.01799459135
training time (s): 66.23056458333332
within-session-motor-imagery-all-classes-on-2ACM + TS + SVM
Accuracy: 77.88163016666667
CO2 Emission (g): 1.7743017888888888
training time (s): 73.50212961111112
within-session-motor-imagery-all-classes-on-3TS + EL
Accuracy: 59.934408990825695
CO2 Emission (g): 0.013059559739449542
training time (s): 25.291020102752295
within-session-motor-imagery-all-classes-on-3EEGNeX
Accuracy: 26.68615756880734
CO2 Emission (g): 0.059308609688073395
training time (s): 22.783741321100916
within-session-motor-imagery-all-classes-on-3DLCSPauto + shLDA
Accuracy: 46.84880671559633
CO2 Emission (g): 0.005456309299082569
training time (s): 8.482141944036696
within-session-motor-imagery-all-classes-on-3CSP + LDA
Accuracy: 47.73427576146789
CO2 Emission (g): 0.0054728938412844045
training time (s): 8.780583234862386
within-session-motor-imagery-all-classes-on-3EEGITNet
Accuracy: 26.154798385321104
CO2 Emission (g): 0.4149273854862385
training time (s): 13.559821752293578
within-session-motor-imagery-all-classes-on-3ShallowConvNet
Accuracy: 41.87124210091743
CO2 Emission (g): 0.038677560009174314
training time (s): 15.891879321100918
within-session-motor-imagery-all-classes-on-3FgMDM
Accuracy: 55.0438009174312
CO2 Emission (g): 0.002020601044036697
training time (s): 3.204224353211009
within-session-motor-imagery-all-classes-on-3TS + LR
Accuracy: 58.55441266055046
CO2 Emission (g): 0.0010041190067889907
training time (s): 2.2208920137614676
within-session-motor-imagery-all-classes-on-3EEGNet-8,2
Accuracy: 29.03593889908257
CO2 Emission (g): 0.024848891426605502
training time (s): 10.598362683486238
within-session-motor-imagery-all-classes-on-3FBCSP + SVM
Accuracy: 45.493503000000004
CO2 Emission (g): 0.06618156533027524
training time (s): 68.7581273853211
within-session-motor-imagery-all-classes-on-3ACM + TS + SVM
Accuracy: 56.68057317948718
CO2 Emission (g): 2.330426302205128
training time (s): 92.28611607692308
within-session-motor-imagery-all-classes-on-3CSP + SVM
Accuracy: 48.51775490825688
CO2 Emission (g): 1.9742764488073394
training time (s): 1190.5449858715597
within-session-motor-imagery-all-classes-on-3TS + SVM
Accuracy: 58.458600238532114
CO2 Emission (g): 0.0243752586293578
training time (s): 48.31867250642202
within-session-motor-imagery-all-classes-on-3EEGTCNet
Accuracy: 25.790262357798166
CO2 Emission (g): 2.7750069540733944
training time (s): 18.127433243119267
within-session-motor-imagery-all-classes-on-3MDM
Accuracy: 42.96454042201835
CO2 Emission (g): 0.003281270780733945
training time (s): 6.167569839633027
within-session-motor-imagery-all-classes-on-3DeepConvNet
Accuracy: 27.682707357798165
CO2 Emission (g): 0.034966375495412844
training time (s): 14.11812210091743
within-session-motor-imagery-all-classes-on-4MDM
Accuracy: 52.03144735714286
CO2 Emission (g): 0.007416166485714286
training time (s): 4.819618021428572
within-session-motor-imagery-all-classes-on-4CSP + SVM
Accuracy: 75.88554942857144
CO2 Emission (g): 0.8806029271428572
training time (s): 531.3518721428571
within-session-motor-imagery-all-classes-on-4TS + LR
Accuracy: 84.59829828571428
CO2 Emission (g): 0.0075348416357142855
training time (s): 4.9577661214285715
within-session-motor-imagery-all-classes-on-4DeepConvNet
Accuracy: 56.77987328571429
CO2 Emission (g): 1.7812169435714285
training time (s): 405.86182285714284
within-session-motor-imagery-all-classes-on-4TS + EL
Accuracy: 85.52905985714287
CO2 Emission (g): 0.16102813214285713
training time (s): 86.77469099999999
within-session-motor-imagery-all-classes-on-4TS + SVM
Accuracy: 84.41288664285715
CO2 Emission (g): 0.04492253178571428
training time (s): 23.104729499999998
within-session-motor-imagery-all-classes-on-4EEGNet-8,2
Accuracy: 76.98508007142857
CO2 Emission (g): 0.9416739878571428
training time (s): 214.51948785714285
within-session-motor-imagery-all-classes-on-4CSP + LDA
Accuracy: 72.97147700000001
CO2 Emission (g): 0.004620156871428571
training time (s): 3.027175342857143
within-session-motor-imagery-all-classes-on-4EEGITNet
Accuracy: 70.44199514285714
CO2 Emission (g): 1.478115302857143
training time (s): 336.80249142857144
within-session-motor-imagery-all-classes-on-4DLCSPauto + shLDA
Accuracy: 72.8150212857143
CO2 Emission (g): 0.004526741521428572
training time (s): 2.9170686285714287
within-session-motor-imagery-all-classes-on-4ShallowConvNet
Accuracy: 85.13492092857142
CO2 Emission (g): 2.612351642857143
training time (s): 1877.5478428571428
within-session-motor-imagery-all-classes-on-4FgMDM
Accuracy: 82.97360807142857
CO2 Emission (g): 0.09652152407142857
training time (s): 61.4208665
within-session-motor-imagery-all-classes-on-4EEGNeX
Accuracy: 67.55850299999999
CO2 Emission (g): 4.719508371428572
training time (s): 1075.1257621428572
within-session-motor-imagery-all-classes-on-4EEGTCNet
Accuracy: 71.11233471428572
CO2 Emission (g): 2.0679361071428572
training time (s): 471.15728
within-session-motor-imagery-all-classes-on-4FBCSP + SVM
Accuracy: 75.93963142857143
CO2 Emission (g): 0.1834183317857143
training time (s): 181.90692642857144
within-session-motor-imagery-all-classes-on-4ACM + TS + SVM
Accuracy: 85.39824135714285
CO2 Emission (g): 20.32321697142857
training time (s): 707.9741635714284
within-session-motor-imagery-all-classes-on-5FgMDM
Accuracy: 56.9400009
CO2 Emission (g): 0.00332279971
training time (s): 3.4260148399999997
within-session-motor-imagery-all-classes-on-5TS + SVM
Accuracy: 61.469286499999995
CO2 Emission (g): 0.014714955200000001
training time (s): 15.092744999999999
within-session-motor-imagery-all-classes-on-5ACM + TS + SVM
Accuracy: 64.3835718
CO2 Emission (g): 6.1498658200000005
training time (s): 335.21023
within-session-motor-imagery-all-classes-on-5TS + EL
Accuracy: 63.840714199999994
CO2 Emission (g): 0.0319534623
training time (s): 34.0226515
within-session-motor-imagery-all-classes-on-5ShallowConvNet
Accuracy: 48.9364276
CO2 Emission (g): 22.743277258
training time (s): 100.2113981
within-session-motor-imagery-all-classes-on-5CSP + LDA
Accuracy: 39.4492859
CO2 Emission (g): 0.0037056161800000003
training time (s): 4.84518394
within-session-motor-imagery-all-classes-on-5DLCSPauto + shLDA
Accuracy: 38.8442857
CO2 Emission (g): 0.00369364373
training time (s): 4.82886682
within-session-motor-imagery-all-classes-on-5EEGITNet
Accuracy: 25.7807146
CO2 Emission (g): 13.394392257000002
training time (s): 43.4866037
within-session-motor-imagery-all-classes-on-5TS + LR
Accuracy: 62.762142
CO2 Emission (g): 0.00205973584
training time (s): 2.12094548
within-session-motor-imagery-all-classes-on-5EEGTCNet
Accuracy: 17.9464288
CO2 Emission (g): 15.281205185
training time (s): 47.42458
within-session-motor-imagery-all-classes-on-5EEGNet-8,2
Accuracy: 35.3514286
CO2 Emission (g): 10.5262206565
training time (s): 34.2388724
within-session-motor-imagery-all-classes-on-5MDM
Accuracy: 33.4078569
CO2 Emission (g): 0.00188059405
training time (s): 2.01196917
within-session-motor-imagery-all-classes-on-5CSP + SVM
Accuracy: 44.0792858
CO2 Emission (g): 0.5357583659999999
training time (s): 677.4126650000001
within-session-motor-imagery-all-classes-on-5FBCSP + SVM
Accuracy: 45.212857299999996
CO2 Emission (g): 0.030076381000000003
training time (s): 37.9020129
within-session-motor-imagery-all-classes-on-5EEGNeX
Accuracy: 30.215714
CO2 Emission (g): 35.190156514
training time (s): 126.255782
within-session-motor-imagery-all-classes-on-5DeepConvNet
Accuracy: 24.1678569
CO2 Emission (g): 30.440530905000003
training time (s): 73.0829022
within-session-motor-imagery-all-classes-on-6FgMDM
Accuracy: 83.07198441666667
CO2 Emission (g): 0.010749338934166667
training time (s): 71.767263065
within-session-motor-imagery-all-classes-on-6TS + EL
Accuracy: 84.53929741666667
CO2 Emission (g): 0.025638485455833332
training time (s): 75.6071288
within-session-motor-imagery-all-classes-on-6ACM + TS + SVM
Accuracy: 85.85246441666668
CO2 Emission (g): 0.1941063975
training time (s): 7.277364225
within-session-motor-imagery-all-classes-on-6EEGNeX
Accuracy: 56.41506
CO2 Emission (g): 0.29802479833333334
training time (s): 34.04211566666667
within-session-motor-imagery-all-classes-on-6FBCSP + SVM
Accuracy: 81.98970291666666
CO2 Emission (g): 0.00143389045
training time (s): 1.8146779000000002
within-session-motor-imagery-all-classes-on-6DeepConvNet
Accuracy: 55.691373
CO2 Emission (g): 0.11693505166666666
training time (s): 13.242306708333333
within-session-motor-imagery-all-classes-on-6CSP + LDA
Accuracy: 82.9630775
CO2 Emission (g): 0.008406058218333333
training time (s): 46.6342523525
within-session-motor-imagery-all-classes-on-6MDM
Accuracy: 76.04754891666667
CO2 Emission (g): 0.0013000749791666668
training time (s): 8.044291825
within-session-motor-imagery-all-classes-on-6EEGTCNet
Accuracy: 37.193690833333335
CO2 Emission (g): 0.12480563316666667
training time (s): 14.080227958333333
within-session-motor-imagery-all-classes-on-6TS + SVM
Accuracy: 83.65528725
CO2 Emission (g): 0.013120034294166666
training time (s): 39.13084056666667
within-session-motor-imagery-all-classes-on-6DLCSPauto + shLDA
Accuracy: 82.06140125
CO2 Emission (g): 0.0014094379383333333
training time (s): 8.307476150833333
within-session-motor-imagery-all-classes-on-6TS + LR
Accuracy: 84.87930308333334
CO2 Emission (g): 0.004125581083333333
training time (s): 14.9374373825
within-session-motor-imagery-all-classes-on-6CSP + SVM
Accuracy: 83.08474258333334
CO2 Emission (g): 0.04421750124999999
training time (s): 129.06390283333334
within-session-motor-imagery-all-classes-on-6EEGNet-8,2
Accuracy: 83.33782725
CO2 Emission (g): 0.16457950333333335
training time (s): 18.622367166666667
within-session-motor-imagery-all-classes-on-6EEGITNet
Accuracy: 50.67784558333334
CO2 Emission (g): 0.16801267050000002
training time (s): 19.01079075
within-session-motor-imagery-all-classes-on-6ShallowConvNet
Accuracy: 85.02304108333334
CO2 Emission (g): 0.21728041750000002
training time (s): 24.664789916666667
within-session-motor-imagery-left-hand-vsEEGNet-8,2
AUC-ROC: 77.15268383333334
CO2 Emission (g): 0.12332580900000001
training time (s): 14.563619111111112
within-session-motor-imagery-left-hand-vsTS + SVM
AUC-ROC: 86.47732361111112
CO2 Emission (g): 0.021483784244444443
training time (s): 40.16215047222222
within-session-motor-imagery-left-hand-vsTS + EL
AUC-ROC: 86.44255583333333
CO2 Emission (g): 0.010235186905555556
training time (s): 23.73425226666667
within-session-motor-imagery-left-hand-vsFgMDM
AUC-ROC: 86.52796605555557
CO2 Emission (g): 0.03423917689166667
training time (s): 58.82106999444444
within-session-motor-imagery-left-hand-vsDLCSPauto + shLDA
AUC-ROC: 82.74829922222222
CO2 Emission (g): 0.006283899536444444
training time (s): 21.795549848888886
within-session-motor-imagery-left-hand-vsDeepConvNet
AUC-ROC: 82.07331861111112
CO2 Emission (g): 0.11586982311111112
training time (s): 13.686492722222221
within-session-motor-imagery-left-hand-vsTRCSP + LDA
AUC-ROC: 79.83560116666666
CO2 Emission (g): 0.008658991335722222
training time (s): 14.69900212111111
within-session-motor-imagery-left-hand-vsCSP + SVM
AUC-ROC: 83.07369627777778
CO2 Emission (g): 0.03449044713888889
training time (s): 60.17366931666667
within-session-motor-imagery-left-hand-vsACM + TS + SVM
AUC-ROC: 91.87717316666667
CO2 Emission (g): 0.8832741538888889
training time (s): 37.19322716666667
within-session-motor-imagery-left-hand-vsTS + LR
AUC-ROC: 87.4123206111111
CO2 Emission (g): 0.023651943657777775
training time (s): 91.08604166666666
within-session-motor-imagery-left-hand-vsEEGNeX
AUC-ROC: 66.28193516666667
CO2 Emission (g): 0.31804718277777777
training time (s): 38.14933605555555
within-session-motor-imagery-left-hand-vsFBCSP + SVM
AUC-ROC: 84.4368855
CO2 Emission (g): 0.30146339333333333
training time (s): 1.6411384872222223
within-session-motor-imagery-left-hand-vsLogVar + SVM
AUC-ROC: 75.86092177777778
CO2 Emission (g): 0.007728553635555556
training time (s): 15.609176037777777
within-session-motor-imagery-left-hand-vsShallowConvNet
AUC-ROC: 86.16591022222222
CO2 Emission (g): 0.23767624
training time (s): 28.300448333333332
within-session-motor-imagery-left-hand-vsLogVar + LDA
AUC-ROC: 77.95615972222222
CO2 Emission (g): 0.005686139496333334
training time (s): 13.134125769444445
within-session-motor-imagery-left-hand-vsCSP + LDA
AUC-ROC: 82.33597905555557
CO2 Emission (g): 0.01768477408111111
training time (s): 26.033208126666665
within-session-motor-imagery-left-hand-vsMDM
AUC-ROC: 81.69425572222222
CO2 Emission (g): 0.02021859091111111
training time (s): 42.17484379888889
within-session-motor-imagery-left-hand-vsEEGITNet
AUC-ROC: 75.27399844444444
CO2 Emission (g): 0.1597577938888889
training time (s): 18.952416222222222
within-session-motor-imagery-left-hand-vsEEGTCNet
AUC-ROC: 67.46182961111111
CO2 Emission (g): 0.18110872972222222
training time (s): 20.17755577777778
within-session-motor-imagery-left-hand-vs-1DLCSPauto + shLDA
AUC-ROC: 79.87291397777778
CO2 Emission (g): 0.0006216743171333333
training time (s): 1.8661370398
within-session-motor-imagery-left-hand-vs-1ACM + TS + SVM
AUC-ROC: 82.0049287111111
CO2 Emission (g): 0.02593451466666667
training time (s): 1.439084654222222
within-session-motor-imagery-left-hand-vs-1EEGNet-8,2
AUC-ROC: 69.498559
CO2 Emission (g): 0.07430071106666666
training time (s): 8.935735724444443
within-session-motor-imagery-left-hand-vs-1TS + SVM
AUC-ROC: 79.41006457777777
CO2 Emission (g): 0.001196510487111111
training time (s): 2.356883378
within-session-motor-imagery-left-hand-vs-1FgMDM
AUC-ROC: 79.28086771111111
CO2 Emission (g): 0.0006603817830888889
training time (s): 1.5159122454666667
within-session-motor-imagery-left-hand-vs-1EEGITNet
AUC-ROC: 65.09554904444444
CO2 Emission (g): 0.09232083362222221
training time (s): 11.108478222222223
within-session-motor-imagery-left-hand-vs-1TRCSP + LDA
AUC-ROC: 79.78218279999999
CO2 Emission (g): 0.0006737686001777777
training time (s): 1.457821241711111
within-session-motor-imagery-left-hand-vs-1LogVar + SVM
AUC-ROC: 78.29806786666667
CO2 Emission (g): 0.0008958152281111112
training time (s): 2.0932973742222223
within-session-motor-imagery-left-hand-vs-1ShallowConvNet
AUC-ROC: 72.35971368888889
CO2 Emission (g): 0.05743548577777778
training time (s): 6.921017688888888
within-session-motor-imagery-left-hand-vs-1CSP + SVM
AUC-ROC: 79.27025824444443
CO2 Emission (g): 0.004687019133333334
training time (s): 6.61830888
within-session-motor-imagery-left-hand-vs-1TS + EL
AUC-ROC: 79.75479504444445
CO2 Emission (g): 0.0010797430764444445
training time (s): 2.079450579777778
within-session-motor-imagery-left-hand-vs-1FBCSP + SVM
AUC-ROC: 80.39444377777778
CO2 Emission (g): 0.14387416055555555
training time (s): 0.783375099111111
within-session-motor-imagery-left-hand-vs-1MDM
AUC-ROC: 77.65547846666666
CO2 Emission (g): 0.0003528847734
training time (s): 0.9042913831777778
within-session-motor-imagery-left-hand-vs-1TS + LR
AUC-ROC: 80.09376537777779
CO2 Emission (g): 0.0006557710575999999
training time (s): 1.7434176553111111
within-session-motor-imagery-left-hand-vs-1EEGNeX
AUC-ROC: 66.52779386666666
CO2 Emission (g): 0.10765803022222223
training time (s): 13.068636999999999
within-session-motor-imagery-left-hand-vs-1CSP + LDA
AUC-ROC: 80.0956668888889
CO2 Emission (g): 0.0005452296241333334
training time (s): 1.2460348456222223
within-session-motor-imagery-left-hand-vs-1LogVar + LDA
AUC-ROC: 78.50732679999999
CO2 Emission (g): 0.0005384169830822222
training time (s): 1.2824246142888889
within-session-motor-imagery-left-hand-vs-1DeepConvNet
AUC-ROC: 72.35753537777777
CO2 Emission (g): 0.08229932173333333
training time (s): 9.503357968888889
within-session-motor-imagery-left-hand-vs-1EEGTCNet
AUC-ROC: 69.69639757777777
CO2 Emission (g): 0.12710436082222223
training time (s): 15.25518438888889
within-session-motor-imagery-left-hand-vs-2CSP + LDA
AUC-ROC: 71.38116988461539
CO2 Emission (g): 0.0011575846306923075
training time (s): 3.884574095846154
within-session-motor-imagery-left-hand-vs-2MDM
AUC-ROC: 63.39276176923077
CO2 Emission (g): 0.00237880536
training time (s): 6.796549341730769
within-session-motor-imagery-left-hand-vs-2ACM + TS + SVM
AUC-ROC: 75.52711013461538
CO2 Emission (g): 1.8557469153846153
training time (s): 62.31514830769231
within-session-motor-imagery-left-hand-vs-2DLCSPauto + shLDA
AUC-ROC: 71.15633009615384
CO2 Emission (g): 0.001064577328173077
training time (s): 3.4957703001923077
within-session-motor-imagery-left-hand-vs-2ShallowConvNet
AUC-ROC: 73.83557690384616
CO2 Emission (g): 0.058521977903846154
training time (s): 46.979712846153845
within-session-motor-imagery-left-hand-vs-2CSP + SVM
AUC-ROC: 71.92080661538462
CO2 Emission (g): 0.013585275634615385
training time (s): 20.833295817307693
within-session-motor-imagery-left-hand-vs-2TRCSP + LDA
AUC-ROC: 71.84767628846154
CO2 Emission (g): 0.001189626241
training time (s): 3.8611871384615384
within-session-motor-imagery-left-hand-vs-2EEGNet-8,2
AUC-ROC: 66.78533653846154
CO2 Emission (g): 0.09790713498076922
training time (s): 22.314706884615383
within-session-motor-imagery-left-hand-vs-2TS + SVM
AUC-ROC: 74.61810898076924
CO2 Emission (g): 0.008696662651923077
training time (s): 12.687089688461539
within-session-motor-imagery-left-hand-vs-2EEGNeX
AUC-ROC: 53.279941384615384
CO2 Emission (g): 0.2174445951923077
training time (s): 49.56457763461538
within-session-motor-imagery-left-hand-vs-2FgMDM
AUC-ROC: 72.89826388461537
CO2 Emission (g): 0.002231383398076923
training time (s): 4.56839715
within-session-motor-imagery-left-hand-vs-2FBCSP + SVM
AUC-ROC: 67.90934826923076
CO2 Emission (g): 0.003133048219230769
training time (s): 2.7608346807692308
within-session-motor-imagery-left-hand-vs-2EEGTCNet
AUC-ROC: 58.33552344230769
CO2 Emission (g): 0.1190211419423077
training time (s): 27.13974953846154
within-session-motor-imagery-left-hand-vs-2LogVar + LDA
AUC-ROC: 64.49059826923077
CO2 Emission (g): 0.0009515043146153847
training time (s): 2.7242354466346157
within-session-motor-imagery-left-hand-vs-2LogVar + SVM
AUC-ROC: 65.46407580769231
CO2 Emission (g): 0.0015806333348076923
training time (s): 4.417776592307693
within-session-motor-imagery-left-hand-vs-2TS + LR
AUC-ROC: 75.00852038461538
CO2 Emission (g): 0.0018744818367307692
training time (s): 6.214885324999999
within-session-motor-imagery-left-hand-vs-2DeepConvNet
AUC-ROC: 71.67248932692308
CO2 Emission (g): 0.2637025025
training time (s): 60.08802442307693
within-session-motor-imagery-left-hand-vs-2TS + EL
AUC-ROC: 76.2289796153846
CO2 Emission (g): 0.008755807778846155
training time (s): 13.766507201923076
within-session-motor-imagery-left-hand-vs-2EEGITNet
AUC-ROC: 57.196153846153855
CO2 Emission (g): 0.11474572860576923
training time (s): 26.596911269230766
within-session-motor-imagery-left-hand-vs-3TS + EL
AUC-ROC: 89.2466661
CO2 Emission (g): 0.269148976
training time (s): 243.142401
within-session-motor-imagery-left-hand-vs-3ShallowConvNet
AUC-ROC: 86.52888920000001
CO2 Emission (g): 2.3070343
training time (s): 277.2352575
within-session-motor-imagery-left-hand-vs-3CSP + LDA
AUC-ROC: 76.4377781
CO2 Emission (g): 0.000984520588
training time (s): 4.92442061
within-session-motor-imagery-left-hand-vs-3ACM + TS + SVM
AUC-ROC: 87.42888820000002
CO2 Emission (g): 6.55720808
training time (s): 325.665074
within-session-motor-imagery-left-hand-vs-3DLCSPauto + shLDA
AUC-ROC: 76.4022231
CO2 Emission (g): 0.001667790323
training time (s): 8.404077422
within-session-motor-imagery-left-hand-vs-3TS + SVM
AUC-ROC: 88.0777776
CO2 Emission (g): 0.28341764999999997
training time (s): 265.222582
within-session-motor-imagery-left-hand-vs-3EEGTCNet
AUC-ROC: 68.4511113
CO2 Emission (g): 1.518727995
training time (s): 183.107304
within-session-motor-imagery-left-hand-vs-3EEGITNet
AUC-ROC: 72.18666590000001
CO2 Emission (g): 0.8872510549999999
training time (s): 106.55474389999999
within-session-motor-imagery-left-hand-vs-3LogVar + LDA
AUC-ROC: 78.7111117
CO2 Emission (g): 0.000772556251
training time (s): 4.040722504
within-session-motor-imagery-left-hand-vs-3TS + LR
AUC-ROC: 87.60000099999999
CO2 Emission (g): 0.0139535835
training time (s): 34.60417205
within-session-motor-imagery-left-hand-vs-3FBCSP + SVM
AUC-ROC: 79.6511118
CO2 Emission (g): 21.6308037
training time (s): 117.8105055
within-session-motor-imagery-left-hand-vs-3TRCSP + LDA
AUC-ROC: 78.2866669
CO2 Emission (g): 0.002421635666
training time (s): 14.640627636
within-session-motor-imagery-left-hand-vs-3MDM
AUC-ROC: 64.291111
CO2 Emission (g): 0.01076914422
training time (s): 14.947136800000001
within-session-motor-imagery-left-hand-vs-3LogVar + SVM
AUC-ROC: 81.7311101
CO2 Emission (g): 0.00362474352
training time (s): 6.762669579999999
within-session-motor-imagery-left-hand-vs-3EEGNet-8,2
AUC-ROC: 83.0155557
CO2 Emission (g): 0.9723642659999999
training time (s): 117.19713259999999
within-session-motor-imagery-left-hand-vs-3FgMDM
AUC-ROC: 87.0177778
CO2 Emission (g): 0.15610860310000002
training time (s): 85.13785279999999
within-session-motor-imagery-left-hand-vs-3EEGNeX
AUC-ROC: 56.99555540000001
CO2 Emission (g): 3.4729265
training time (s): 422.45747300000005
within-session-motor-imagery-left-hand-vs-3CSP + SVM
AUC-ROC: 77.8066665
CO2 Emission (g): 0.0356465945
training time (s): 37.7887083
within-session-motor-imagery-left-hand-vs-3DeepConvNet
AUC-ROC: 82.382222
CO2 Emission (g): 0.9234428940000001
training time (s): 110.56912460000001
within-session-motor-imagery-left-hand-vs-4LogVar + SVM
AUC-ROC: 73.83148148148148
CO2 Emission (g): 0.0023018676362962964
training time (s): 4.534608688425926
within-session-motor-imagery-left-hand-vs-4ShallowConvNet
AUC-ROC: 75.82777777777778
CO2 Emission (g): 0.0627169262962963
training time (s): 52.18373611111111
within-session-motor-imagery-left-hand-vs-4DLCSPauto + shLDA
AUC-ROC: 76.68703703703704
CO2 Emission (g): 0.0014866114661481482
training time (s): 4.686696781111111
within-session-motor-imagery-left-hand-vs-4DeepConvNet
AUC-ROC: 70.64722222222223
CO2 Emission (g): 0.08747840010185186
training time (s): 19.933118574074072
within-session-motor-imagery-left-hand-vs-4CSP + LDA
AUC-ROC: 76.88148148148147
CO2 Emission (g): 0.0012470851392592593
training time (s): 3.3465501966666666
within-session-motor-imagery-left-hand-vs-4TS + SVM
AUC-ROC: 83.57037037037037
CO2 Emission (g): 0.0024145104012962965
training time (s): 5.273111012962963
within-session-motor-imagery-left-hand-vs-4FBCSP + SVM
AUC-ROC: 75.07222222222222
CO2 Emission (g): 0.4983456616666667
training time (s): 2.7125740925925927
within-session-motor-imagery-left-hand-vs-4EEGITNet
AUC-ROC: 59.166666666666664
CO2 Emission (g): 0.08459861206481481
training time (s): 19.277117560185186
within-session-motor-imagery-left-hand-vs-4CSP + SVM
AUC-ROC: 77.27037037037037
CO2 Emission (g): 0.005258449698148148
training time (s): 8.139176210185186
within-session-motor-imagery-left-hand-vs-4TS + LR
AUC-ROC: 83.09259259259258
CO2 Emission (g): 0.0008697607500925927
training time (s): 2.4829364574074075
within-session-motor-imagery-left-hand-vs-4TRCSP + LDA
AUC-ROC: 76.2611111111111
CO2 Emission (g): 0.001290584364037037
training time (s): 3.8623176347222223
within-session-motor-imagery-left-hand-vs-4EEGNet-8,2
AUC-ROC: 65.67222222222222
CO2 Emission (g): 0.06521628261574074
training time (s): 14.961433282407407
within-session-motor-imagery-left-hand-vs-4FgMDM
AUC-ROC: 81.3425925925926
CO2 Emission (g): 0.0021175731353703705
training time (s): 5.031711893518518
within-session-motor-imagery-left-hand-vs-4EEGNeX
AUC-ROC: 55.12222222222223
CO2 Emission (g): 0.17330265775
training time (s): 39.780105
within-session-motor-imagery-left-hand-vs-4EEGTCNet
AUC-ROC: 55.681481481481484
CO2 Emission (g): 0.07880292099074075
training time (s): 17.962674342592592
within-session-motor-imagery-left-hand-vs-4MDM
AUC-ROC: 70.22962962962963
CO2 Emission (g): 0.00100529917
training time (s): 3.1416363901851856
within-session-motor-imagery-left-hand-vs-4ACM + TS + SVM
AUC-ROC: 84.16666666666667
CO2 Emission (g): 0.8164949121481482
training time (s): 29.706403990740743
within-session-motor-imagery-left-hand-vs-4LogVar + LDA
AUC-ROC: 66.21296296296296
CO2 Emission (g): 0.0026458692239444445
training time (s): 6.251461617777778
within-session-motor-imagery-left-hand-vs-4TS + EL
AUC-ROC: 84.74444444444444
CO2 Emission (g): 0.002646718319444444
training time (s): 4.678475692592593
within-session-motor-imagery-left-hand-vs-5CSP + LDA
AUC-ROC: 65.74796130275229
CO2 Emission (g): 0.0015942293279908256
training time (s): 4.20135004233945
within-session-motor-imagery-left-hand-vs-5EEGNeX
AUC-ROC: 51.19622834862385
CO2 Emission (g): 2.8861695403669723
training time (s): 12.67985970183486
within-session-motor-imagery-left-hand-vs-5EEGTCNet
AUC-ROC: 55.90341492660551
CO2 Emission (g): 2.8180092174311926
training time (s): 13.434462706422018
within-session-motor-imagery-left-hand-vs-5TS + LR
AUC-ROC: 67.28338431192661
CO2 Emission (g): 0.0016746719404036696
training time (s): 4.225256745229358
within-session-motor-imagery-left-hand-vs-5TRCSP + LDA
AUC-ROC: 67.2357288440367
CO2 Emission (g): 0.002136693423082569
training time (s): 4.659003014128441
within-session-motor-imagery-left-hand-vs-5EEGITNet
AUC-ROC: 52.70922529357799
CO2 Emission (g): 2.407468192660551
training time (s): 11.497989633027524
within-session-motor-imagery-left-hand-vs-5EEGNet-8,2
AUC-ROC: 59.552752311926604
CO2 Emission (g): 2.5409163972477065
training time (s): 12.154883428440368
within-session-motor-imagery-left-hand-vs-5LogVar + LDA
AUC-ROC: 61.938583036697246
CO2 Emission (g): 0.0024540891949541284
training time (s): 5.312168379816514
within-session-motor-imagery-left-hand-vs-5TS + EL
AUC-ROC: 67.9113149174312
CO2 Emission (g): 0.002922431799908257
training time (s): 6.133613628073395
within-session-motor-imagery-left-hand-vs-5CSP + SVM
AUC-ROC: 65.71304793577983
CO2 Emission (g): 0.0033223538248623855
training time (s): 7.022697680733945
within-session-motor-imagery-left-hand-vs-5MDM
AUC-ROC: 54.75993883486239
CO2 Emission (g): 0.0019827723381192664
training time (s): 4.593253893211009
within-session-motor-imagery-left-hand-vs-5FBCSP + SVM
AUC-ROC: 58.44724773394495
CO2 Emission (g): 0.2997174272477064
training time (s): 1.6316544247706422
within-session-motor-imagery-left-hand-vs-5DeepConvNet
AUC-ROC: 59.57492357798165
CO2 Emission (g): 2.1069343064220183
training time (s): 9.95131664587156
within-session-motor-imagery-left-hand-vs-5LogVar + SVM
AUC-ROC: 62.34913353211009
CO2 Emission (g): 0.0016599262179357798
training time (s): 3.982814494036697
within-session-motor-imagery-left-hand-vs-5ACM + TS + SVM
AUC-ROC: 68.4798674678899
CO2 Emission (g): 0.4211595544036697
training time (s): 14.023694665137615
within-session-motor-imagery-left-hand-vs-5DLCSPauto + shLDA
AUC-ROC: 65.07415901834862
CO2 Emission (g): 0.0012151826062018348
training time (s): 3.403307553027523
within-session-motor-imagery-left-hand-vs-5TS + SVM
AUC-ROC: 68.17686030275229
CO2 Emission (g): 0.002011187666788991
training time (s): 4.376171044495413
within-session-motor-imagery-left-hand-vs-5FgMDM
AUC-ROC: 68.45973491743119
CO2 Emission (g): 0.0030451742727522933
training time (s): 6.395441841284404
within-session-motor-imagery-left-hand-vs-5ShallowConvNet
AUC-ROC: 65.1939347614679
CO2 Emission (g): 2.6320094714220184
training time (s): 12.345875044954127
within-session-motor-imagery-left-hand-vs-6LogVar + LDA
AUC-ROC: 78.43861257142856
CO2 Emission (g): 0.014727059297142856
training time (s): 10.265415285714285
within-session-motor-imagery-left-hand-vs-6CSP + SVM
AUC-ROC: 79.23637321428572
CO2 Emission (g): 0.032244818214285716
training time (s): 23.25204464285714
within-session-motor-imagery-left-hand-vs-6EEGITNet
AUC-ROC: 74.66472221428572
CO2 Emission (g): 0.19887899714285712
training time (s): 113.00491099999999
within-session-motor-imagery-left-hand-vs-6ACM + TS + SVM
AUC-ROC: 88.70422614285715
CO2 Emission (g): 9.49335965
training time (s): 327.9551457142857
within-session-motor-imagery-left-hand-vs-6CSP + LDA
AUC-ROC: 77.23480071428571
CO2 Emission (g): 0.005735273075
training time (s): 10.583879442857143
within-session-motor-imagery-left-hand-vs-6EEGNet-8,2
AUC-ROC: 80.20351621428571
CO2 Emission (g): 0.13953920821428573
training time (s): 87.55805742857142
within-session-motor-imagery-left-hand-vs-6LogVar + SVM
AUC-ROC: 79.41504057142856
CO2 Emission (g): 0.020349772242857143
training time (s): 22.148402514285713
within-session-motor-imagery-left-hand-vs-6DLCSPauto + shLDA
AUC-ROC: 77.02151357142857
CO2 Emission (g): 0.005144324647142857
training time (s): 10.114322803571428
within-session-motor-imagery-left-hand-vs-6MDM
AUC-ROC: 61.52606428571429
CO2 Emission (g): 0.00449722365
training time (s): 5.6453727
within-session-motor-imagery-left-hand-vs-6TRCSP + LDA
AUC-ROC: 79.1367927142857
CO2 Emission (g): 0.018842971650000002
training time (s): 16.598896885714286
within-session-motor-imagery-left-hand-vs-6TS + LR
AUC-ROC: 87.21996714285714
CO2 Emission (g): 0.005596339442857143
training time (s): 8.187318035714286
within-session-motor-imagery-left-hand-vs-6ShallowConvNet
AUC-ROC: 84.81764307142858
CO2 Emission (g): 0.48519369357142855
training time (s): 268.71988714285715
within-session-motor-imagery-left-hand-vs-6EEGNeX
AUC-ROC: 68.58403092857142
CO2 Emission (g): 0.6476672135714285
training time (s): 341.07117250000005
within-session-motor-imagery-left-hand-vs-6TS + SVM
AUC-ROC: 87.64284414285714
CO2 Emission (g): 0.020339250814285715
training time (s): 11.905010892857144
within-session-motor-imagery-left-hand-vs-6TS + EL
AUC-ROC: 88.64610935714285
CO2 Emission (g): 0.044947839499999996
training time (s): 27.018976428571428
within-session-motor-imagery-left-hand-vs-6FBCSP + SVM
AUC-ROC: 81.44109821428572
CO2 Emission (g): 25.420092035714283
training time (s): 138.46111907142856
within-session-motor-imagery-left-hand-vs-6EEGTCNet
AUC-ROC: 75.61966142857143
CO2 Emission (g): 0.43859431071428573
training time (s): 261.3786007142857
within-session-motor-imagery-left-hand-vs-6DeepConvNet
AUC-ROC: 81.2303262857143
CO2 Emission (g): 0.19315654464285714
training time (s): 109.64171142857143
within-session-motor-imagery-left-hand-vs-6FgMDM
AUC-ROC: 86.71347114285714
CO2 Emission (g): 0.10021865657142857
training time (s): 67.09638471428572
within-session-motor-imagery-left-hand-vs-7DLCSPauto + shLDA
AUC-ROC: 70.3448275862069
CO2 Emission (g): 0.002772973099505747
training time (s): 5.865132493643678
within-session-motor-imagery-left-hand-vs-7ShallowConvNet
AUC-ROC: 60.80459770114942
CO2 Emission (g): 13.571865731034483
training time (s): 73.86500129885057
within-session-motor-imagery-left-hand-vs-7TRCSP + LDA
AUC-ROC: 67.29885057471265
CO2 Emission (g): 0.0028938624342988504
training time (s): 5.785437376344828
within-session-motor-imagery-left-hand-vs-7EEGITNet
AUC-ROC: 52.18390804597701
CO2 Emission (g): 8.672446098850575
training time (s): 47.200400390804596
within-session-motor-imagery-left-hand-vs-7LogVar + LDA
AUC-ROC: 61.7816091954023
CO2 Emission (g): 0.0037351209763448272
training time (s): 7.392233189712644
within-session-motor-imagery-left-hand-vs-7EEGNet-8,2
AUC-ROC: 57.98850574712644
CO2 Emission (g): 9.758972163218392
training time (s): 53.113962264367814
within-session-motor-imagery-left-hand-vs-7LogVar + SVM
AUC-ROC: 61.37931034482759
CO2 Emission (g): 0.00378480009954023
training time (s): 7.829565021494252
within-session-motor-imagery-left-hand-vs-7DeepConvNet
AUC-ROC: 56.03448275862068
CO2 Emission (g): 5.162565710344827
training time (s): 28.097837931034483
within-session-motor-imagery-left-hand-vs-7TS + LR
AUC-ROC: 69.3103448275862
CO2 Emission (g): 0.0020542086796666668
training time (s): 4.086728204942529
within-session-motor-imagery-left-hand-vs-7TS + EL
AUC-ROC: 68.67816091954023
CO2 Emission (g): 0.00418902949183908
training time (s): 7.833182418390805
within-session-motor-imagery-left-hand-vs-7EEGNeX
AUC-ROC: 49.02298850574712
CO2 Emission (g): 16.20613807471264
training time (s): 88.2030973908046
within-session-motor-imagery-left-hand-vs-7FgMDM
AUC-ROC: 70.86206896551724
CO2 Emission (g): 0.006155834353908047
training time (s): 12.416171135632183
within-session-motor-imagery-left-hand-vs-7MDM
AUC-ROC: 62.98850574712643
CO2 Emission (g): 0.002936805686195402
training time (s): 6.130959453310345
within-session-motor-imagery-left-hand-vs-7TS + SVM
AUC-ROC: 68.44827586206897
CO2 Emission (g): 0.00357418835862069
training time (s): 7.287723882183908
within-session-motor-imagery-left-hand-vs-7FBCSP + SVM
AUC-ROC: 65.63218390804599
CO2 Emission (g): 0.05493400862068966
training time (s): 0.29933049333333334
within-session-motor-imagery-left-hand-vs-7CSP + LDA
AUC-ROC: 72.29885057471265
CO2 Emission (g): 0.0031280651400344825
training time (s): 6.032976467126437
within-session-motor-imagery-left-hand-vs-7ACM + TS + SVM
AUC-ROC: 70.97701149425288
CO2 Emission (g): 0.44081082241379316
training time (s): 18.935673712643677
within-session-motor-imagery-left-hand-vs-7EEGTCNet
AUC-ROC: 51.26436781609196
CO2 Emission (g): 21.768854620689655
training time (s): 118.47680619540229
within-session-motor-imagery-left-hand-vs-7CSP + SVM
AUC-ROC: 70.11494252873564
CO2 Emission (g): 0.005158950352873563
training time (s): 9.313418644827586
within-session-motor-imagery-left-hand-vs-8EEGNeX
AUC-ROC: 57.965879799999996
CO2 Emission (g): 2.6715904881
training time (s): 42.3490198
within-session-motor-imagery-left-hand-vs-8EEGTCNet
AUC-ROC: 63.16485980000001
CO2 Emission (g): 0.5258725022999999
training time (s): 28.1203618
within-session-motor-imagery-left-hand-vs-8LogVar + LDA
AUC-ROC: 74.1323346
CO2 Emission (g): 0.002844444774
training time (s): 5.320173393999999
within-session-motor-imagery-left-hand-vs-8TS + LR
AUC-ROC: 83.6191015
CO2 Emission (g): 0.007658937971
training time (s): 17.19314084
within-session-motor-imagery-left-hand-vs-8MDM
AUC-ROC: 58.801497999999995
CO2 Emission (g): 0.004551940515
training time (s): 8.631213726
within-session-motor-imagery-left-hand-vs-8FgMDM
AUC-ROC: 78.41374400000001
CO2 Emission (g): 0.00607642027
training time (s): 10.29490904
within-session-motor-imagery-left-hand-vs-8CSP + LDA
AUC-ROC: 80.7190701
CO2 Emission (g): 0.003059077913
training time (s): 5.572459653
within-session-motor-imagery-left-hand-vs-8TS + EL
AUC-ROC: 85.2855546
CO2 Emission (g): 0.01054370724
training time (s): 16.70190309
within-session-motor-imagery-left-hand-vs-8ACM + TS + SVM
AUC-ROC: 83.835458
CO2 Emission (g): 7.47882039
training time (s): 329.502181
within-session-motor-imagery-left-hand-vs-8EEGNet-8,2
AUC-ROC: 66.4564741
CO2 Emission (g): 0.7898681898000001
training time (s): 19.67945195
within-session-motor-imagery-left-hand-vs-8EEGITNet
AUC-ROC: 59.3464601
CO2 Emission (g): 1.1843646793
training time (s): 20.2672368
within-session-motor-imagery-left-hand-vs-8ShallowConvNet
AUC-ROC: 79.0972572
CO2 Emission (g): 7.357279468
training time (s): 61.683436400000005
within-session-motor-imagery-left-hand-vs-8TS + SVM
AUC-ROC: 83.7230547
CO2 Emission (g): 0.01144170013
training time (s): 19.7101636
within-session-motor-imagery-left-hand-vs-8CSP + SVM
AUC-ROC: 79.8404006
CO2 Emission (g): 0.0187107375
training time (s): 25.68750405
within-session-motor-imagery-left-hand-vs-8TRCSP + LDA
AUC-ROC: 79.32908119999999
CO2 Emission (g): 0.001778520405
training time (s): 3.318742769
within-session-motor-imagery-left-hand-vs-8DeepConvNet
AUC-ROC: 73.6449296
CO2 Emission (g): 2.3282129534
training time (s): 34.809638
within-session-motor-imagery-left-hand-vs-8LogVar + SVM
AUC-ROC: 74.852519
CO2 Emission (g): 0.00979238033
training time (s): 19.02302114
within-session-motor-imagery-left-hand-vs-8FBCSP + SVM
AUC-ROC: 76.81202040000001
CO2 Emission (g): 0.589712181
training time (s): 3.2107585999999997
within-session-motor-imagery-left-hand-vs-8DLCSPauto + shLDA
AUC-ROC: 80.16262729999998
CO2 Emission (g): 0.0042039635710000006
training time (s): 8.469146077
within-session-motor-imagery-left-hand-vs-9ShallowConvNet
AUC-ROC: 95.65019116666667
CO2 Emission (g): 0.1549817675
training time (s): 18.007408791666666
within-session-motor-imagery-left-hand-vs-9CSP + SVM
AUC-ROC: 92.96259333333333
CO2 Emission (g): 0.006482190183333333
training time (s): 10.441263425
within-session-motor-imagery-left-hand-vs-9TS + SVM
AUC-ROC: 93.37149766666667
CO2 Emission (g): 0.0025104166216666666
training time (s): 5.204099866666667
within-session-motor-imagery-left-hand-vs-9TS + LR
AUC-ROC: 94.16005008333333
CO2 Emission (g): 0.0007884223154166666
training time (s): 2.283726725
within-session-motor-imagery-left-hand-vs-9TS + EL
AUC-ROC: 94.35313333333333
CO2 Emission (g): 0.0018601271058333332
training time (s): 3.7908793
within-session-motor-imagery-left-hand-vs-9FBCSP + SVM
AUC-ROC: 92.63712633333334
CO2 Emission (g): 0.12367576549999999
training time (s): 0.6734122016666667
within-session-motor-imagery-left-hand-vs-9EEGTCNet
AUC-ROC: 82.2366395
CO2 Emission (g): 0.16067158750000002
training time (s): 16.823401416666666
within-session-motor-imagery-left-hand-vs-9ACM + TS + SVM
AUC-ROC: 95.18760766666666
CO2 Emission (g): 0.13623877575
training time (s): 4.912889991666667
within-session-motor-imagery-left-hand-vs-9MDM
AUC-ROC: 90.7018375
CO2 Emission (g): 0.0022293055558333334
training time (s): 5.702021107499999
within-session-motor-imagery-left-hand-vs-9LogVar + LDA
AUC-ROC: 88.38607883333333
CO2 Emission (g): 0.0012580402871666667
training time (s): 3.2995239900000004
within-session-motor-imagery-left-hand-vs-9EEGNeX
AUC-ROC: 61.559105
CO2 Emission (g): 0.17477492000000003
training time (s): 20.40160175
within-session-motor-imagery-left-hand-vs-9EEGITNet
AUC-ROC: 69.41324841666666
CO2 Emission (g): 0.12495182708333334
training time (s): 14.432597083333334
within-session-motor-imagery-left-hand-vs-9CSP + LDA
AUC-ROC: 93.14890566666666
CO2 Emission (g): 0.0006859483835833334
training time (s): 1.3644024541666664
within-session-motor-imagery-left-hand-vs-9DLCSPauto + shLDA
AUC-ROC: 92.55652333333333
CO2 Emission (g): 0.0033206487941666667
training time (s): 6.522374073333334
within-session-motor-imagery-left-hand-vs-9DeepConvNet
AUC-ROC: 94.41753624999998
CO2 Emission (g): 0.11453622516666667
training time (s): 13.273857999999999
within-session-motor-imagery-left-hand-vs-9FgMDM
AUC-ROC: 92.5358025
CO2 Emission (g): 0.0012211545708333334
training time (s): 2.4993543233333333
within-session-motor-imagery-left-hand-vs-9EEGNet-8,2
AUC-ROC: 94.84044641666665
CO2 Emission (g): 0.11864727041666667
training time (s): 13.72778775
within-session-motor-imagery-left-hand-vs-9LogVar + SVM
AUC-ROC: 88.46995433333333
CO2 Emission (g): 0.0020454070625
training time (s): 5.637304889999999
within-session-motor-imagery-left-hand-vs-9TRCSP + LDA
AUC-ROC: 93.533263
CO2 Emission (g): 0.0009910642599999999
training time (s): 2.9101597717500005
within-session-motor-imagery-right-hand-vsFgMDM
AUC-ROC: 79.84375
CO2 Emission (g): 0.00010770661525000001
training time (s): 0.419455321625
within-session-motor-imagery-right-hand-vsTS + SVM
AUC-ROC: 82.65625
CO2 Emission (g): 0.000746707585
training time (s): 3.0611184312499997
within-session-motor-imagery-right-hand-vsEEGTCNet
AUC-ROC: 61.09375
CO2 Emission (g): 0.32988478875
training time (s): 34.859817375
within-session-motor-imagery-right-hand-vsCSP + SVM
AUC-ROC: 78.59375
CO2 Emission (g): 0.0020791944125
training time (s): 4.649679825
within-session-motor-imagery-right-hand-vsTS + LR
AUC-ROC: 83.75
CO2 Emission (g): 0.000240011290125
training time (s): 1.390257074875
within-session-motor-imagery-right-hand-vsEEGITNet
AUC-ROC: 47.5
CO2 Emission (g): 0.23635414124999998
training time (s): 25.280098125
within-session-motor-imagery-right-hand-vsTS + EL
AUC-ROC: 81.40625
CO2 Emission (g): 0.00053827818375
training time (s): 1.177448355
within-session-motor-imagery-right-hand-vsCSP + LDA
AUC-ROC: 77.1875
CO2 Emission (g): 0.00078139250425
training time (s): 2.24472090125
within-session-motor-imagery-right-hand-vsMDM
AUC-ROC: 74.21875
CO2 Emission (g): 0.00035755518724999997
training time (s): 2.244058851625
within-session-motor-imagery-right-hand-vsACM + TS + SVM
AUC-ROC: 83.59375
CO2 Emission (g): 0.1485686325
training time (s): 5.5518258375
within-session-motor-imagery-right-hand-vsDLCSPauto + shLDA
AUC-ROC: 77.03125
CO2 Emission (g): 0.000210748843625
training time (s): 0.96225866875
within-session-motor-imagery-right-hand-vsFBCSP + SVM
AUC-ROC: 80.78125
CO2 Emission (g): 0.213897607
training time (s): 1.1647642375
within-session-motor-imagery-right-hand-vsEEGNeX
AUC-ROC: 52.34375
CO2 Emission (g): 0.32373731
training time (s): 34.4930355
within-session-motor-imagery-right-hand-vsShallowConvNet
AUC-ROC: 64.21875
CO2 Emission (g): 0.274686495
training time (s): 29.150003124999998
within-session-motor-imagery-right-hand-vsDeepConvNet
AUC-ROC: 61.875
CO2 Emission (g): 0.1890227225
training time (s): 20.30683625
within-session-motor-imagery-right-hand-vsEEGNet-8,2
AUC-ROC: 64.21875
CO2 Emission (g): 0.21616533875
training time (s): 22.844518
within-session-motor-imagery-right-hand-vs-1FgMDM
AUC-ROC: 93.52191866666666
CO2 Emission (g): 0.0006420009155555556
training time (s): 3.5817672655555555
within-session-motor-imagery-right-hand-vs-1TS + SVM
AUC-ROC: 94.00944755555555
CO2 Emission (g): 0.0013835059555555556
training time (s): 3.3391828388888887
within-session-motor-imagery-right-hand-vs-1ACM + TS + SVM
AUC-ROC: 97.25585694444443
CO2 Emission (g): 0.8372758266666667
training time (s): 33.48545766666667
within-session-motor-imagery-right-hand-vs-1EEGNeX
AUC-ROC: 64.35903111111112
CO2 Emission (g): 0.2859660588888889
training time (s): 33.142690944444446
within-session-motor-imagery-right-hand-vs-1DLCSPauto + shLDA
AUC-ROC: 91.5359025
CO2 Emission (g): 0.00046965705572222225
training time (s): 2.096713888888889
within-session-motor-imagery-right-hand-vs-1EEGTCNet
AUC-ROC: 75.20748333333333
CO2 Emission (g): 0.22110831444444445
training time (s): 25.485177055555553
within-session-motor-imagery-right-hand-vs-1CSP + LDA
AUC-ROC: 91.51511638888888
CO2 Emission (g): 0.0008947458374444445
training time (s): 2.750061953611111
within-session-motor-imagery-right-hand-vs-1TS + EL
AUC-ROC: 94.44784577777777
CO2 Emission (g): 0.0018545968405555553
training time (s): 4.854808299999999
within-session-motor-imagery-right-hand-vs-1EEGNet-8,2
AUC-ROC: 88.55026438888889
CO2 Emission (g): 0.16107902277777777
training time (s): 18.505341833333333
within-session-motor-imagery-right-hand-vs-1CSP + SVM
AUC-ROC: 91.03968261111112
CO2 Emission (g): 0.0063117480444444445
training time (s): 11.314337022222222
within-session-motor-imagery-right-hand-vs-1MDM
AUC-ROC: 89.12547266666667
CO2 Emission (g): 0.00043345056416666666
training time (s): 1.5749139627777777
within-session-motor-imagery-right-hand-vs-1EEGITNet
AUC-ROC: 75.98148133333333
CO2 Emission (g): 0.14507292438888889
training time (s): 16.651739888888887
within-session-motor-imagery-right-hand-vs-1ShallowConvNet
AUC-ROC: 93.00151144444445
CO2 Emission (g): 0.23494162666666668
training time (s): 27.16444661111111
within-session-motor-imagery-right-hand-vs-1DeepConvNet
AUC-ROC: 88.27324277777778
CO2 Emission (g): 0.1293751948888889
training time (s): 14.970135055555554
within-session-motor-imagery-right-hand-vs-1TS + LR
AUC-ROC: 94.44897994444445
CO2 Emission (g): 0.0007312805027777778
training time (s): 2.885060657222222
within-session-motor-imagery-right-hand-vs-1FBCSP + SVM
AUC-ROC: 93.54648549999999
CO2 Emission (g): 0.24335663111111114
training time (s): 1.324833988888889
within-session-motor-imagery-right-hand-vs-2TS + SVM
AUC-ROC: 86.19419642857142
CO2 Emission (g): 0.0012505346957142856
training time (s): 2.250145164285714
within-session-motor-imagery-right-hand-vs-2ShallowConvNet
AUC-ROC: 87.600446
CO2 Emission (g): 0.242558344
training time (s): 27.519666214285714
within-session-motor-imagery-right-hand-vs-2ACM + TS + SVM
AUC-ROC: 87.645089
CO2 Emission (g): 0.44054961000000004
training time (s): 18.66545185714286
within-session-motor-imagery-right-hand-vs-2MDM
AUC-ROC: 77.48325942857143
CO2 Emission (g): 0.0001488995962142857
training time (s): 0.5031258411428572
within-session-motor-imagery-right-hand-vs-2CSP + LDA
AUC-ROC: 80.98214378571429
CO2 Emission (g): 0.00014398938164285712
training time (s): 0.32359593000000003
within-session-motor-imagery-right-hand-vs-2EEGITNet
AUC-ROC: 70.89843778571428
CO2 Emission (g): 0.14692778499999998
training time (s): 16.739025642857143
within-session-motor-imagery-right-hand-vs-2DLCSPauto + shLDA
AUC-ROC: 80.44642807142857
CO2 Emission (g): 0.00027854637564285716
training time (s): 1.0558947701428572
within-session-motor-imagery-right-hand-vs-2CSP + SVM
AUC-ROC: 81.21093692857143
CO2 Emission (g): 0.005598228914285714
training time (s): 8.607374964285714
within-session-motor-imagery-right-hand-vs-2EEGNeX
AUC-ROC: 69.94977778571429
CO2 Emission (g): 0.357494305
training time (s): 40.932428357142854
within-session-motor-imagery-right-hand-vs-2EEGTCNet
AUC-ROC: 73.92299242857143
CO2 Emission (g): 0.21598919785714285
training time (s): 24.45626664285714
within-session-motor-imagery-right-hand-vs-2FgMDM
AUC-ROC: 84.76562464285713
CO2 Emission (g): 0.00011930851807142857
training time (s): 0.2638224375
within-session-motor-imagery-right-hand-vs-2EEGNet-8,2
AUC-ROC: 83.93415214285714
CO2 Emission (g): 0.14752584
training time (s): 16.83683
within-session-motor-imagery-right-hand-vs-2FBCSP + SVM
AUC-ROC: 80.39062507142857
CO2 Emission (g): 0.27677554071428573
training time (s): 1.506631742857143
within-session-motor-imagery-right-hand-vs-2DeepConvNet
AUC-ROC: 87.56138435714286
CO2 Emission (g): 0.14939979285714286
training time (s): 16.94769892857143
within-session-motor-imagery-right-hand-vs-2TS + LR
AUC-ROC: 85.85937435714285
CO2 Emission (g): 0.00019676502564285715
training time (s): 0.7383969874999999
within-session-motor-imagery-right-hand-vs-2TS + EL
AUC-ROC: 85.97656321428572
CO2 Emission (g): 0.0011540398678571429
training time (s): 2.0496247785714288
within-session-motor-imagery-right-hand-vs-3EEGNeX
AUC-ROC: 72.33571428571429
CO2 Emission (g): 0.34515593464285715
training time (s): 41.56138553571429
within-session-motor-imagery-right-hand-vs-3EEGTCNet
AUC-ROC: 77.21160714285715
CO2 Emission (g): 0.18671340807142858
training time (s): 22.635748839285714
within-session-motor-imagery-right-hand-vs-3CSP + LDA
AUC-ROC: 88.52321428571429
CO2 Emission (g): 0.000595994413607143
training time (s): 1.07737538725
within-session-motor-imagery-right-hand-vs-3ACM + TS + SVM
AUC-ROC: 92.30178571428571
CO2 Emission (g): 0.38974278
training time (s): 16.371186375
within-session-motor-imagery-right-hand-vs-3CSP + SVM
AUC-ROC: 89.19285714285714
CO2 Emission (g): 0.009411417503571428
training time (s): 11.710567267857144
within-session-motor-imagery-right-hand-vs-3DeepConvNet
AUC-ROC: 88.12321428571428
CO2 Emission (g): 0.12839999017857143
training time (s): 15.592928589285714
within-session-motor-imagery-right-hand-vs-3TS + LR
AUC-ROC: 91.09285714285714
CO2 Emission (g): 0.0016561550864285714
training time (s): 3.2331909737499998
within-session-motor-imagery-right-hand-vs-3EEGNet-8,2
AUC-ROC: 90.43214285714286
CO2 Emission (g): 0.14237826092857142
training time (s): 17.193978785714286
within-session-motor-imagery-right-hand-vs-3ShallowConvNet
AUC-ROC: 91.40714285714286
CO2 Emission (g): 0.240711847
training time (s): 29.228367535714284
within-session-motor-imagery-right-hand-vs-3FBCSP + SVM
AUC-ROC: 91.56785714285715
CO2 Emission (g): 0.9452996678571429
training time (s): 4.884339850000001
within-session-motor-imagery-right-hand-vs-3FgMDM
AUC-ROC: 90.18214285714286
CO2 Emission (g): 0.000829699048642857
training time (s): 1.5857523525357142
within-session-motor-imagery-right-hand-vs-3TS + SVM
AUC-ROC: 90.80535714285715
CO2 Emission (g): 0.002693355064285714
training time (s): 4.09123845
within-session-motor-imagery-right-hand-vs-3MDM
AUC-ROC: 86.20357142857144
CO2 Emission (g): 0.0007177980582857143
training time (s): 1.3408162827142858
within-session-motor-imagery-right-hand-vs-3DLCSPauto + shLDA
AUC-ROC: 88.87321428571428
CO2 Emission (g): 0.0005799335712857143
training time (s): 1.1508428444642858
within-session-motor-imagery-right-hand-vs-3TS + EL
AUC-ROC: 91.19107142857142
CO2 Emission (g): 0.0021765681464285713
training time (s): 3.0829317250000003
within-session-motor-imagery-right-hand-vs-3EEGITNet
AUC-ROC: 71.94642857142857
CO2 Emission (g): 0.16193158389285714
training time (s): 19.546656482142858
within-session-motor-imagery-right-hand-vs-4TS + SVM
AUC-ROC: 62.55243744444444
CO2 Emission (g): 0.0030399768388888887
training time (s): 3.981446488888889
within-session-motor-imagery-right-hand-vs-4DLCSPauto + shLDA
AUC-ROC: 53.02189611111111
CO2 Emission (g): 0.0022248175055555553
training time (s): 3.5652031144444445
within-session-motor-imagery-right-hand-vs-4FgMDM
AUC-ROC: 58.31313783333333
CO2 Emission (g): 0.00262010596
training time (s): 4.208450687777778
within-session-motor-imagery-right-hand-vs-4FBCSP + SVM
AUC-ROC: 52.50602344444445
CO2 Emission (g): 0.16502183722222222
training time (s): 0.8984944177777778
within-session-motor-imagery-right-hand-vs-4ACM + TS + SVM
AUC-ROC: 62.00432277777777
CO2 Emission (g): 0.9881697544444444
training time (s): 38.20503083333333
within-session-motor-imagery-right-hand-vs-4EEGITNet
AUC-ROC: 51.408021500000004
CO2 Emission (g): 0.14264759755555556
training time (s): 16.165079277777778
within-session-motor-imagery-right-hand-vs-4MDM
AUC-ROC: 48.451672277777774
CO2 Emission (g): 0.0008106952038888889
training time (s): 1.3395202661111112
within-session-motor-imagery-right-hand-vs-4TS + LR
AUC-ROC: 61.008716111111106
CO2 Emission (g): 0.0014654134566666668
training time (s): 2.3641572122222225
within-session-motor-imagery-right-hand-vs-4EEGNet-8,2
AUC-ROC: 54.19855455555555
CO2 Emission (g): 0.11595792811111111
training time (s): 13.1632145
within-session-motor-imagery-right-hand-vs-4DeepConvNet
AUC-ROC: 57.07518416666667
CO2 Emission (g): 0.1387313113888889
training time (s): 15.772786944444444
within-session-motor-imagery-right-hand-vs-4TS + EL
AUC-ROC: 58.70323127777778
CO2 Emission (g): 0.003150417694444444
training time (s): 4.107975877777778
within-session-motor-imagery-right-hand-vs-4CSP + LDA
AUC-ROC: 54.02069177777777
CO2 Emission (g): 0.0014029495131111112
training time (s): 2.2638508043333334
within-session-motor-imagery-right-hand-vs-4CSP + SVM
AUC-ROC: 52.0801445
CO2 Emission (g): 0.0062806895666666675
training time (s): 7.718107805555555
within-session-motor-imagery-right-hand-vs-4EEGTCNet
AUC-ROC: 51.220592611111115
CO2 Emission (g): 0.1444858745
training time (s): 16.36140288888889
within-session-motor-imagery-right-hand-vs-4ShallowConvNet
AUC-ROC: 57.22930833333333
CO2 Emission (g): 0.17052666777777778
training time (s): 19.448256999999998
within-session-motor-imagery-right-hand-vs-4EEGNeX
AUC-ROC: 53.01977022222223
CO2 Emission (g): 0.2742768266666667
training time (s): 31.471043611111114
within-session-motor-imagery-right-hand-vs-5MDM
AUC-ROC: 81.77716613761469
CO2 Emission (g): 0.0009060356478532111
training time (s): 2.9963101233394496
within-session-motor-imagery-right-hand-vs-5EEGITNet
AUC-ROC: 54.69051987155964
CO2 Emission (g): 1.4469922132752293
training time (s): 14.05607252293578
within-session-motor-imagery-right-hand-vs-5ShallowConvNet
AUC-ROC: 74.75147803669724
CO2 Emission (g): 0.7205820762752294
training time (s): 12.103473417431193
within-session-motor-imagery-right-hand-vs-5DeepConvNet
AUC-ROC: 71.49345055045872
CO2 Emission (g): 2.596559912321101
training time (s): 17.621344155963303
within-session-motor-imagery-right-hand-vs-5TS + EL
AUC-ROC: 94.09464829357799
CO2 Emission (g): 0.0023048844770642203
training time (s): 4.660472736697248
within-session-motor-imagery-right-hand-vs-5CSP + LDA
AUC-ROC: 86.41442402752293
CO2 Emission (g): 0.0006479088561559633
training time (s): 2.1433882502201835
within-session-motor-imagery-right-hand-vs-5TS + SVM
AUC-ROC: 94.27232417431192
CO2 Emission (g): 0.002292956512844037
training time (s): 4.69788353027523
within-session-motor-imagery-right-hand-vs-5CSP + SVM
AUC-ROC: 88.03649339449541
CO2 Emission (g): 0.004252216568807339
training time (s): 7.574546786238533
within-session-motor-imagery-right-hand-vs-5EEGNeX
AUC-ROC: 51.76753313761468
CO2 Emission (g): 0.6592816424495412
training time (s): 15.441041990825688
within-session-motor-imagery-right-hand-vs-5TS + LR
AUC-ROC: 93.14561674311926
CO2 Emission (g): 0.0011862718552201835
training time (s): 3.9450754762385323
within-session-motor-imagery-right-hand-vs-5DLCSPauto + shLDA
AUC-ROC: 86.80902140366973
CO2 Emission (g): 0.0006039077076697248
training time (s): 1.9964198499449541
within-session-motor-imagery-right-hand-vs-5EEGTCNet
AUC-ROC: 57.02803262385321
CO2 Emission (g): 1.8152764195963302
training time (s): 12.905036509174312
within-session-motor-imagery-right-hand-vs-5ACM + TS + SVM
AUC-ROC: 93.72140674311926
CO2 Emission (g): 0.3743661817798165
training time (s): 13.275803577981652
within-session-motor-imagery-right-hand-vs-5FBCSP + SVM
AUC-ROC: 83.96839963302753
CO2 Emission (g): 0.2592725837798165
training time (s): 1.4225005266055046
within-session-motor-imagery-right-hand-vs-5EEGNet-8,2
AUC-ROC: 73.77573903669725
CO2 Emission (g): 0.7542787600917431
training time (s): 14.662491354128441
within-session-motor-imagery-right-hand-vs-5FgMDM
AUC-ROC: 89.6715086146789
CO2 Emission (g): 0.0016952853321100917
training time (s): 3.6619959064220184
within-session-motor-imagery-right-hand-vs-6EEGTCNet
AUC-ROC: 97.14958464285715
CO2 Emission (g): 29.02176669
training time (s): 280.00296785714283
within-session-motor-imagery-right-hand-vs-6TS + SVM
AUC-ROC: 98.72027014285713
CO2 Emission (g): 0.3588719162857143
training time (s): 349.39148821428574
within-session-motor-imagery-right-hand-vs-6DeepConvNet
AUC-ROC: 95.901341
CO2 Emission (g): 6.213161058571428
training time (s): 106.127537
within-session-motor-imagery-right-hand-vs-6FBCSP + SVM
AUC-ROC: 97.39603707142858
CO2 Emission (g): 36.42587592857143
training time (s): 198.47335871428572
within-session-motor-imagery-right-hand-vs-6DLCSPauto + shLDA
AUC-ROC: 96.95337171428572
CO2 Emission (g): 0.0004114472164285714
training time (s): 0.5423086028571429
within-session-motor-imagery-right-hand-vs-6FgMDM
AUC-ROC: 98.47625814285713
CO2 Emission (g): 0.089541701
training time (s): 82.60363664285714
within-session-motor-imagery-right-hand-vs-6CSP + SVM
AUC-ROC: 97.50308285714286
CO2 Emission (g): 0.04334756092857143
training time (s): 45.233243214285714
within-session-motor-imagery-right-hand-vs-6CSP + LDA
AUC-ROC: 97.02462435714286
CO2 Emission (g): 0.00044260885642857144
training time (s): 0.5883504935714285
within-session-motor-imagery-right-hand-vs-6TS + EL
AUC-ROC: 98.56472542857144
CO2 Emission (g): 0.3353505528571428
training time (s): 327.06053857142854
within-session-motor-imagery-right-hand-vs-6EEGNeX
AUC-ROC: 89.48676185714287
CO2 Emission (g): 42.28841732428571
training time (s): 464.49325142857145
within-session-motor-imagery-right-hand-vs-6MDM
AUC-ROC: 84.6734955
CO2 Emission (g): 0.012343685785714287
training time (s): 11.868311578571427
within-session-motor-imagery-right-hand-vs-6ACM + TS + SVM
AUC-ROC: 98.9680807142857
CO2 Emission (g): 9.63215142142857
training time (s): 330.0909378571428
within-session-motor-imagery-right-hand-vs-6ShallowConvNet
AUC-ROC: 98.05647592857143
CO2 Emission (g): 40.59940300142857
training time (s): 320.2012192857143
within-session-motor-imagery-right-hand-vs-6EEGNet-8,2
AUC-ROC: 96.49739557142858
CO2 Emission (g): 6.778447587857142
training time (s): 91.89510485714287
within-session-motor-imagery-right-hand-vs-6EEGITNet
AUC-ROC: 96.04328542857142
CO2 Emission (g): 6.278272536428571
training time (s): 130.05448907142858
within-session-motor-imagery-right-hand-vs-6TS + LR
AUC-ROC: 98.59824428571429
CO2 Emission (g): 0.014680511778571428
training time (s): 13.988061071428572
within-session-motor-imagery-right-hand-vs-7ShallowConvNet
AUC-ROC: 88.696109
CO2 Emission (g): 19.651363984
training time (s): 84.42076999999999
within-session-motor-imagery-right-hand-vs-7EEGNet-8,2
AUC-ROC: 78.1468433
CO2 Emission (g): 4.84414613
training time (s): 24.251992
within-session-motor-imagery-right-hand-vs-7TS + LR
AUC-ROC: 91.5263066
CO2 Emission (g): 0.001118637826
training time (s): 4.60279952
within-session-motor-imagery-right-hand-vs-7CSP + SVM
AUC-ROC: 88.6372764
CO2 Emission (g): 0.0101869405
training time (s): 14.5114632
within-session-motor-imagery-right-hand-vs-7EEGNeX
AUC-ROC: 60.17745599999999
CO2 Emission (g): 16.597322944000002
training time (s): 44.7978774
within-session-motor-imagery-right-hand-vs-7TS + EL
AUC-ROC: 92.3246172
CO2 Emission (g): 0.006040798
training time (s): 11.57989181
within-session-motor-imagery-right-hand-vs-7FgMDM
AUC-ROC: 88.55835479999999
CO2 Emission (g): 0.00180466725
training time (s): 3.8331035200000003
within-session-motor-imagery-right-hand-vs-7FBCSP + SVM
AUC-ROC: 88.26785749999999
CO2 Emission (g): 0.568418502
training time (s): 3.09451051
within-session-motor-imagery-right-hand-vs-7EEGITNet
AUC-ROC: 62.538903499999996
CO2 Emission (g): 7.962777576000001
training time (s): 19.2195519
within-session-motor-imagery-right-hand-vs-7EEGTCNet
AUC-ROC: 62.3676652
CO2 Emission (g): 7.512717858499999
training time (s): 29.570441
within-session-motor-imagery-right-hand-vs-7TS + SVM
AUC-ROC: 91.8383288
CO2 Emission (g): 0.0059158554199999994
training time (s): 9.11110455
within-session-motor-imagery-right-hand-vs-7DLCSPauto + shLDA
AUC-ROC: 88.4768809
CO2 Emission (g): 0.0007442022196
training time (s): 4.568564723
within-session-motor-imagery-right-hand-vs-7CSP + LDA
AUC-ROC: 88.59406740000001
CO2 Emission (g): 0.0004474954558
training time (s): 2.7403618635
within-session-motor-imagery-right-hand-vs-7DeepConvNet
AUC-ROC: 79.28683079999999
CO2 Emission (g): 19.414860764000004
training time (s): 35.9970033
within-session-motor-imagery-right-hand-vs-7ACM + TS + SVM
AUC-ROC: 93.39429239999998
CO2 Emission (g): 2.92276621
training time (s): 101.6704931
within-session-motor-imagery-right-hand-vs-7MDM
AUC-ROC: 65.18000699999999
CO2 Emission (g): 0.000844543333
training time (s): 2.796476937
within-session-motor-imagery-right-hand-vs-8CSP + SVM
AUC-ROC: 94.95107591666667
CO2 Emission (g): 0.00316684425
training time (s): 4.423639016666667
within-session-motor-imagery-right-hand-vs-8EEGITNet
AUC-ROC: 80.40247383333333
CO2 Emission (g): 0.10409523749999999
training time (s): 12.826676
within-session-motor-imagery-right-hand-vs-8ShallowConvNet
AUC-ROC: 97.06439391666666
CO2 Emission (g): 0.1509912575
training time (s): 18.427412083333333
within-session-motor-imagery-right-hand-vs-8FBCSP + SVM
AUC-ROC: 94.63445591666667
CO2 Emission (g): 0.13053382583333334
training time (s): 0.7107954383333334
within-session-motor-imagery-right-hand-vs-8TS + SVM
AUC-ROC: 96.10875391666666
CO2 Emission (g): 0.0005871264258333333
training time (s): 0.7894516191666666
within-session-motor-imagery-right-hand-vs-8EEGNeX
AUC-ROC: 64.79907375
CO2 Emission (g): 0.17851248916666665
training time (s): 21.63750320833333
within-session-motor-imagery-right-hand-vs-8EEGNet-8,2
AUC-ROC: 94.58252499999999
CO2 Emission (g): 0.09276203341666667
training time (s): 11.2586846
within-session-motor-imagery-right-hand-vs-8ACM + TS + SVM
AUC-ROC: 97.20956825
CO2 Emission (g): 0.12496935208333333
training time (s): 4.858959566666667
within-session-motor-imagery-right-hand-vs-8MDM
AUC-ROC: 92.21307508333332
CO2 Emission (g): 3.917033591666667e-05
training time (s): 0.062127622166666674
within-session-motor-imagery-right-hand-vs-8DeepConvNet
AUC-ROC: 95.91615191666666
CO2 Emission (g): 0.08542806208333333
training time (s): 10.515160691666667
within-session-motor-imagery-right-hand-vs-8DLCSPauto + shLDA
AUC-ROC: 94.43122416666667
CO2 Emission (g): 5.045180425e-05
training time (s): 0.10749997658333332
within-session-motor-imagery-right-hand-vs-8TS + LR
AUC-ROC: 96.76458083333334
CO2 Emission (g): 5.349374241666666e-05
training time (s): 0.08235803066666667
within-session-motor-imagery-right-hand-vs-8TS + EL
AUC-ROC: 96.58612958333333
CO2 Emission (g): 0.0005289931975
training time (s): 0.7517524533333333
within-session-motor-imagery-right-hand-vs-8CSP + LDA
AUC-ROC: 95.19816666666668
CO2 Emission (g): 5.386587691666667e-05
training time (s): 0.12567347733333334
within-session-motor-imagery-right-hand-vs-8EEGTCNet
AUC-ROC: 85.46364075
CO2 Emission (g): 0.13808337241666666
training time (s): 16.91200925
within-session-motor-imagery-right-hand-vs-8FgMDM
AUC-ROC: 96.03910916666666
CO2 Emission (g): 0.00010140754249999999
training time (s): 0.23585249774999997
within-session-ssvep-on-kalunga2016-moabbEEGITNet
Accuracy: 24.79779866666667
training time (s): 6.9656671333333335
within-session-ssvep-on-kalunga2016-moabbTRCA
Accuracy: 34.20391266666667
CO2 Emission (g): 0.0019902593416666666
training time (s): 0.27882464583333333
within-session-ssvep-on-kalunga2016-moabbSSVEP_TS + SVM
Accuracy: 68.94949916666667
CO2 Emission (g): 0.0022165178750000003
training time (s): 0.130249698
within-session-ssvep-on-kalunga2016-moabbEEGNet-8,2
Accuracy: 43.5187945
training time (s): 7.561273683333333
within-session-ssvep-on-kalunga2016-moabbShallowConvNet
Accuracy: 54.420178166666666
training time (s): 6.559657266666666
within-session-ssvep-on-kalunga2016-moabbCCA
Accuracy: 33.87684483333333
CO2 Emission (g): 0.0005601459183333333
training time (s): 0.07858161266666668
within-session-ssvep-on-kalunga2016-moabbSSVEP_TS + LR
Accuracy: 70.86472991666666
CO2 Emission (g): 0.0021011706583333335
training time (s): 0.13897842158333332
within-session-ssvep-on-kalunga2016-moabbSSVEP_MDM
Accuracy: 70.89385925
CO2 Emission (g): 0.002602688875
training time (s): 0.16333881583333335
within-session-ssvep-on-kalunga2016-moabbEEGNeX
Accuracy: 31.35680125
training time (s): 10.771992875
within-session-ssvep-on-lee2019-ssvep-moabbSSVEP_MDM
Accuracy: 74.81818181818181
CO2 Emission (g): 0.11398800675324675
training time (s): 15.961555350649352
within-session-ssvep-on-lee2019-ssvep-moabbSSVEP_TS + SVM
Accuracy: 88.58333333333334
CO2 Emission (g): 0.10468667306481481
training time (s): 14.65914484722222
within-session-ssvep-on-lee2019-ssvep-moabbShallowConvNet
Accuracy: 69.3611111111111
training time (s): 33.26947674074074
within-session-ssvep-on-lee2019-ssvep-moabbEEGNeX
Accuracy: 93.80555555555556
training time (s): 191.3021131111111
within-session-ssvep-on-lee2019-ssvep-moabbTRCA
Accuracy: 97.77777777777777
CO2 Emission (g): 0.25070370964814814
training time (s): 35.42286275
within-session-ssvep-on-lee2019-ssvep-moabbEEGNet-8,2
Accuracy: 64.42592592592592
training time (s): 13.879997119444445
within-session-ssvep-on-lee2019-ssvep-moabbSSVEP_TS + LR
Accuracy: 89.44444444444444
CO2 Emission (g): 0.11153871532407408
training time (s): 15.61881037037037
within-session-ssvep-on-lee2019-ssvep-moabbCCA
Accuracy: 90.97222222222221
CO2 Emission (g): 0.010103892560185186
training time (s): 1.415124501851852
within-session-ssvep-on-lee2019-ssvep-moabbEEGITNet
Accuracy: 86.8425925925926
training time (s): 23.24565614351852
within-session-ssvep-on-mamem1-moabbShallowConvNet
Accuracy: 36.03516260000001
training time (s): 3920.421198
within-session-ssvep-on-mamem1-moabbEEGITNet
Accuracy: 58.0691632
training time (s): 39.6391611
within-session-ssvep-on-mamem1-moabbTRCA
Accuracy: 54.5442871
CO2 Emission (g): 1.785962026
training time (s): 250.07919099999998
within-session-ssvep-on-mamem1-moabbSSVEP_TS + LR
Accuracy: 53.70517730000001
CO2 Emission (g): 13.59719356
training time (s): 698.7826769999999
within-session-ssvep-on-mamem1-moabbSSVEP_MDM
Accuracy: 27.3128415
CO2 Emission (g): 16.1321347
training time (s): 824.9421399999999
within-session-ssvep-on-mamem1-moabbEEGNet-8,2
Accuracy: 43.029499
training time (s): 23.1336158
within-session-ssvep-on-mamem1-moabbSSVEP_TS + SVM
Accuracy: 50.57987980000001
CO2 Emission (g): 12.962970100000001
training time (s): 657.646162
within-session-ssvep-on-mamem1-moabbEEGNeX
Accuracy: 67.1084639
training time (s): 197.02376239999998
within-session-ssvep-on-mamem1-moabbCCA
Accuracy: 21.7420669
CO2 Emission (g): 0.0819434059
training time (s): 11.47441585
within-session-ssvep-on-mamem2-moabbEEGITNet
Accuracy: 22.72
training time (s): 34.195504299999996
within-session-ssvep-on-mamem2-moabbTRCA
Accuracy: 22.64
CO2 Emission (g): 2.85556727
training time (s): 399.849453
within-session-ssvep-on-mamem2-moabbSSVEP_MDM
Accuracy: 23.12
CO2 Emission (g): 21.4845976
training time (s): 1028.1009
within-session-ssvep-on-mamem2-moabbEEGNet-8,2
Accuracy: 24.56
training time (s): 26.034414199999997
within-session-ssvep-on-mamem2-moabbCCA
Accuracy: 20.64
CO2 Emission (g): 0.10534236079999999
training time (s): 14.7508205
within-session-ssvep-on-mamem2-moabbShallowConvNet
Accuracy: 25.840000000000003
training time (s): 1620.974344
within-session-ssvep-on-mamem2-moabbSSVEP_TS + LR
Accuracy: 39.36
CO2 Emission (g): 17.0932925
training time (s): 840.129991
within-session-ssvep-on-mamem2-moabbSSVEP_TS + SVM
Accuracy: 34.8
CO2 Emission (g): 16.319102700000002
training time (s): 791.885326
within-session-ssvep-on-mamem2-moabbEEGNeX
Accuracy: 26.32
training time (s): 180.9718512
within-session-ssvep-on-mamem3-moabbSSVEP_TS + LR
Accuracy: 42.1
CO2 Emission (g): 0.026997567
training time (s): 1.46499837
within-session-ssvep-on-mamem3-moabbSSVEP_MDM
Accuracy: 34.4
CO2 Emission (g): 0.028922213000000002
training time (s): 1.56297961
within-session-ssvep-on-mamem3-moabbSSVEP_TS + SVM
Accuracy: 40.199999999999996
CO2 Emission (g): 0.0252171588
training time (s): 1.36490621
within-session-ssvep-on-mamem3-moabbEEGNeX
Accuracy: 24.8
training time (s): 22.5295867
within-session-ssvep-on-mamem3-moabbEEGNet-8,2
Accuracy: 27.500000000000004
training time (s): 5.74253287
within-session-ssvep-on-mamem3-moabbShallowConvNet
Accuracy: 33.1
training time (s): 5.90452088
within-session-ssvep-on-mamem3-moabbTRCA
Accuracy: 27.1
CO2 Emission (g): 0.0317322511
training time (s): 4.44355459
within-session-ssvep-on-mamem3-moabbEEGITNet
Accuracy: 25.0
training time (s): 6.796000050000001
within-session-ssvep-on-mamem3-moabbCCA
Accuracy: 22.800000000000004
CO2 Emission (g): 0.00131271061
training time (s): 0.183953595
within-session-ssvep-on-nakanishi2015-moabbSSVEP_MDM
Accuracy: 78.76543211111111
CO2 Emission (g): 0.10513940711111111
training time (s): 5.3561836
within-session-ssvep-on-nakanishi2015-moabbTRCA
Accuracy: 99.19753077777779
CO2 Emission (g): 0.04248703377777777
training time (s): 5.9494875333333335
within-session-ssvep-on-nakanishi2015-moabbEEGNeX
Accuracy: 82.65431844444444
training time (s): 35.36092722222222
within-session-ssvep-on-nakanishi2015-moabbEEGNet-8,2
Accuracy: 44.135803
training time (s): 4.711782822222222
within-session-ssvep-on-nakanishi2015-moabbShallowConvNet
Accuracy: 57.469136
training time (s): 6.811167988888889
within-session-ssvep-on-nakanishi2015-moabbCCA
Accuracy: 92.53086377777778
CO2 Emission (g): 0.007113911222222223
training time (s): 0.9963089366666666
within-session-ssvep-on-nakanishi2015-moabbSSVEP_TS + SVM
Accuracy: 86.29629577777777
CO2 Emission (g): 0.07978009122222222
training time (s): 4.098129833333334
within-session-ssvep-on-nakanishi2015-moabbSSVEP_TS + LR
Accuracy: 87.22222211111111
CO2 Emission (g): 0.08959895766666666
training time (s): 4.598894566666667
within-session-ssvep-on-nakanishi2015-moabbEEGITNet
Accuracy: 80.86419722222222
training time (s): 8.040663722222222
within-session-ssvep-on-wang2016-moabbSSVEP_TS + SVM
Accuracy: 59.58333323529412
CO2 Emission (g): 0.016185734488235293
training time (s): 27.371970164705882
within-session-ssvep-on-wang2016-moabbSSVEP_MDM
Accuracy: 54.76715661764706
CO2 Emission (g): 0.014037612047058824
training time (s): 19.76784232352941
within-session-ssvep-on-wang2016-moabbCCA
Accuracy: 88.22303944117647
CO2 Emission (g): 0.25679755529411763
training time (s): 35.958232058823526
within-session-ssvep-on-wang2016-moabbSSVEP_TS + LR
Accuracy: 67.52450958823529
CO2 Emission (g): 0.014626497973529412
training time (s): 23.87455808235294
within-session-ssvep-on-wang2016-moabbTRCA
Accuracy: 98.97058994117646
CO2 Emission (g): 0.35510938491176475
training time (s): 51.168803294117644

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The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark | Papers | HyperAI