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

Open paper
Benchmark Model Rank Results
within-session-erp-on-bnci2014-008-moabbEEGITNet#1AUC-ROC: 85.99520425training time (s): 48.9808785
within-session-erp-on-bnci2014-008-moabbEEGNet-8,2#2AUC-ROC: 85.91137825training time (s): 31.55059125
within-session-erp-on-bnci2014-008-moabbXDAWNCov + TS + SVM#3AUC-ROC: 85.609029625training time (s): 8.160695075…
within-session-erp-on-bnci2014-008-moabbEEGNeX#4AUC-ROC: 83.856046375training time (s): 47.301771625
within-session-erp-on-bnci2014-008-moabbXDAWN + LDA#5AUC-ROC: 82.244593125training time (s): 5.2152112625000004…
within-session-erp-on-bnci2014-008-moabbShallowConvNet#6AUC-ROC: 81.07391687500001training time (s): 27.2347555
within-session-erp-on-bnci2014-008-moabbXDAWNCov + MDM#7AUC-ROC: 77.619541training time (s): 1.5414688625…
within-session-erp-on-bnci2014-008-moabbERPCov(svd_n=4) + MDM#8AUC-ROC: 75.424771125training time (s): 1.014923625…
within-session-erp-on-bnci2014-008-moabbERPCov + MDM#9AUC-ROC: 74.298471training time (s): 2.4383516875…
within-session-erp-on-bnci2014-009-moabbXDAWNCov + TS + SVM#1AUC-ROC: 93.42633376666666training time (s): 1.2433190566666668…
within-session-erp-on-bnci2014-009-moabbEEGITNet#2AUC-ROC: 92.20581209999999training time (s): 14.687204666666666
within-session-erp-on-bnci2014-009-moabbXDAWNCov + MDM#3AUC-ROC: 92.0386331training time (s): 0.31271911366666666…
within-session-erp-on-bnci2014-009-moabbEEGNet-8,2#4AUC-ROC: 91.3685305training time (s): 11.758606149999999
within-session-erp-on-bnci2014-009-moabbEEGNeX#5AUC-ROC: 90.57953203333334training time (s): 14.724422183333333
within-session-erp-on-bnci2014-009-moabbShallowConvNet#6AUC-ROC: 85.12375750000001training time (s): 10.642818243333332
within-session-erp-on-bnci2014-009-moabbERPCov(svd_n=4) + MDM#7AUC-ROC: 84.51730606666668training time (s): 0.27403514700000003…
within-session-erp-on-bnci2014-009-moabbERPCov + MDM#8AUC-ROC: 81.155062training time (s): 1.1838480853333333…
within-session-erp-on-bnci2014-009-moabbXDAWN + LDA#9AUC-ROC: 64.0324565training time (s): 0.4082341586666667…
within-session-erp-on-bnci2015-003-moabbXDAWNCov + MDM#1AUC-ROC: 83.0813024training time (s): 0.872752316…
within-session-erp-on-bnci2015-003-moabbXDAWNCov + TS + SVM#2AUC-ROC: 82.9463175training time (s): 4.73371116…
within-session-erp-on-bnci2015-003-moabbEEGITNet#3AUC-ROC: 81.8696517training time (s): 31.673819200000004
within-session-erp-on-bnci2015-003-moabbEEGNet-8,2#4AUC-ROC: 81.1056664training time (s): 21.2605219
within-session-erp-on-bnci2015-003-moabbXDAWN + LDA#5AUC-ROC: 78.6240163training time (s): 1.74386197…
within-session-erp-on-bnci2015-003-moabbEEGNeX#6AUC-ROC: 77.73544530000001training time (s): 27.2078305
within-session-erp-on-bnci2015-003-moabbERPCov(svd_n=4) + MDM#7AUC-ROC: 76.9320484training time (s): 0.5074777229999999…
within-session-erp-on-bnci2015-003-moabbERPCov + MDM#8AUC-ROC: 76.7858569training time (s): 1.437615323…
within-session-erp-on-bnci2015-003-moabbShallowConvNet#9AUC-ROC: 64.19801570000001training time (s): 24.1188684
within-session-erp-on-braininvaders2012-moabbXDAWNCov + TS + SVM#1AUC-ROC: 90.98646704training time (s): 1.4309155479999998…
within-session-erp-on-braininvaders2012-moabbEEGITNet#2AUC-ROC: 89.64630072training time (s): 19.83932564
within-session-erp-on-braininvaders2012-moabbXDAWNCov + MDM#3AUC-ROC: 88.21925356training time (s): 0.3440682904…
within-session-erp-on-braininvaders2012-moabbEEGNeX#4AUC-ROC: 88.21605579999999training time (s): 43.42852808000001
within-session-erp-on-braininvaders2012-moabbEEGNet-8,2#5AUC-ROC: 87.1327338training time (s): 16.79750712
within-session-erp-on-braininvaders2012-moabbERPCov(svd_n=4) + MDM#6AUC-ROC: 79.01510372training time (s): 0.3691924696…
within-session-erp-on-braininvaders2012-moabbERPCov + MDM#7AUC-ROC: 78.76657744training time (s): 1.5751372879999999…
within-session-erp-on-braininvaders2012-moabbShallowConvNet#8AUC-ROC: 77.06215808training time (s): 12.831535652
within-session-erp-on-braininvaders2012-moabbXDAWN + LDA#9AUC-ROC: 64.411995training time (s): 0.4368925492…
within-session-erp-on-braininvaders2013aXDAWNCov + TS + SVM#1AUC-ROC: 92.71220376712328training time (s): 1.2172368082191782…
within-session-erp-on-braininvaders2013aXDAWNCov + MDM#2AUC-ROC: 90.96501701369863training time (s): 0.30659427246575344…
within-session-erp-on-braininvaders2013aEEGITNet#3AUC-ROC: 90.01125384931507training time (s): 16.593567684931507
within-session-erp-on-braininvaders2013aEEGNeX#4AUC-ROC: 88.61672143835617training time (s): 25.649349828767125
within-session-erp-on-braininvaders2013aEEGNet-8,2#5AUC-ROC: 85.40249767123287training time (s): 13.898916060273972
within-session-erp-on-braininvaders2013aERPCov(svd_n=4) + MDM#6AUC-ROC: 82.06941052054795training time (s): 0.22355115438356163…
within-session-erp-on-braininvaders2013aERPCov + MDM#7AUC-ROC: 80.58733515068494training time (s): 1.0407688483561643…
within-session-erp-on-braininvaders2013aXDAWN + LDA#8AUC-ROC: 76.74075019178083training time (s): 0.5100849124657535…
within-session-erp-on-braininvaders2013aShallowConvNet#9AUC-ROC: 74.50491942465753training time (s): 9.185006005479453
within-session-erp-on-braininvaders2014aEEGITNet#1AUC-ROC: 86.65828684375training time (s): 22.878644265625
within-session-erp-on-braininvaders2014aXDAWNCov + TS + SVM#2AUC-ROC: 85.766639203125training time (s): 2.4124490578125…
within-session-erp-on-braininvaders2014aEEGNeX#3AUC-ROC: 85.082494609375training time (s): 40.16552703125
within-session-erp-on-braininvaders2014aEEGNet-8,2#4AUC-ROC: 82.089285546875training time (s): 17.4438248203125
within-session-erp-on-braininvaders2014aXDAWNCov + MDM#5AUC-ROC: 80.87908620312501training time (s): 0.55664274078125…
within-session-erp-on-braininvaders2014aERPCov(svd_n=4) + MDM#6AUC-ROC: 72.112766training time (s): 0.593198109375…
within-session-erp-on-braininvaders2014aERPCov + MDM#7AUC-ROC: 71.61664846875training time (s): 2.19471158046875…
within-session-erp-on-braininvaders2014aXDAWN + LDA#8AUC-ROC: 66.600249390625training time (s): 1.09766276640625…
within-session-erp-on-braininvaders2014aShallowConvNet#9AUC-ROC: 63.189278171874996training time (s): 11.1103096703125
within-session-erp-on-braininvaders2014bXDAWNCov + TS + SVM#1AUC-ROC: 91.88114464864864training time (s): 0.932672401891892…
within-session-erp-on-braininvaders2014bXDAWNCov + MDM#2AUC-ROC: 91.58241135135135training time (s): 0.2431399435135135…
within-session-erp-on-braininvaders2014bEEGITNet#3AUC-ROC: 86.26866734210526training time (s): 15.856247092105264
within-session-erp-on-braininvaders2014bEEGNeX#4AUC-ROC: 83.87045207894737training time (s): 18.323774763157896
within-session-erp-on-braininvaders2014bXDAWN + LDA#5AUC-ROC: 83.72681281081081training time (s): 0.44246931054054056…
within-session-erp-on-braininvaders2014bEEGNet-8,2#6AUC-ROC: 80.14453618421052training time (s): 11.691945342105264
within-session-erp-on-braininvaders2014bERPCov + MDM#7AUC-ROC: 78.56550172972973training time (s): 1.7454204…
within-session-erp-on-braininvaders2014bERPCov(svd_n=4) + MDM#8AUC-ROC: 76.47954105405405training time (s): 0.2674589289189189…
within-session-erp-on-braininvaders2014bShallowConvNet#9AUC-ROC: 63.752483210526314training time (s): 8.105964836842105
within-session-erp-on-braininvaders2015aXDAWNCov + TS + SVM#1AUC-ROC: 93.05381111627908training time (s): 2.1127921527131783…
within-session-erp-on-braininvaders2015aXDAWNCov + MDM#2AUC-ROC: 92.56596253488371training time (s): 0.4988526374418605…
within-session-erp-on-braininvaders2015aEEGITNet#3AUC-ROC: 90.70906591472868training time (s): 19.85593708914729
within-session-erp-on-braininvaders2015aEEGNeX#4AUC-ROC: 87.61770750387598training time (s): 199.32986724031008
within-session-erp-on-braininvaders2015aEEGNet-8,2#5AUC-ROC: 86.79717793023256training time (s): 14.414908054263565
within-session-erp-on-braininvaders2015aERPCov + MDM#6AUC-ROC: 80.01716807751939training time (s): 3.9502074596899224…
within-session-erp-on-braininvaders2015aERPCov(svd_n=4) + MDM#7AUC-ROC: 77.92098565891473training time (s): 0.560524827751938…
within-session-erp-on-braininvaders2015aXDAWN + LDA#8AUC-ROC: 76.01550499224807training time (s): 0.7962977278294574…
within-session-erp-on-braininvaders2015aShallowConvNet#9AUC-ROC: 59.55947582945736training time (s): 15.322640255813955
within-session-erp-on-braininvaders2015bXDAWNCov + TS + SVM#1AUC-ROC: 84.55596702272726training time (s): 8.7821148…
within-session-erp-on-braininvaders2015bXDAWNCov + MDM#2AUC-ROC: 83.47637268181818training time (s): 1.9377388022727273…
within-session-erp-on-braininvaders2015bEEGITNet#3AUC-ROC: 83.33420745454546training time (s): 51.57266440909091
within-session-erp-on-braininvaders2015bEEGNet-8,2#4AUC-ROC: 82.65727052272726training time (s): 36.372572295454546
within-session-erp-on-braininvaders2015bEEGNeX#5AUC-ROC: 81.59775325training time (s): 105.33800122727274
within-session-erp-on-braininvaders2015bXDAWN + LDA#6AUC-ROC: 77.22383009090909training time (s): 6.902407668181818…
within-session-erp-on-braininvaders2015bERPCov(svd_n=4) + MDM#7AUC-ROC: 77.09262879545456training time (s): 2.337742318181818…
within-session-erp-on-braininvaders2015bERPCov + MDM#8AUC-ROC: 75.03742063636363training time (s): 17.70060197727273…
within-session-erp-on-braininvaders2015bShallowConvNet#9AUC-ROC: 73.19578579545454training time (s): 50.65970795454545
within-session-erp-on-cattan2019-vr-moabbXDAWNCov + TS + SVM#1AUC-ROC: 90.677777575training time (s): 0.85638401025…
within-session-erp-on-cattan2019-vr-moabbEEGITNet#2AUC-ROC: 89.4212960952381training time (s): 22.83087557142857
within-session-erp-on-cattan2019-vr-moabbEEGNeX#3AUC-ROC: 89.3339950952381training time (s): 23.31658614285714
within-session-erp-on-cattan2019-vr-moabbXDAWNCov + MDM#4AUC-ROC: 88.529687375training time (s): 0.18693414675…
within-session-erp-on-cattan2019-vr-moabbEEGNet-8,2#5AUC-ROC: 86.3244051904762training time (s): 15.87339438095238
within-session-erp-on-cattan2019-vr-moabbERPCov + MDM#6AUC-ROC: 80.757379training time (s): 0.7168895120000001…
within-session-erp-on-cattan2019-vr-moabbERPCov(svd_n=4) + MDM#7AUC-ROC: 80.674825575training time (s): 0.30020958225…
within-session-erp-on-cattan2019-vr-moabbShallowConvNet#8AUC-ROC: 80.03306880952381training time (s): 13.902749985714287
within-session-erp-on-cattan2019-vr-moabbXDAWN + LDA#9AUC-ROC: 67.159201475training time (s): 0.3639022155…
within-session-erp-on-epflp300-moabbEEGNeX#1AUC-ROC: 84.68838325training time (s): 35.690736875
within-session-erp-on-epflp300-moabbXDAWNCov + TS + SVM#2AUC-ROC: 84.29081139285714training time (s): 3.1239111678571425…
within-session-erp-on-epflp300-moabbEEGITNet#3AUC-ROC: 84.0994343125training time (s): 28.6127446875
within-session-erp-on-epflp300-moabbXDAWNCov + MDM#4AUC-ROC: 83.19801607142858training time (s): 0.7105525185714285…
within-session-erp-on-epflp300-moabbEEGNet-8,2#5AUC-ROC: 80.3845744375training time (s): 15.535605484375
within-session-erp-on-epflp300-moabbShallowConvNet#6AUC-ROC: 75.556908training time (s): 15.697078703125
within-session-erp-on-epflp300-moabbERPCov + MDM#7AUC-ROC: 71.973831125training time (s): 6.942208496875…
within-session-erp-on-epflp300-moabbERPCov(svd_n=4) + MDM#8AUC-ROC: 71.444304125training time (s): 1.2007145884375…
within-session-erp-on-epflp300-moabbXDAWN + LDA#9AUC-ROC: 62.982488281250006training time (s): 3.6105500875…
within-session-erp-on-huebner2017-moabbXDAWNCov + TS + SVM#1AUC-ROC: 98.68678031578948training time (s): 10.07638602631579…
within-session-erp-on-huebner2017-moabbEEGNet-8,2#2AUC-ROC: 98.28146008108108training time (s): 73.38250045945946
within-session-erp-on-huebner2017-moabbXDAWNCov + MDM#3AUC-ROC: 98.07393668421052training time (s): 4.846665142105263…
within-session-erp-on-huebner2017-moabbXDAWN + LDA#4AUC-ROC: 97.74267144736841training time (s): 25.946418210526314…
within-session-erp-on-huebner2017-moabbERPCov(svd_n=4) + MDM#5AUC-ROC: 96.20552692105264training time (s): 4.081931507894737…
within-session-erp-on-huebner2017-moabbEEGITNet#6AUC-ROC: 95.78304654054055training time (s): 675.4294938108109
within-session-erp-on-huebner2017-moabbERPCov + MDM#7AUC-ROC: 94.469262training time (s): 27.91168176315789…
within-session-erp-on-huebner2017-moabbShallowConvNet#8AUC-ROC: 90.959699training time (s): 1543.135988162162
within-session-erp-on-huebner2017-moabbEEGNeX#9AUC-ROC: 79.73031656756756training time (s): 4185.744198918919
within-session-erp-on-huebner2018-moabbXDAWNCov + TS + SVM#1AUC-ROC: 98.46594386111111training time (s): 9.940868125…
within-session-erp-on-huebner2018-moabbEEGNet-8,2#2AUC-ROC: 98.17509305555555training time (s): 78.75188250000001
within-session-erp-on-huebner2018-moabbXDAWNCov + MDM#3AUC-ROC: 97.78393108333331training time (s): 5.015010133333333…
within-session-erp-on-huebner2018-moabbXDAWN + LDA#4AUC-ROC: 97.53628586111111training time (s): 32.70688272222222…
within-session-erp-on-huebner2018-moabbERPCov(svd_n=4) + MDM#5AUC-ROC: 96.608676training time (s): 3.9697683444444447…
within-session-erp-on-huebner2018-moabbERPCov + MDM#6AUC-ROC: 95.14819502777779training time (s): 31.349976444444444…
within-session-erp-on-huebner2018-moabbShallowConvNet#7AUC-ROC: 89.71045811111111training time (s): 1587.3318289166666
within-session-erp-on-huebner2018-moabbEEGITNet#8AUC-ROC: 87.6017086111111training time (s): 2489.9952416666665
within-session-erp-on-huebner2018-moabbEEGNeX#9AUC-ROC: 76.54384258333333training time (s): 4893.720471111111
within-session-erp-on-lee2019-erp-moabbXDAWNCov + TS + SVM#1AUC-ROC: 98.40814827777777training time (s): 18.539845689814815…
within-session-erp-on-lee2019-erp-moabbEEGNet-8,2#2AUC-ROC: 97.85841548148149training time (s): 109.5753095
within-session-erp-on-lee2019-erp-moabbXDAWNCov + MDM#3AUC-ROC: 97.70259957407407training time (s): 8.865101517592594…
within-session-erp-on-lee2019-erp-moabbEEGITNet#4AUC-ROC: 96.81215804629629training time (s): 468.54065999999995
within-session-erp-on-lee2019-erp-moabbXDAWN + LDA#5AUC-ROC: 96.45206821296297training time (s): 28.108453657407406…
within-session-erp-on-lee2019-erp-moabbERPCov(svd_n=4) + MDM#6AUC-ROC: 82.47109035185186training time (s): 9.584082125…
within-session-erp-on-lee2019-erp-moabbShallowConvNet#7AUC-ROC: 77.4085946574074training time (s): 4598.484442222222
within-session-erp-on-lee2019-erp-moabbERPCov + MDM#8AUC-ROC: 74.43493880555556training time (s): 127.87080321296297…
within-session-erp-on-lee2019-erp-moabbEEGNeX#9AUC-ROC: 70.27269508333333training time (s): 6374.80394962963
within-session-erp-on-sosulski2019-moabbEEGITNet#1AUC-ROC: 88.82306907692308training time (s): 254.26117153846155
within-session-erp-on-sosulski2019-moabbXDAWNCov + TS + SVM#2AUC-ROC: 87.28411109999999training time (s): 4.33317254…
within-session-erp-on-sosulski2019-moabbEEGNet-8,2#3AUC-ROC: 87.13865323076924training time (s): 169.22427923076924
within-session-erp-on-sosulski2019-moabbEEGNeX#4AUC-ROC: 86.17639538461539training time (s): 292.10557615384613
within-session-erp-on-sosulski2019-moabbXDAWNCov + MDM#5AUC-ROC: 86.07416710000001training time (s): 2.812111245…
within-session-erp-on-sosulski2019-moabbShallowConvNet#6AUC-ROC: 78.35273161538461training time (s): 215.27583423076925
within-session-erp-on-sosulski2019-moabbERPCov(svd_n=4) + MDM#7AUC-ROC: 70.632222375training time (s): 1.6276701575…
within-session-erp-on-sosulski2019-moabbERPCov + MDM#8AUC-ROC: 68.16548655training time (s): 12.6986916875…
within-session-erp-on-sosulski2019-moabbXDAWN + LDA#9AUC-ROC: 67.48655605training time (s): 7.327161445…
within-session-motor-imagery-all-classes-on-1TS + EL#1Accuracy: 69.79166675training time (s): 2.749322665…
within-session-motor-imagery-all-classes-on-1ACM + TS + SVM#2Accuracy: 69.5833345training time (s): 7.6877846125…
within-session-motor-imagery-all-classes-on-1TS + LR#3Accuracy: 69.16666637499999training time (s): 1.85145594625…
within-session-motor-imagery-all-classes-on-1TS + SVM#4Accuracy: 67.916665875training time (s): 3.3987408749999997…
within-session-motor-imagery-all-classes-on-1FgMDM#5Accuracy: 65.62500112500001training time (s): 0.743955544625…
within-session-motor-imagery-all-classes-on-1FBCSP + SVM#6Accuracy: 65.0training time (s): 19.6318726375…
within-session-motor-imagery-all-classes-on-1CSP + SVM#7Accuracy: 62.91666625training time (s): 44.612727875000004…
within-session-motor-imagery-all-classes-on-1CSP + LDA#8Accuracy: 61.041666500000005training time (s): 1.0782176175…
within-session-motor-imagery-all-classes-on-1DLCSPauto + shLDA#9Accuracy: 60.62500012500001training time (s): 0.6206318012500001…
within-session-motor-imagery-all-classes-on-1MDM#10Accuracy: 60.62499999999999training time (s): 1.6782885705…
within-session-motor-imagery-all-classes-on-1ShallowConvNet#11Accuracy: 50.00000075training time (s): 12.9602863125…
within-session-motor-imagery-all-classes-on-1EEGNet-8,2#12Accuracy: 43.958333875training time (s): 9.24752825…
within-session-motor-imagery-all-classes-on-1EEGNeX#13Accuracy: 37.708333625training time (s): 9.8963939375…
within-session-motor-imagery-all-classes-on-1DeepConvNet#14Accuracy: 37.7083335training time (s): 8.58771105…
within-session-motor-imagery-all-classes-on-1EEGITNet#15Accuracy: 36.041667training time (s): 9.4757763125…
within-session-motor-imagery-all-classes-on-1EEGTCNet#16Accuracy: 34.166666875training time (s): 9.205565762500001…
within-session-motor-imagery-all-classes-on-2ACM + TS + SVM#1Accuracy: 77.88163016666667training time (s): 73.50212961111112…
within-session-motor-imagery-all-classes-on-2ShallowConvNet#2Accuracy: 72.47227177777778training time (s): 45.877247277777776…
within-session-motor-imagery-all-classes-on-2TS + EL#3Accuracy: 72.38119294444444training time (s): 13.852831627777778…
within-session-motor-imagery-all-classes-on-2TS + LR#4Accuracy: 71.97351649999999training time (s): 19.167550810555554…
within-session-motor-imagery-all-classes-on-2TS + SVM#5Accuracy: 70.75586455555556training time (s): 66.23056458333332…
within-session-motor-imagery-all-classes-on-2FgMDM#6Accuracy: 70.14149394444445training time (s): 59.714323183333335…
within-session-motor-imagery-all-classes-on-2CSP + SVM#7Accuracy: 66.88411633333334training time (s): 147.7146591111111…
within-session-motor-imagery-all-classes-on-2FBCSP + SVM#8Accuracy: 66.52618122222222training time (s): 5.445951…
within-session-motor-imagery-all-classes-on-2DLCSPauto + shLDA#9Accuracy: 66.3070505training time (s): 9.741079583888888…
within-session-motor-imagery-all-classes-on-2CSP + LDA#10Accuracy: 65.994152training time (s): 52.462251144444444…
within-session-motor-imagery-all-classes-on-2MDM#11Accuracy: 61.600793277777775training time (s): 75.09591532444445…
within-session-motor-imagery-all-classes-on-2EEGNet-8,2#12Accuracy: 60.46380244444445training time (s): 21.723354222222223…
within-session-motor-imagery-all-classes-on-2EEGNeX#13Accuracy: 45.61672333333334training time (s): 62.59321944444444…
within-session-motor-imagery-all-classes-on-2EEGTCNet#14Accuracy: 41.64616544444444training time (s): 33.0790875…
within-session-motor-imagery-all-classes-on-2EEGITNet#15Accuracy: 35.54681733333334training time (s): 18.299775611111112…
within-session-motor-imagery-all-classes-on-2DeepConvNet#16Accuracy: 35.29273355555556training time (s): 18.38852738888889…
within-session-motor-imagery-all-classes-on-3TS + EL#1Accuracy: 59.934408990825695training time (s): 25.291020102752295…
within-session-motor-imagery-all-classes-on-3TS + LR#2Accuracy: 58.55441266055046training time (s): 2.2208920137614676…
within-session-motor-imagery-all-classes-on-3TS + SVM#3Accuracy: 58.458600238532114training time (s): 48.31867250642202…
within-session-motor-imagery-all-classes-on-3ACM + TS + SVM#4Accuracy: 56.68057317948718training time (s): 92.28611607692308…
within-session-motor-imagery-all-classes-on-3FgMDM#5Accuracy: 55.0438009174312training time (s): 3.204224353211009…
within-session-motor-imagery-all-classes-on-3CSP + SVM#6Accuracy: 48.51775490825688training time (s): 1190.5449858715597…
within-session-motor-imagery-all-classes-on-3CSP + LDA#7Accuracy: 47.73427576146789training time (s): 8.780583234862386…
within-session-motor-imagery-all-classes-on-3DLCSPauto + shLDA#8Accuracy: 46.84880671559633training time (s): 8.482141944036696…
within-session-motor-imagery-all-classes-on-3FBCSP + SVM#9Accuracy: 45.493503000000004training time (s): 68.7581273853211…
within-session-motor-imagery-all-classes-on-3MDM#10Accuracy: 42.96454042201835training time (s): 6.167569839633027…
within-session-motor-imagery-all-classes-on-3ShallowConvNet#11Accuracy: 41.87124210091743training time (s): 15.891879321100918…
within-session-motor-imagery-all-classes-on-3EEGNet-8,2#12Accuracy: 29.03593889908257training time (s): 10.598362683486238…
within-session-motor-imagery-all-classes-on-3DeepConvNet#13Accuracy: 27.682707357798165training time (s): 14.11812210091743…
within-session-motor-imagery-all-classes-on-3EEGNeX#14Accuracy: 26.68615756880734training time (s): 22.783741321100916…
within-session-motor-imagery-all-classes-on-3EEGITNet#15Accuracy: 26.154798385321104training time (s): 13.559821752293578…
within-session-motor-imagery-all-classes-on-3EEGTCNet#16Accuracy: 25.790262357798166training time (s): 18.127433243119267…
within-session-motor-imagery-all-classes-on-4TS + EL#1Accuracy: 85.52905985714287training time (s): 86.77469099999999…
within-session-motor-imagery-all-classes-on-4ACM + TS + SVM#2Accuracy: 85.39824135714285training time (s): 707.9741635714284…
within-session-motor-imagery-all-classes-on-4ShallowConvNet#3Accuracy: 85.13492092857142training time (s): 1877.5478428571428…
within-session-motor-imagery-all-classes-on-4TS + LR#4Accuracy: 84.59829828571428training time (s): 4.9577661214285715…
within-session-motor-imagery-all-classes-on-4TS + SVM#5Accuracy: 84.41288664285715training time (s): 23.104729499999998…
within-session-motor-imagery-all-classes-on-4FgMDM#6Accuracy: 82.97360807142857training time (s): 61.4208665…
within-session-motor-imagery-all-classes-on-4EEGNet-8,2#7Accuracy: 76.98508007142857training time (s): 214.51948785714285…
within-session-motor-imagery-all-classes-on-4FBCSP + SVM#8Accuracy: 75.93963142857143training time (s): 181.90692642857144…
within-session-motor-imagery-all-classes-on-4CSP + SVM#9Accuracy: 75.88554942857144training time (s): 531.3518721428571…
within-session-motor-imagery-all-classes-on-4CSP + LDA#10Accuracy: 72.97147700000001training time (s): 3.027175342857143…
within-session-motor-imagery-all-classes-on-4DLCSPauto + shLDA#11Accuracy: 72.8150212857143training time (s): 2.9170686285714287…
within-session-motor-imagery-all-classes-on-4EEGTCNet#12Accuracy: 71.11233471428572training time (s): 471.15728…
within-session-motor-imagery-all-classes-on-4EEGITNet#13Accuracy: 70.44199514285714training time (s): 336.80249142857144…
within-session-motor-imagery-all-classes-on-4EEGNeX#14Accuracy: 67.55850299999999training time (s): 1075.1257621428572…
within-session-motor-imagery-all-classes-on-4DeepConvNet#15Accuracy: 56.77987328571429training time (s): 405.86182285714284…
within-session-motor-imagery-all-classes-on-4MDM#16Accuracy: 52.03144735714286training time (s): 4.819618021428572…
within-session-motor-imagery-all-classes-on-5ACM + TS + SVM#1Accuracy: 64.3835718training time (s): 335.21023…
within-session-motor-imagery-all-classes-on-5TS + EL#2Accuracy: 63.840714199999994training time (s): 34.0226515…
within-session-motor-imagery-all-classes-on-5TS + LR#3Accuracy: 62.762142training time (s): 2.12094548…
within-session-motor-imagery-all-classes-on-5TS + SVM#4Accuracy: 61.469286499999995training time (s): 15.092744999999999…
within-session-motor-imagery-all-classes-on-5FgMDM#5Accuracy: 56.9400009training time (s): 3.4260148399999997…
within-session-motor-imagery-all-classes-on-5ShallowConvNet#6Accuracy: 48.9364276training time (s): 100.2113981…
within-session-motor-imagery-all-classes-on-5FBCSP + SVM#7Accuracy: 45.212857299999996training time (s): 37.9020129…
within-session-motor-imagery-all-classes-on-5CSP + SVM#8Accuracy: 44.0792858training time (s): 677.4126650000001…
within-session-motor-imagery-all-classes-on-5CSP + LDA#9Accuracy: 39.4492859training time (s): 4.84518394…
within-session-motor-imagery-all-classes-on-5DLCSPauto + shLDA#10Accuracy: 38.8442857training time (s): 4.82886682…
within-session-motor-imagery-all-classes-on-5EEGNet-8,2#11Accuracy: 35.3514286training time (s): 34.2388724…
within-session-motor-imagery-all-classes-on-5MDM#12Accuracy: 33.4078569training time (s): 2.01196917…
within-session-motor-imagery-all-classes-on-5EEGNeX#13Accuracy: 30.215714training time (s): 126.255782…
within-session-motor-imagery-all-classes-on-5EEGITNet#14Accuracy: 25.7807146training time (s): 43.4866037…
within-session-motor-imagery-all-classes-on-5DeepConvNet#15Accuracy: 24.1678569training time (s): 73.0829022…
within-session-motor-imagery-all-classes-on-5EEGTCNet#16Accuracy: 17.9464288training time (s): 47.42458…
within-session-motor-imagery-all-classes-on-6ACM + TS + SVM#1Accuracy: 85.85246441666668training time (s): 7.277364225…
within-session-motor-imagery-all-classes-on-6ShallowConvNet#2Accuracy: 85.02304108333334training time (s): 24.664789916666667…
within-session-motor-imagery-all-classes-on-6TS + LR#3Accuracy: 84.87930308333334training time (s): 14.9374373825…
within-session-motor-imagery-all-classes-on-6TS + EL#4Accuracy: 84.53929741666667training time (s): 75.6071288…
within-session-motor-imagery-all-classes-on-6TS + SVM#5Accuracy: 83.65528725training time (s): 39.13084056666667…
within-session-motor-imagery-all-classes-on-6EEGNet-8,2#6Accuracy: 83.33782725training time (s): 18.622367166666667…
within-session-motor-imagery-all-classes-on-6CSP + SVM#7Accuracy: 83.08474258333334training time (s): 129.06390283333334…
within-session-motor-imagery-all-classes-on-6FgMDM#8Accuracy: 83.07198441666667training time (s): 71.767263065…
within-session-motor-imagery-all-classes-on-6CSP + LDA#9Accuracy: 82.9630775training time (s): 46.6342523525…
within-session-motor-imagery-all-classes-on-6DLCSPauto + shLDA#10Accuracy: 82.06140125training time (s): 8.307476150833333…
within-session-motor-imagery-all-classes-on-6FBCSP + SVM#11Accuracy: 81.98970291666666training time (s): 1.8146779000000002…
within-session-motor-imagery-all-classes-on-6MDM#12Accuracy: 76.04754891666667training time (s): 8.044291825…
within-session-motor-imagery-all-classes-on-6EEGNeX#13Accuracy: 56.41506training time (s): 34.04211566666667…
within-session-motor-imagery-all-classes-on-6DeepConvNet#14Accuracy: 55.691373training time (s): 13.242306708333333…
within-session-motor-imagery-all-classes-on-6EEGITNet#15Accuracy: 50.67784558333334training time (s): 19.01079075…
within-session-motor-imagery-all-classes-on-6EEGTCNet#16Accuracy: 37.193690833333335training time (s): 14.080227958333333…
within-session-motor-imagery-left-hand-vsACM + TS + SVM#1AUC-ROC: 91.87717316666667training time (s): 37.19322716666667…
within-session-motor-imagery-left-hand-vsTS + LR#2AUC-ROC: 87.4123206111111training time (s): 91.08604166666666…
within-session-motor-imagery-left-hand-vsFgMDM#3AUC-ROC: 86.52796605555557training time (s): 58.82106999444444…
within-session-motor-imagery-left-hand-vsTS + SVM#4AUC-ROC: 86.47732361111112training time (s): 40.16215047222222…
within-session-motor-imagery-left-hand-vsTS + EL#5AUC-ROC: 86.44255583333333training time (s): 23.73425226666667…
within-session-motor-imagery-left-hand-vsShallowConvNet#6AUC-ROC: 86.16591022222222training time (s): 28.300448333333332…
within-session-motor-imagery-left-hand-vsFBCSP + SVM#7AUC-ROC: 84.4368855training time (s): 1.6411384872222223…
within-session-motor-imagery-left-hand-vsCSP + SVM#8AUC-ROC: 83.07369627777778training time (s): 60.17366931666667…
within-session-motor-imagery-left-hand-vsDLCSPauto + shLDA#9AUC-ROC: 82.74829922222222training time (s): 21.795549848888886…
within-session-motor-imagery-left-hand-vsCSP + LDA#10AUC-ROC: 82.33597905555557training time (s): 26.033208126666665…
within-session-motor-imagery-left-hand-vsDeepConvNet#11AUC-ROC: 82.07331861111112training time (s): 13.686492722222221…
within-session-motor-imagery-left-hand-vsMDM#12AUC-ROC: 81.69425572222222training time (s): 42.17484379888889…
within-session-motor-imagery-left-hand-vsTRCSP + LDA#13AUC-ROC: 79.83560116666666training time (s): 14.69900212111111…
within-session-motor-imagery-left-hand-vsLogVar + LDA#14AUC-ROC: 77.95615972222222training time (s): 13.134125769444445…
within-session-motor-imagery-left-hand-vsEEGNet-8,2#15AUC-ROC: 77.15268383333334training time (s): 14.563619111111112…
within-session-motor-imagery-left-hand-vsLogVar + SVM#16AUC-ROC: 75.86092177777778training time (s): 15.609176037777777…
within-session-motor-imagery-left-hand-vsEEGITNet#17AUC-ROC: 75.27399844444444training time (s): 18.952416222222222…
within-session-motor-imagery-left-hand-vsEEGTCNet#18AUC-ROC: 67.46182961111111training time (s): 20.17755577777778…
within-session-motor-imagery-left-hand-vsEEGNeX#19AUC-ROC: 66.28193516666667training time (s): 38.14933605555555…
within-session-motor-imagery-left-hand-vs-1ACM + TS + SVM#1AUC-ROC: 82.0049287111111training time (s): 1.439084654222222…
within-session-motor-imagery-left-hand-vs-1FBCSP + SVM#2AUC-ROC: 80.39444377777778training time (s): 0.783375099111111…
within-session-motor-imagery-left-hand-vs-1CSP + LDA#3AUC-ROC: 80.0956668888889training time (s): 1.2460348456222223…
within-session-motor-imagery-left-hand-vs-1TS + LR#4AUC-ROC: 80.09376537777779training time (s): 1.7434176553111111…
within-session-motor-imagery-left-hand-vs-1DLCSPauto + shLDA#5AUC-ROC: 79.87291397777778training time (s): 1.8661370398…
within-session-motor-imagery-left-hand-vs-1TRCSP + LDA#6AUC-ROC: 79.78218279999999training time (s): 1.457821241711111…
within-session-motor-imagery-left-hand-vs-1TS + EL#7AUC-ROC: 79.75479504444445training time (s): 2.079450579777778…
within-session-motor-imagery-left-hand-vs-1TS + SVM#8AUC-ROC: 79.41006457777777training time (s): 2.356883378…
within-session-motor-imagery-left-hand-vs-1FgMDM#9AUC-ROC: 79.28086771111111training time (s): 1.5159122454666667…
within-session-motor-imagery-left-hand-vs-1CSP + SVM#10AUC-ROC: 79.27025824444443training time (s): 6.61830888…
within-session-motor-imagery-left-hand-vs-1LogVar + LDA#11AUC-ROC: 78.50732679999999training time (s): 1.2824246142888889…
within-session-motor-imagery-left-hand-vs-1LogVar + SVM#12AUC-ROC: 78.29806786666667training time (s): 2.0932973742222223…
within-session-motor-imagery-left-hand-vs-1MDM#13AUC-ROC: 77.65547846666666training time (s): 0.9042913831777778…
within-session-motor-imagery-left-hand-vs-1ShallowConvNet#14AUC-ROC: 72.35971368888889training time (s): 6.921017688888888…
within-session-motor-imagery-left-hand-vs-1DeepConvNet#15AUC-ROC: 72.35753537777777training time (s): 9.503357968888889…
within-session-motor-imagery-left-hand-vs-1EEGTCNet#16AUC-ROC: 69.69639757777777training time (s): 15.25518438888889…
within-session-motor-imagery-left-hand-vs-1EEGNet-8,2#17AUC-ROC: 69.498559training time (s): 8.935735724444443…
within-session-motor-imagery-left-hand-vs-1EEGNeX#18AUC-ROC: 66.52779386666666training time (s): 13.068636999999999…
within-session-motor-imagery-left-hand-vs-1EEGITNet#19AUC-ROC: 65.09554904444444training time (s): 11.108478222222223…
within-session-motor-imagery-left-hand-vs-2TS + EL#1AUC-ROC: 76.2289796153846training time (s): 13.766507201923076…
within-session-motor-imagery-left-hand-vs-2ACM + TS + SVM#2AUC-ROC: 75.52711013461538training time (s): 62.31514830769231…
within-session-motor-imagery-left-hand-vs-2TS + LR#3AUC-ROC: 75.00852038461538training time (s): 6.214885324999999…
within-session-motor-imagery-left-hand-vs-2TS + SVM#4AUC-ROC: 74.61810898076924training time (s): 12.687089688461539…
within-session-motor-imagery-left-hand-vs-2ShallowConvNet#5AUC-ROC: 73.83557690384616training time (s): 46.979712846153845…
within-session-motor-imagery-left-hand-vs-2FgMDM#6AUC-ROC: 72.89826388461537training time (s): 4.56839715…
within-session-motor-imagery-left-hand-vs-2CSP + SVM#7AUC-ROC: 71.92080661538462training time (s): 20.833295817307693…
within-session-motor-imagery-left-hand-vs-2TRCSP + LDA#8AUC-ROC: 71.84767628846154training time (s): 3.8611871384615384…
within-session-motor-imagery-left-hand-vs-2DeepConvNet#9AUC-ROC: 71.67248932692308training time (s): 60.08802442307693…
within-session-motor-imagery-left-hand-vs-2CSP + LDA#10AUC-ROC: 71.38116988461539training time (s): 3.884574095846154…
within-session-motor-imagery-left-hand-vs-2DLCSPauto + shLDA#11AUC-ROC: 71.15633009615384training time (s): 3.4957703001923077…
within-session-motor-imagery-left-hand-vs-2FBCSP + SVM#12AUC-ROC: 67.90934826923076training time (s): 2.7608346807692308…
within-session-motor-imagery-left-hand-vs-2EEGNet-8,2#13AUC-ROC: 66.78533653846154training time (s): 22.314706884615383…
within-session-motor-imagery-left-hand-vs-2LogVar + SVM#14AUC-ROC: 65.46407580769231training time (s): 4.417776592307693…
within-session-motor-imagery-left-hand-vs-2LogVar + LDA#15AUC-ROC: 64.49059826923077training time (s): 2.7242354466346157…
within-session-motor-imagery-left-hand-vs-2MDM#16AUC-ROC: 63.39276176923077training time (s): 6.796549341730769…
within-session-motor-imagery-left-hand-vs-2EEGTCNet#17AUC-ROC: 58.33552344230769training time (s): 27.13974953846154…
within-session-motor-imagery-left-hand-vs-2EEGITNet#18AUC-ROC: 57.196153846153855training time (s): 26.596911269230766…
within-session-motor-imagery-left-hand-vs-2EEGNeX#19AUC-ROC: 53.279941384615384training time (s): 49.56457763461538…
within-session-motor-imagery-left-hand-vs-3TS + EL#1AUC-ROC: 89.2466661training time (s): 243.142401…
within-session-motor-imagery-left-hand-vs-3TS + SVM#2AUC-ROC: 88.0777776training time (s): 265.222582…
within-session-motor-imagery-left-hand-vs-3TS + LR#3AUC-ROC: 87.60000099999999training time (s): 34.60417205…
within-session-motor-imagery-left-hand-vs-3ACM + TS + SVM#4AUC-ROC: 87.42888820000002training time (s): 325.665074…
within-session-motor-imagery-left-hand-vs-3FgMDM#5AUC-ROC: 87.0177778training time (s): 85.13785279999999…
within-session-motor-imagery-left-hand-vs-3ShallowConvNet#6AUC-ROC: 86.52888920000001training time (s): 277.2352575…
within-session-motor-imagery-left-hand-vs-3EEGNet-8,2#7AUC-ROC: 83.0155557training time (s): 117.19713259999999…
within-session-motor-imagery-left-hand-vs-3DeepConvNet#8AUC-ROC: 82.382222training time (s): 110.56912460000001…
within-session-motor-imagery-left-hand-vs-3LogVar + SVM#9AUC-ROC: 81.7311101training time (s): 6.762669579999999…
within-session-motor-imagery-left-hand-vs-3FBCSP + SVM#10AUC-ROC: 79.6511118training time (s): 117.8105055…
within-session-motor-imagery-left-hand-vs-3LogVar + LDA#11AUC-ROC: 78.7111117training time (s): 4.040722504…
within-session-motor-imagery-left-hand-vs-3TRCSP + LDA#12AUC-ROC: 78.2866669training time (s): 14.640627636…
within-session-motor-imagery-left-hand-vs-3CSP + SVM#13AUC-ROC: 77.8066665training time (s): 37.7887083…
within-session-motor-imagery-left-hand-vs-3CSP + LDA#14AUC-ROC: 76.4377781training time (s): 4.92442061…
within-session-motor-imagery-left-hand-vs-3DLCSPauto + shLDA#15AUC-ROC: 76.4022231training time (s): 8.404077422…
within-session-motor-imagery-left-hand-vs-3EEGITNet#16AUC-ROC: 72.18666590000001training time (s): 106.55474389999999…
within-session-motor-imagery-left-hand-vs-3EEGTCNet#17AUC-ROC: 68.4511113training time (s): 183.107304…
within-session-motor-imagery-left-hand-vs-3MDM#18AUC-ROC: 64.291111training time (s): 14.947136800000001…
within-session-motor-imagery-left-hand-vs-3EEGNeX#19AUC-ROC: 56.99555540000001training time (s): 422.45747300000005…
within-session-motor-imagery-left-hand-vs-4TS + EL#1AUC-ROC: 84.74444444444444training time (s): 4.678475692592593…
within-session-motor-imagery-left-hand-vs-4ACM + TS + SVM#2AUC-ROC: 84.16666666666667training time (s): 29.706403990740743…
within-session-motor-imagery-left-hand-vs-4TS + SVM#3AUC-ROC: 83.57037037037037training time (s): 5.273111012962963…
within-session-motor-imagery-left-hand-vs-4TS + LR#4AUC-ROC: 83.09259259259258training time (s): 2.4829364574074075…
within-session-motor-imagery-left-hand-vs-4FgMDM#5AUC-ROC: 81.3425925925926training time (s): 5.031711893518518…
within-session-motor-imagery-left-hand-vs-4CSP + SVM#6AUC-ROC: 77.27037037037037training time (s): 8.139176210185186…
within-session-motor-imagery-left-hand-vs-4CSP + LDA#7AUC-ROC: 76.88148148148147training time (s): 3.3465501966666666…
within-session-motor-imagery-left-hand-vs-4DLCSPauto + shLDA#8AUC-ROC: 76.68703703703704training time (s): 4.686696781111111…
within-session-motor-imagery-left-hand-vs-4TRCSP + LDA#9AUC-ROC: 76.2611111111111training time (s): 3.8623176347222223…
within-session-motor-imagery-left-hand-vs-4ShallowConvNet#10AUC-ROC: 75.82777777777778training time (s): 52.18373611111111…
within-session-motor-imagery-left-hand-vs-4FBCSP + SVM#11AUC-ROC: 75.07222222222222training time (s): 2.7125740925925927…
within-session-motor-imagery-left-hand-vs-4LogVar + SVM#12AUC-ROC: 73.83148148148148training time (s): 4.534608688425926…
within-session-motor-imagery-left-hand-vs-4DeepConvNet#13AUC-ROC: 70.64722222222223training time (s): 19.933118574074072…
within-session-motor-imagery-left-hand-vs-4MDM#14AUC-ROC: 70.22962962962963training time (s): 3.1416363901851856…
within-session-motor-imagery-left-hand-vs-4LogVar + LDA#15AUC-ROC: 66.21296296296296training time (s): 6.251461617777778…
within-session-motor-imagery-left-hand-vs-4EEGNet-8,2#16AUC-ROC: 65.67222222222222training time (s): 14.961433282407407…
within-session-motor-imagery-left-hand-vs-4EEGITNet#17AUC-ROC: 59.166666666666664training time (s): 19.277117560185186…
within-session-motor-imagery-left-hand-vs-4EEGTCNet#18AUC-ROC: 55.681481481481484training time (s): 17.962674342592592…
within-session-motor-imagery-left-hand-vs-4EEGNeX#19AUC-ROC: 55.12222222222223training time (s): 39.780105…
within-session-motor-imagery-left-hand-vs-5ACM + TS + SVM#1AUC-ROC: 68.4798674678899training time (s): 14.023694665137615…
within-session-motor-imagery-left-hand-vs-5FgMDM#2AUC-ROC: 68.45973491743119training time (s): 6.395441841284404…
within-session-motor-imagery-left-hand-vs-5TS + SVM#3AUC-ROC: 68.17686030275229training time (s): 4.376171044495413…
within-session-motor-imagery-left-hand-vs-5TS + EL#4AUC-ROC: 67.9113149174312training time (s): 6.133613628073395…
within-session-motor-imagery-left-hand-vs-5TS + LR#5AUC-ROC: 67.28338431192661training time (s): 4.225256745229358…
within-session-motor-imagery-left-hand-vs-5TRCSP + LDA#6AUC-ROC: 67.2357288440367training time (s): 4.659003014128441…
within-session-motor-imagery-left-hand-vs-5CSP + LDA#7AUC-ROC: 65.74796130275229training time (s): 4.20135004233945…
within-session-motor-imagery-left-hand-vs-5CSP + SVM#8AUC-ROC: 65.71304793577983training time (s): 7.022697680733945…
within-session-motor-imagery-left-hand-vs-5ShallowConvNet#9AUC-ROC: 65.1939347614679training time (s): 12.345875044954127…
within-session-motor-imagery-left-hand-vs-5DLCSPauto + shLDA#10AUC-ROC: 65.07415901834862training time (s): 3.403307553027523…
within-session-motor-imagery-left-hand-vs-5LogVar + SVM#11AUC-ROC: 62.34913353211009training time (s): 3.982814494036697…
within-session-motor-imagery-left-hand-vs-5LogVar + LDA#12AUC-ROC: 61.938583036697246training time (s): 5.312168379816514…
within-session-motor-imagery-left-hand-vs-5DeepConvNet#13AUC-ROC: 59.57492357798165training time (s): 9.95131664587156…
within-session-motor-imagery-left-hand-vs-5EEGNet-8,2#14AUC-ROC: 59.552752311926604training time (s): 12.154883428440368…
within-session-motor-imagery-left-hand-vs-5FBCSP + SVM#15AUC-ROC: 58.44724773394495training time (s): 1.6316544247706422…
within-session-motor-imagery-left-hand-vs-5EEGTCNet#16AUC-ROC: 55.90341492660551training time (s): 13.434462706422018…
within-session-motor-imagery-left-hand-vs-5MDM#17AUC-ROC: 54.75993883486239training time (s): 4.593253893211009…
within-session-motor-imagery-left-hand-vs-5EEGITNet#18AUC-ROC: 52.70922529357799training time (s): 11.497989633027524…
within-session-motor-imagery-left-hand-vs-5EEGNeX#19AUC-ROC: 51.19622834862385training time (s): 12.67985970183486…
within-session-motor-imagery-left-hand-vs-6ACM + TS + SVM#1AUC-ROC: 88.70422614285715training time (s): 327.9551457142857…
within-session-motor-imagery-left-hand-vs-6TS + EL#2AUC-ROC: 88.64610935714285training time (s): 27.018976428571428…
within-session-motor-imagery-left-hand-vs-6TS + SVM#3AUC-ROC: 87.64284414285714training time (s): 11.905010892857144…
within-session-motor-imagery-left-hand-vs-6TS + LR#4AUC-ROC: 87.21996714285714training time (s): 8.187318035714286…
within-session-motor-imagery-left-hand-vs-6FgMDM#5AUC-ROC: 86.71347114285714training time (s): 67.09638471428572…
within-session-motor-imagery-left-hand-vs-6ShallowConvNet#6AUC-ROC: 84.81764307142858training time (s): 268.71988714285715…
within-session-motor-imagery-left-hand-vs-6FBCSP + SVM#7AUC-ROC: 81.44109821428572training time (s): 138.46111907142856…
within-session-motor-imagery-left-hand-vs-6DeepConvNet#8AUC-ROC: 81.2303262857143training time (s): 109.64171142857143…
within-session-motor-imagery-left-hand-vs-6EEGNet-8,2#9AUC-ROC: 80.20351621428571training time (s): 87.55805742857142…
within-session-motor-imagery-left-hand-vs-6LogVar + SVM#10AUC-ROC: 79.41504057142856training time (s): 22.148402514285713…
within-session-motor-imagery-left-hand-vs-6CSP + SVM#11AUC-ROC: 79.23637321428572training time (s): 23.25204464285714…
within-session-motor-imagery-left-hand-vs-6TRCSP + LDA#12AUC-ROC: 79.1367927142857training time (s): 16.598896885714286…
within-session-motor-imagery-left-hand-vs-6LogVar + LDA#13AUC-ROC: 78.43861257142856training time (s): 10.265415285714285…
within-session-motor-imagery-left-hand-vs-6CSP + LDA#14AUC-ROC: 77.23480071428571training time (s): 10.583879442857143…
within-session-motor-imagery-left-hand-vs-6DLCSPauto + shLDA#15AUC-ROC: 77.02151357142857training time (s): 10.114322803571428…
within-session-motor-imagery-left-hand-vs-6EEGTCNet#16AUC-ROC: 75.61966142857143training time (s): 261.3786007142857…
within-session-motor-imagery-left-hand-vs-6EEGITNet#17AUC-ROC: 74.66472221428572training time (s): 113.00491099999999…
within-session-motor-imagery-left-hand-vs-6EEGNeX#18AUC-ROC: 68.58403092857142training time (s): 341.07117250000005…
within-session-motor-imagery-left-hand-vs-6MDM#19AUC-ROC: 61.52606428571429training time (s): 5.6453727…
within-session-motor-imagery-left-hand-vs-7CSP + LDA#1AUC-ROC: 72.29885057471265training time (s): 6.032976467126437…
within-session-motor-imagery-left-hand-vs-7ACM + TS + SVM#2AUC-ROC: 70.97701149425288training time (s): 18.935673712643677…
within-session-motor-imagery-left-hand-vs-7FgMDM#3AUC-ROC: 70.86206896551724training time (s): 12.416171135632183…
within-session-motor-imagery-left-hand-vs-7DLCSPauto + shLDA#4AUC-ROC: 70.3448275862069training time (s): 5.865132493643678…
within-session-motor-imagery-left-hand-vs-7CSP + SVM#5AUC-ROC: 70.11494252873564training time (s): 9.313418644827586…
within-session-motor-imagery-left-hand-vs-7TS + LR#6AUC-ROC: 69.3103448275862training time (s): 4.086728204942529…
within-session-motor-imagery-left-hand-vs-7TS + EL#7AUC-ROC: 68.67816091954023training time (s): 7.833182418390805…
within-session-motor-imagery-left-hand-vs-7TS + SVM#8AUC-ROC: 68.44827586206897training time (s): 7.287723882183908…
within-session-motor-imagery-left-hand-vs-7TRCSP + LDA#9AUC-ROC: 67.29885057471265training time (s): 5.785437376344828…
within-session-motor-imagery-left-hand-vs-7FBCSP + SVM#10AUC-ROC: 65.63218390804599training time (s): 0.29933049333333334…
within-session-motor-imagery-left-hand-vs-7MDM#11AUC-ROC: 62.98850574712643training time (s): 6.130959453310345…
within-session-motor-imagery-left-hand-vs-7LogVar + LDA#12AUC-ROC: 61.7816091954023training time (s): 7.392233189712644…
within-session-motor-imagery-left-hand-vs-7LogVar + SVM#13AUC-ROC: 61.37931034482759training time (s): 7.829565021494252…
within-session-motor-imagery-left-hand-vs-7ShallowConvNet#14AUC-ROC: 60.80459770114942training time (s): 73.86500129885057…
within-session-motor-imagery-left-hand-vs-7EEGNet-8,2#15AUC-ROC: 57.98850574712644training time (s): 53.113962264367814…
within-session-motor-imagery-left-hand-vs-7DeepConvNet#16AUC-ROC: 56.03448275862068training time (s): 28.097837931034483…
within-session-motor-imagery-left-hand-vs-7EEGITNet#17AUC-ROC: 52.18390804597701training time (s): 47.200400390804596…
within-session-motor-imagery-left-hand-vs-7EEGTCNet#18AUC-ROC: 51.26436781609196training time (s): 118.47680619540229…
within-session-motor-imagery-left-hand-vs-7EEGNeX#19AUC-ROC: 49.02298850574712training time (s): 88.2030973908046…
within-session-motor-imagery-left-hand-vs-8TS + EL#1AUC-ROC: 85.2855546training time (s): 16.70190309…
within-session-motor-imagery-left-hand-vs-8ACM + TS + SVM#2AUC-ROC: 83.835458training time (s): 329.502181…
within-session-motor-imagery-left-hand-vs-8TS + SVM#3AUC-ROC: 83.7230547training time (s): 19.7101636…
within-session-motor-imagery-left-hand-vs-8TS + LR#4AUC-ROC: 83.6191015training time (s): 17.19314084…
within-session-motor-imagery-left-hand-vs-8CSP + LDA#5AUC-ROC: 80.7190701training time (s): 5.572459653…
within-session-motor-imagery-left-hand-vs-8DLCSPauto + shLDA#6AUC-ROC: 80.16262729999998training time (s): 8.469146077…
within-session-motor-imagery-left-hand-vs-8CSP + SVM#7AUC-ROC: 79.8404006training time (s): 25.68750405…
within-session-motor-imagery-left-hand-vs-8TRCSP + LDA#8AUC-ROC: 79.32908119999999training time (s): 3.318742769…
within-session-motor-imagery-left-hand-vs-8ShallowConvNet#9AUC-ROC: 79.0972572training time (s): 61.683436400000005…
within-session-motor-imagery-left-hand-vs-8FgMDM#10AUC-ROC: 78.41374400000001training time (s): 10.29490904…
within-session-motor-imagery-left-hand-vs-8FBCSP + SVM#11AUC-ROC: 76.81202040000001training time (s): 3.2107585999999997…
within-session-motor-imagery-left-hand-vs-8LogVar + SVM#12AUC-ROC: 74.852519training time (s): 19.02302114…
within-session-motor-imagery-left-hand-vs-8LogVar + LDA#13AUC-ROC: 74.1323346training time (s): 5.320173393999999…
within-session-motor-imagery-left-hand-vs-8DeepConvNet#14AUC-ROC: 73.6449296training time (s): 34.809638…
within-session-motor-imagery-left-hand-vs-8EEGNet-8,2#15AUC-ROC: 66.4564741training time (s): 19.67945195…
within-session-motor-imagery-left-hand-vs-8EEGTCNet#16AUC-ROC: 63.16485980000001training time (s): 28.1203618…
within-session-motor-imagery-left-hand-vs-8EEGITNet#17AUC-ROC: 59.3464601training time (s): 20.2672368…
within-session-motor-imagery-left-hand-vs-8MDM#18AUC-ROC: 58.801497999999995training time (s): 8.631213726…
within-session-motor-imagery-left-hand-vs-8EEGNeX#19AUC-ROC: 57.965879799999996training time (s): 42.3490198…
within-session-motor-imagery-left-hand-vs-9ShallowConvNet#1AUC-ROC: 95.65019116666667training time (s): 18.007408791666666…
within-session-motor-imagery-left-hand-vs-9ACM + TS + SVM#2AUC-ROC: 95.18760766666666training time (s): 4.912889991666667…
within-session-motor-imagery-left-hand-vs-9EEGNet-8,2#3AUC-ROC: 94.84044641666665training time (s): 13.72778775…
within-session-motor-imagery-left-hand-vs-9DeepConvNet#4AUC-ROC: 94.41753624999998training time (s): 13.273857999999999…
within-session-motor-imagery-left-hand-vs-9TS + EL#5AUC-ROC: 94.35313333333333training time (s): 3.7908793…
within-session-motor-imagery-left-hand-vs-9TS + LR#6AUC-ROC: 94.16005008333333training time (s): 2.283726725…
within-session-motor-imagery-left-hand-vs-9TRCSP + LDA#7AUC-ROC: 93.533263training time (s): 2.9101597717500005…
within-session-motor-imagery-left-hand-vs-9TS + SVM#8AUC-ROC: 93.37149766666667training time (s): 5.204099866666667…
within-session-motor-imagery-left-hand-vs-9CSP + LDA#9AUC-ROC: 93.14890566666666training time (s): 1.3644024541666664…
within-session-motor-imagery-left-hand-vs-9CSP + SVM#10AUC-ROC: 92.96259333333333training time (s): 10.441263425…
within-session-motor-imagery-left-hand-vs-9FBCSP + SVM#11AUC-ROC: 92.63712633333334training time (s): 0.6734122016666667…
within-session-motor-imagery-left-hand-vs-9DLCSPauto + shLDA#12AUC-ROC: 92.55652333333333training time (s): 6.522374073333334…
within-session-motor-imagery-left-hand-vs-9FgMDM#13AUC-ROC: 92.5358025training time (s): 2.4993543233333333…
within-session-motor-imagery-left-hand-vs-9MDM#14AUC-ROC: 90.7018375training time (s): 5.702021107499999…
within-session-motor-imagery-left-hand-vs-9LogVar + SVM#15AUC-ROC: 88.46995433333333training time (s): 5.637304889999999…
within-session-motor-imagery-left-hand-vs-9LogVar + LDA#16AUC-ROC: 88.38607883333333training time (s): 3.2995239900000004…
within-session-motor-imagery-left-hand-vs-9EEGTCNet#17AUC-ROC: 82.2366395training time (s): 16.823401416666666…
within-session-motor-imagery-left-hand-vs-9EEGITNet#18AUC-ROC: 69.41324841666666training time (s): 14.432597083333334…
within-session-motor-imagery-left-hand-vs-9EEGNeX#19AUC-ROC: 61.559105training time (s): 20.40160175…
within-session-motor-imagery-right-hand-vsTS + LR#1AUC-ROC: 83.75training time (s): 1.390257074875…
within-session-motor-imagery-right-hand-vsACM + TS + SVM#2AUC-ROC: 83.59375training time (s): 5.5518258375…
within-session-motor-imagery-right-hand-vsTS + SVM#3AUC-ROC: 82.65625training time (s): 3.0611184312499997…
within-session-motor-imagery-right-hand-vsTS + EL#4AUC-ROC: 81.40625training time (s): 1.177448355…
within-session-motor-imagery-right-hand-vsFBCSP + SVM#5AUC-ROC: 80.78125training time (s): 1.1647642375…
within-session-motor-imagery-right-hand-vsFgMDM#6AUC-ROC: 79.84375training time (s): 0.419455321625…
within-session-motor-imagery-right-hand-vsCSP + SVM#7AUC-ROC: 78.59375training time (s): 4.649679825…
within-session-motor-imagery-right-hand-vsCSP + LDA#8AUC-ROC: 77.1875training time (s): 2.24472090125…
within-session-motor-imagery-right-hand-vsDLCSPauto + shLDA#9AUC-ROC: 77.03125training time (s): 0.96225866875…
within-session-motor-imagery-right-hand-vsMDM#10AUC-ROC: 74.21875training time (s): 2.244058851625…
within-session-motor-imagery-right-hand-vsEEGNet-8,2#11AUC-ROC: 64.21875training time (s): 22.844518…
within-session-motor-imagery-right-hand-vsShallowConvNet#12AUC-ROC: 64.21875training time (s): 29.150003124999998…
within-session-motor-imagery-right-hand-vsDeepConvNet#13AUC-ROC: 61.875training time (s): 20.30683625…
within-session-motor-imagery-right-hand-vsEEGTCNet#14AUC-ROC: 61.09375training time (s): 34.859817375…
within-session-motor-imagery-right-hand-vsEEGNeX#15AUC-ROC: 52.34375training time (s): 34.4930355…
within-session-motor-imagery-right-hand-vsEEGITNet#16AUC-ROC: 47.5training time (s): 25.280098125…
within-session-motor-imagery-right-hand-vs-1ACM + TS + SVM#1AUC-ROC: 97.25585694444443training time (s): 33.48545766666667…
within-session-motor-imagery-right-hand-vs-1TS + LR#2AUC-ROC: 94.44897994444445training time (s): 2.885060657222222…
within-session-motor-imagery-right-hand-vs-1TS + EL#3AUC-ROC: 94.44784577777777training time (s): 4.854808299999999…
within-session-motor-imagery-right-hand-vs-1TS + SVM#4AUC-ROC: 94.00944755555555training time (s): 3.3391828388888887…
within-session-motor-imagery-right-hand-vs-1FBCSP + SVM#5AUC-ROC: 93.54648549999999training time (s): 1.324833988888889…
within-session-motor-imagery-right-hand-vs-1FgMDM#6AUC-ROC: 93.52191866666666training time (s): 3.5817672655555555…
within-session-motor-imagery-right-hand-vs-1ShallowConvNet#7AUC-ROC: 93.00151144444445training time (s): 27.16444661111111…
within-session-motor-imagery-right-hand-vs-1DLCSPauto + shLDA#8AUC-ROC: 91.5359025training time (s): 2.096713888888889…
within-session-motor-imagery-right-hand-vs-1CSP + LDA#9AUC-ROC: 91.51511638888888training time (s): 2.750061953611111…
within-session-motor-imagery-right-hand-vs-1CSP + SVM#10AUC-ROC: 91.03968261111112training time (s): 11.314337022222222…
within-session-motor-imagery-right-hand-vs-1MDM#11AUC-ROC: 89.12547266666667training time (s): 1.5749139627777777…
within-session-motor-imagery-right-hand-vs-1EEGNet-8,2#12AUC-ROC: 88.55026438888889training time (s): 18.505341833333333…
within-session-motor-imagery-right-hand-vs-1DeepConvNet#13AUC-ROC: 88.27324277777778training time (s): 14.970135055555554…
within-session-motor-imagery-right-hand-vs-1EEGITNet#14AUC-ROC: 75.98148133333333training time (s): 16.651739888888887…
within-session-motor-imagery-right-hand-vs-1EEGTCNet#15AUC-ROC: 75.20748333333333training time (s): 25.485177055555553…
within-session-motor-imagery-right-hand-vs-1EEGNeX#16AUC-ROC: 64.35903111111112training time (s): 33.142690944444446…
within-session-motor-imagery-right-hand-vs-2ACM + TS + SVM#1AUC-ROC: 87.645089training time (s): 18.66545185714286…
within-session-motor-imagery-right-hand-vs-2ShallowConvNet#2AUC-ROC: 87.600446training time (s): 27.519666214285714…
within-session-motor-imagery-right-hand-vs-2DeepConvNet#3AUC-ROC: 87.56138435714286training time (s): 16.94769892857143…
within-session-motor-imagery-right-hand-vs-2TS + SVM#4AUC-ROC: 86.19419642857142training time (s): 2.250145164285714…
within-session-motor-imagery-right-hand-vs-2TS + EL#5AUC-ROC: 85.97656321428572training time (s): 2.0496247785714288…
within-session-motor-imagery-right-hand-vs-2TS + LR#6AUC-ROC: 85.85937435714285training time (s): 0.7383969874999999…
within-session-motor-imagery-right-hand-vs-2FgMDM#7AUC-ROC: 84.76562464285713training time (s): 0.2638224375…
within-session-motor-imagery-right-hand-vs-2EEGNet-8,2#8AUC-ROC: 83.93415214285714training time (s): 16.83683…
within-session-motor-imagery-right-hand-vs-2CSP + SVM#9AUC-ROC: 81.21093692857143training time (s): 8.607374964285714…
within-session-motor-imagery-right-hand-vs-2CSP + LDA#10AUC-ROC: 80.98214378571429training time (s): 0.32359593000000003…
within-session-motor-imagery-right-hand-vs-2DLCSPauto + shLDA#11AUC-ROC: 80.44642807142857training time (s): 1.0558947701428572…
within-session-motor-imagery-right-hand-vs-2FBCSP + SVM#12AUC-ROC: 80.39062507142857training time (s): 1.506631742857143…
within-session-motor-imagery-right-hand-vs-2MDM#13AUC-ROC: 77.48325942857143training time (s): 0.5031258411428572…
within-session-motor-imagery-right-hand-vs-2EEGTCNet#14AUC-ROC: 73.92299242857143training time (s): 24.45626664285714…
within-session-motor-imagery-right-hand-vs-2EEGITNet#15AUC-ROC: 70.89843778571428training time (s): 16.739025642857143…
within-session-motor-imagery-right-hand-vs-2EEGNeX#16AUC-ROC: 69.94977778571429training time (s): 40.932428357142854…
within-session-motor-imagery-right-hand-vs-3ACM + TS + SVM#1AUC-ROC: 92.30178571428571training time (s): 16.371186375…
within-session-motor-imagery-right-hand-vs-3FBCSP + SVM#2AUC-ROC: 91.56785714285715training time (s): 4.884339850000001…
within-session-motor-imagery-right-hand-vs-3ShallowConvNet#3AUC-ROC: 91.40714285714286training time (s): 29.228367535714284…
within-session-motor-imagery-right-hand-vs-3TS + EL#4AUC-ROC: 91.19107142857142training time (s): 3.0829317250000003…
within-session-motor-imagery-right-hand-vs-3TS + LR#5AUC-ROC: 91.09285714285714training time (s): 3.2331909737499998…
within-session-motor-imagery-right-hand-vs-3TS + SVM#6AUC-ROC: 90.80535714285715training time (s): 4.09123845…
within-session-motor-imagery-right-hand-vs-3EEGNet-8,2#7AUC-ROC: 90.43214285714286training time (s): 17.193978785714286…
within-session-motor-imagery-right-hand-vs-3FgMDM#8AUC-ROC: 90.18214285714286training time (s): 1.5857523525357142…
within-session-motor-imagery-right-hand-vs-3CSP + SVM#9AUC-ROC: 89.19285714285714training time (s): 11.710567267857144…
within-session-motor-imagery-right-hand-vs-3DLCSPauto + shLDA#10AUC-ROC: 88.87321428571428training time (s): 1.1508428444642858…
within-session-motor-imagery-right-hand-vs-3CSP + LDA#11AUC-ROC: 88.52321428571429training time (s): 1.07737538725…
within-session-motor-imagery-right-hand-vs-3DeepConvNet#12AUC-ROC: 88.12321428571428training time (s): 15.592928589285714…
within-session-motor-imagery-right-hand-vs-3MDM#13AUC-ROC: 86.20357142857144training time (s): 1.3408162827142858…
within-session-motor-imagery-right-hand-vs-3EEGTCNet#14AUC-ROC: 77.21160714285715training time (s): 22.635748839285714…
within-session-motor-imagery-right-hand-vs-3EEGNeX#15AUC-ROC: 72.33571428571429training time (s): 41.56138553571429…
within-session-motor-imagery-right-hand-vs-3EEGITNet#16AUC-ROC: 71.94642857142857training time (s): 19.546656482142858…
within-session-motor-imagery-right-hand-vs-4TS + SVM#1AUC-ROC: 62.55243744444444training time (s): 3.981446488888889…
within-session-motor-imagery-right-hand-vs-4ACM + TS + SVM#2AUC-ROC: 62.00432277777777training time (s): 38.20503083333333…
within-session-motor-imagery-right-hand-vs-4TS + LR#3AUC-ROC: 61.008716111111106training time (s): 2.3641572122222225…
within-session-motor-imagery-right-hand-vs-4TS + EL#4AUC-ROC: 58.70323127777778training time (s): 4.107975877777778…
within-session-motor-imagery-right-hand-vs-4FgMDM#5AUC-ROC: 58.31313783333333training time (s): 4.208450687777778…
within-session-motor-imagery-right-hand-vs-4ShallowConvNet#6AUC-ROC: 57.22930833333333training time (s): 19.448256999999998…
within-session-motor-imagery-right-hand-vs-4DeepConvNet#7AUC-ROC: 57.07518416666667training time (s): 15.772786944444444…
within-session-motor-imagery-right-hand-vs-4EEGNet-8,2#8AUC-ROC: 54.19855455555555training time (s): 13.1632145…
within-session-motor-imagery-right-hand-vs-4CSP + LDA#9AUC-ROC: 54.02069177777777training time (s): 2.2638508043333334…
within-session-motor-imagery-right-hand-vs-4DLCSPauto + shLDA#10AUC-ROC: 53.02189611111111training time (s): 3.5652031144444445…
within-session-motor-imagery-right-hand-vs-4EEGNeX#11AUC-ROC: 53.01977022222223training time (s): 31.471043611111114…
within-session-motor-imagery-right-hand-vs-4FBCSP + SVM#12AUC-ROC: 52.50602344444445training time (s): 0.8984944177777778…
within-session-motor-imagery-right-hand-vs-4CSP + SVM#13AUC-ROC: 52.0801445training time (s): 7.718107805555555…
within-session-motor-imagery-right-hand-vs-4EEGITNet#14AUC-ROC: 51.408021500000004training time (s): 16.165079277777778…
within-session-motor-imagery-right-hand-vs-4EEGTCNet#15AUC-ROC: 51.220592611111115training time (s): 16.36140288888889…
within-session-motor-imagery-right-hand-vs-4MDM#16AUC-ROC: 48.451672277777774training time (s): 1.3395202661111112…
within-session-motor-imagery-right-hand-vs-5TS + SVM#1AUC-ROC: 94.27232417431192training time (s): 4.69788353027523…
within-session-motor-imagery-right-hand-vs-5TS + EL#2AUC-ROC: 94.09464829357799training time (s): 4.660472736697248…
within-session-motor-imagery-right-hand-vs-5ACM + TS + SVM#3AUC-ROC: 93.72140674311926training time (s): 13.275803577981652…
within-session-motor-imagery-right-hand-vs-5TS + LR#4AUC-ROC: 93.14561674311926training time (s): 3.9450754762385323…
within-session-motor-imagery-right-hand-vs-5FgMDM#5AUC-ROC: 89.6715086146789training time (s): 3.6619959064220184…
within-session-motor-imagery-right-hand-vs-5CSP + SVM#6AUC-ROC: 88.03649339449541training time (s): 7.574546786238533…
within-session-motor-imagery-right-hand-vs-5DLCSPauto + shLDA#7AUC-ROC: 86.80902140366973training time (s): 1.9964198499449541…
within-session-motor-imagery-right-hand-vs-5CSP + LDA#8AUC-ROC: 86.41442402752293training time (s): 2.1433882502201835…
within-session-motor-imagery-right-hand-vs-5FBCSP + SVM#9AUC-ROC: 83.96839963302753training time (s): 1.4225005266055046…
within-session-motor-imagery-right-hand-vs-5MDM#10AUC-ROC: 81.77716613761469training time (s): 2.9963101233394496…
within-session-motor-imagery-right-hand-vs-5ShallowConvNet#11AUC-ROC: 74.75147803669724training time (s): 12.103473417431193…
within-session-motor-imagery-right-hand-vs-5EEGNet-8,2#12AUC-ROC: 73.77573903669725training time (s): 14.662491354128441…
within-session-motor-imagery-right-hand-vs-5DeepConvNet#13AUC-ROC: 71.49345055045872training time (s): 17.621344155963303…
within-session-motor-imagery-right-hand-vs-5EEGTCNet#14AUC-ROC: 57.02803262385321training time (s): 12.905036509174312…
within-session-motor-imagery-right-hand-vs-5EEGITNet#15AUC-ROC: 54.69051987155964training time (s): 14.05607252293578…
within-session-motor-imagery-right-hand-vs-5EEGNeX#16AUC-ROC: 51.76753313761468training time (s): 15.441041990825688…
within-session-motor-imagery-right-hand-vs-6ACM + TS + SVM#1AUC-ROC: 98.9680807142857training time (s): 330.0909378571428…
within-session-motor-imagery-right-hand-vs-6TS + SVM#2AUC-ROC: 98.72027014285713training time (s): 349.39148821428574…
within-session-motor-imagery-right-hand-vs-6TS + LR#3AUC-ROC: 98.59824428571429training time (s): 13.988061071428572…
within-session-motor-imagery-right-hand-vs-6TS + EL#4AUC-ROC: 98.56472542857144training time (s): 327.06053857142854…
within-session-motor-imagery-right-hand-vs-6FgMDM#5AUC-ROC: 98.47625814285713training time (s): 82.60363664285714…
within-session-motor-imagery-right-hand-vs-6ShallowConvNet#6AUC-ROC: 98.05647592857143training time (s): 320.2012192857143…
within-session-motor-imagery-right-hand-vs-6CSP + SVM#7AUC-ROC: 97.50308285714286training time (s): 45.233243214285714…
within-session-motor-imagery-right-hand-vs-6FBCSP + SVM#8AUC-ROC: 97.39603707142858training time (s): 198.47335871428572…
within-session-motor-imagery-right-hand-vs-6EEGTCNet#9AUC-ROC: 97.14958464285715training time (s): 280.00296785714283…
within-session-motor-imagery-right-hand-vs-6CSP + LDA#10AUC-ROC: 97.02462435714286training time (s): 0.5883504935714285…
within-session-motor-imagery-right-hand-vs-6DLCSPauto + shLDA#11AUC-ROC: 96.95337171428572training time (s): 0.5423086028571429…
within-session-motor-imagery-right-hand-vs-6EEGNet-8,2#12AUC-ROC: 96.49739557142858training time (s): 91.89510485714287…
within-session-motor-imagery-right-hand-vs-6EEGITNet#13AUC-ROC: 96.04328542857142training time (s): 130.05448907142858…
within-session-motor-imagery-right-hand-vs-6DeepConvNet#14AUC-ROC: 95.901341training time (s): 106.127537…
within-session-motor-imagery-right-hand-vs-6EEGNeX#15AUC-ROC: 89.48676185714287training time (s): 464.49325142857145…
within-session-motor-imagery-right-hand-vs-6MDM#16AUC-ROC: 84.6734955training time (s): 11.868311578571427…
within-session-motor-imagery-right-hand-vs-7ACM + TS + SVM#1AUC-ROC: 93.39429239999998training time (s): 101.6704931…
within-session-motor-imagery-right-hand-vs-7TS + EL#2AUC-ROC: 92.3246172training time (s): 11.57989181…
within-session-motor-imagery-right-hand-vs-7TS + SVM#3AUC-ROC: 91.8383288training time (s): 9.11110455…
within-session-motor-imagery-right-hand-vs-7TS + LR#4AUC-ROC: 91.5263066training time (s): 4.60279952…
within-session-motor-imagery-right-hand-vs-7ShallowConvNet#5AUC-ROC: 88.696109training time (s): 84.42076999999999…
within-session-motor-imagery-right-hand-vs-7CSP + SVM#6AUC-ROC: 88.6372764training time (s): 14.5114632…
within-session-motor-imagery-right-hand-vs-7CSP + LDA#7AUC-ROC: 88.59406740000001training time (s): 2.7403618635…
within-session-motor-imagery-right-hand-vs-7FgMDM#8AUC-ROC: 88.55835479999999training time (s): 3.8331035200000003…
within-session-motor-imagery-right-hand-vs-7DLCSPauto + shLDA#9AUC-ROC: 88.4768809training time (s): 4.568564723…
within-session-motor-imagery-right-hand-vs-7FBCSP + SVM#10AUC-ROC: 88.26785749999999training time (s): 3.09451051…
within-session-motor-imagery-right-hand-vs-7DeepConvNet#11AUC-ROC: 79.28683079999999training time (s): 35.9970033…
within-session-motor-imagery-right-hand-vs-7EEGNet-8,2#12AUC-ROC: 78.1468433training time (s): 24.251992…
within-session-motor-imagery-right-hand-vs-7MDM#13AUC-ROC: 65.18000699999999training time (s): 2.796476937…
within-session-motor-imagery-right-hand-vs-7EEGITNet#14AUC-ROC: 62.538903499999996training time (s): 19.2195519…
within-session-motor-imagery-right-hand-vs-7EEGTCNet#15AUC-ROC: 62.3676652training time (s): 29.570441…
within-session-motor-imagery-right-hand-vs-7EEGNeX#16AUC-ROC: 60.17745599999999training time (s): 44.7978774…
within-session-motor-imagery-right-hand-vs-8ACM + TS + SVM#1AUC-ROC: 97.20956825training time (s): 4.858959566666667…
within-session-motor-imagery-right-hand-vs-8ShallowConvNet#2AUC-ROC: 97.06439391666666training time (s): 18.427412083333333…
within-session-motor-imagery-right-hand-vs-8TS + LR#3AUC-ROC: 96.76458083333334training time (s): 0.08235803066666667…
within-session-motor-imagery-right-hand-vs-8TS + EL#4AUC-ROC: 96.58612958333333training time (s): 0.7517524533333333…
within-session-motor-imagery-right-hand-vs-8TS + SVM#5AUC-ROC: 96.10875391666666training time (s): 0.7894516191666666…
within-session-motor-imagery-right-hand-vs-8FgMDM#6AUC-ROC: 96.03910916666666training time (s): 0.23585249774999997…
within-session-motor-imagery-right-hand-vs-8DeepConvNet#7AUC-ROC: 95.91615191666666training time (s): 10.515160691666667…
within-session-motor-imagery-right-hand-vs-8CSP + LDA#8AUC-ROC: 95.19816666666668training time (s): 0.12567347733333334…
within-session-motor-imagery-right-hand-vs-8CSP + SVM#9AUC-ROC: 94.95107591666667training time (s): 4.423639016666667…
within-session-motor-imagery-right-hand-vs-8FBCSP + SVM#10AUC-ROC: 94.63445591666667training time (s): 0.7107954383333334…
within-session-motor-imagery-right-hand-vs-8EEGNet-8,2#11AUC-ROC: 94.58252499999999training time (s): 11.2586846…
within-session-motor-imagery-right-hand-vs-8DLCSPauto + shLDA#12AUC-ROC: 94.43122416666667training time (s): 0.10749997658333332…
within-session-motor-imagery-right-hand-vs-8MDM#13AUC-ROC: 92.21307508333332training time (s): 0.062127622166666674…
within-session-motor-imagery-right-hand-vs-8EEGTCNet#14AUC-ROC: 85.46364075training time (s): 16.91200925…
within-session-motor-imagery-right-hand-vs-8EEGITNet#15AUC-ROC: 80.40247383333333training time (s): 12.826676…
within-session-motor-imagery-right-hand-vs-8EEGNeX#16AUC-ROC: 64.79907375training time (s): 21.63750320833333…
within-session-ssvep-on-kalunga2016-moabbSSVEP_MDM#1Accuracy: 70.89385925training time (s): 0.16333881583333335…
within-session-ssvep-on-kalunga2016-moabbSSVEP_TS + LR#2Accuracy: 70.86472991666666training time (s): 0.13897842158333332…
within-session-ssvep-on-kalunga2016-moabbSSVEP_TS + SVM#3Accuracy: 68.94949916666667training time (s): 0.130249698…
within-session-ssvep-on-kalunga2016-moabbShallowConvNet#4Accuracy: 54.420178166666666training time (s): 6.559657266666666
within-session-ssvep-on-kalunga2016-moabbEEGNet-8,2#5Accuracy: 43.5187945training time (s): 7.561273683333333
within-session-ssvep-on-kalunga2016-moabbTRCA#6Accuracy: 34.20391266666667training time (s): 0.27882464583333333…
within-session-ssvep-on-kalunga2016-moabbCCA#7Accuracy: 33.87684483333333training time (s): 0.07858161266666668…
within-session-ssvep-on-kalunga2016-moabbEEGNeX#8Accuracy: 31.35680125training time (s): 10.771992875
within-session-ssvep-on-kalunga2016-moabbEEGITNet#9Accuracy: 24.79779866666667training time (s): 6.9656671333333335
within-session-ssvep-on-lee2019-ssvep-moabbTRCA#1Accuracy: 97.77777777777777training time (s): 35.42286275…
within-session-ssvep-on-lee2019-ssvep-moabbEEGNeX#2Accuracy: 93.80555555555556training time (s): 191.3021131111111
within-session-ssvep-on-lee2019-ssvep-moabbCCA#3Accuracy: 90.97222222222221training time (s): 1.415124501851852…
within-session-ssvep-on-lee2019-ssvep-moabbSSVEP_TS + LR#4Accuracy: 89.44444444444444training time (s): 15.61881037037037…
within-session-ssvep-on-lee2019-ssvep-moabbSSVEP_TS + SVM#5Accuracy: 88.58333333333334training time (s): 14.65914484722222…
within-session-ssvep-on-lee2019-ssvep-moabbEEGITNet#6Accuracy: 86.8425925925926training time (s): 23.24565614351852
within-session-ssvep-on-lee2019-ssvep-moabbSSVEP_MDM#7Accuracy: 74.81818181818181training time (s): 15.961555350649352…
within-session-ssvep-on-lee2019-ssvep-moabbShallowConvNet#8Accuracy: 69.3611111111111training time (s): 33.26947674074074
within-session-ssvep-on-lee2019-ssvep-moabbEEGNet-8,2#9Accuracy: 64.42592592592592training time (s): 13.879997119444445
within-session-ssvep-on-mamem1-moabbEEGNeX#1Accuracy: 67.1084639training time (s): 197.02376239999998
within-session-ssvep-on-mamem1-moabbEEGITNet#2Accuracy: 58.0691632training time (s): 39.6391611
within-session-ssvep-on-mamem1-moabbTRCA#3Accuracy: 54.5442871training time (s): 250.07919099999998…
within-session-ssvep-on-mamem1-moabbSSVEP_TS + LR#4Accuracy: 53.70517730000001training time (s): 698.7826769999999…
within-session-ssvep-on-mamem1-moabbSSVEP_TS + SVM#5Accuracy: 50.57987980000001training time (s): 657.646162…
within-session-ssvep-on-mamem1-moabbEEGNet-8,2#6Accuracy: 43.029499training time (s): 23.1336158
within-session-ssvep-on-mamem1-moabbShallowConvNet#7Accuracy: 36.03516260000001training time (s): 3920.421198
within-session-ssvep-on-mamem1-moabbSSVEP_MDM#8Accuracy: 27.3128415training time (s): 824.9421399999999…
within-session-ssvep-on-mamem1-moabbCCA#9Accuracy: 21.7420669training time (s): 11.47441585…
within-session-ssvep-on-mamem2-moabbSSVEP_TS + LR#1Accuracy: 39.36training time (s): 840.129991…
within-session-ssvep-on-mamem2-moabbSSVEP_TS + SVM#2Accuracy: 34.8training time (s): 791.885326…
within-session-ssvep-on-mamem2-moabbEEGNeX#3Accuracy: 26.32training time (s): 180.9718512
within-session-ssvep-on-mamem2-moabbShallowConvNet#4Accuracy: 25.840000000000003training time (s): 1620.974344
within-session-ssvep-on-mamem2-moabbEEGNet-8,2#5Accuracy: 24.56training time (s): 26.034414199999997
within-session-ssvep-on-mamem2-moabbSSVEP_MDM#6Accuracy: 23.12training time (s): 1028.1009…
within-session-ssvep-on-mamem2-moabbEEGITNet#7Accuracy: 22.72training time (s): 34.195504299999996
within-session-ssvep-on-mamem2-moabbTRCA#8Accuracy: 22.64training time (s): 399.849453…
within-session-ssvep-on-mamem2-moabbCCA#9Accuracy: 20.64training time (s): 14.7508205…
within-session-ssvep-on-mamem3-moabbSSVEP_TS + LR#1Accuracy: 42.1training time (s): 1.46499837…
within-session-ssvep-on-mamem3-moabbSSVEP_TS + SVM#2Accuracy: 40.199999999999996training time (s): 1.36490621…
within-session-ssvep-on-mamem3-moabbSSVEP_MDM#3Accuracy: 34.4training time (s): 1.56297961…
within-session-ssvep-on-mamem3-moabbShallowConvNet#4Accuracy: 33.1training time (s): 5.90452088
within-session-ssvep-on-mamem3-moabbEEGNet-8,2#5Accuracy: 27.500000000000004training time (s): 5.74253287
within-session-ssvep-on-mamem3-moabbTRCA#6Accuracy: 27.1training time (s): 4.44355459…
within-session-ssvep-on-mamem3-moabbEEGITNet#7Accuracy: 25.0training time (s): 6.796000050000001
within-session-ssvep-on-mamem3-moabbEEGNeX#8Accuracy: 24.8training time (s): 22.5295867
within-session-ssvep-on-mamem3-moabbCCA#9Accuracy: 22.800000000000004training time (s): 0.183953595…
within-session-ssvep-on-nakanishi2015-moabbTRCA#1Accuracy: 99.19753077777779training time (s): 5.9494875333333335…
within-session-ssvep-on-nakanishi2015-moabbCCA#2Accuracy: 92.53086377777778training time (s): 0.9963089366666666…
within-session-ssvep-on-nakanishi2015-moabbSSVEP_TS + LR#3Accuracy: 87.22222211111111training time (s): 4.598894566666667…
within-session-ssvep-on-nakanishi2015-moabbSSVEP_TS + SVM#4Accuracy: 86.29629577777777training time (s): 4.098129833333334…
within-session-ssvep-on-nakanishi2015-moabbEEGNeX#5Accuracy: 82.65431844444444training time (s): 35.36092722222222
within-session-ssvep-on-nakanishi2015-moabbEEGITNet#6Accuracy: 80.86419722222222training time (s): 8.040663722222222
within-session-ssvep-on-nakanishi2015-moabbSSVEP_MDM#7Accuracy: 78.76543211111111training time (s): 5.3561836…
within-session-ssvep-on-nakanishi2015-moabbShallowConvNet#8Accuracy: 57.469136training time (s): 6.811167988888889
within-session-ssvep-on-nakanishi2015-moabbEEGNet-8,2#9Accuracy: 44.135803training time (s): 4.711782822222222
within-session-ssvep-on-wang2016-moabbTRCA#1Accuracy: 98.97058994117646training time (s): 51.168803294117644…
within-session-ssvep-on-wang2016-moabbCCA#2Accuracy: 88.22303944117647training time (s): 35.958232058823526…
within-session-ssvep-on-wang2016-moabbSSVEP_TS + LR#3Accuracy: 67.52450958823529training time (s): 23.87455808235294…
within-session-ssvep-on-wang2016-moabbSSVEP_TS + SVM#4Accuracy: 59.58333323529412training time (s): 27.371970164705882…
within-session-ssvep-on-wang2016-moabbSSVEP_MDM#5Accuracy: 54.76715661764706training time (s): 19.76784232352941…

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