fig4_iso_ablation_data.csv

dataset,model,budget,num_pretrain_subjects,num_trials,mean_accuracy,sem_accuracy
BI2015a,ATCNet,High,15,1000,0.8195954207215788,0.008878295241948804
BI2015a,ATCNet,High,20,750,0.8213961752422363,0.009682300668735943
BI2015a,ATCNet,High,30,500,0.8192736476894403,0.00947440921855503
BI2015a,ATCNet,Low,10,500,0.8037578446187246,0.008455887986776949
BI2015a,ATCNet,Low,20,250,0.8099598496703204,0.00875002476005475
BI2015a,ATCNet,Low,25,200,0.809580501025885,0.008993787048525506
BI2015a,DeepConvNet,High,15,1000,0.8193154501030454,0.009478514486493667
BI2015a,DeepConvNet,High,20,750,0.8230963752688975,0.0096959695664232
BI2015a,DeepConvNet,High,30,500,0.8231174204827721,0.00955931429788117
BI2015a,DeepConvNet,Low,10,500,0.8022796330824167,0.009109499851050818
BI2015a,DeepConvNet,Low,20,250,0.8055485933985687,0.008963067143200667
BI2015a,DeepConvNet,Low,25,200,0.8041519531053298,0.008925881392443
BI2015a,EEGNetv4,High,15,1000,0.8083841329394293,0.00939289833289471
BI2015a,EEGNetv4,High,20,750,0.8045310897264497,0.009188890515093653
BI2015a,EEGNetv4,High,30,500,0.8085615367871493,0.0091779548646525
BI2015a,EEGNetv4,Low,10,500,0.7999359269394427,0.009045387599386308
BI2015a,EEGNetv4,Low,20,250,0.8023431714765423,0.009029610200194637
BI2015a,EEGNetv4,Low,25,200,0.8063196990967869,0.009114790808071704
BI2015a,ShallowConvNet,High,15,1000,0.7292655991573735,0.010472757687231887
BI2015a,ShallowConvNet,High,20,750,0.7267701678740075,0.010753730242502388
BI2015a,ShallowConvNet,High,30,500,0.7266868054812712,0.01061406782401708
BI2015a,ShallowConvNet,Low,10,500,0.6904382833078381,0.01038703736374285
BI2015a,ShallowConvNet,Low,20,250,0.6854861306701348,0.00981642160586563
BI2015a,ShallowConvNet,Low,25,200,0.6841845192642183,0.010412461303345905
BNCI2014_001,ATCNet,Unknown,3,500,0.6948302469135803,0.04003084077274034
BNCI2014_001,ATCNet,Unknown,5,300,0.7013888888888888,0.036057699177393744
BNCI2014_001,ATCNet,Unknown,6,500,0.7447916666666666,0.03609135187684653
BNCI2014_001,ATCNet,Unknown,8,375,0.7181712962962963,0.03757788337137735
BNCI2014_001,DeepConvNet,Unknown,3,500,0.5082947530864197,0.031533747189559966
BNCI2014_001,DeepConvNet,Unknown,5,300,0.5472608024691358,0.036968906359121576
BNCI2014_001,DeepConvNet,Unknown,6,500,0.6527777777777778,0.030855003211929213
BNCI2014_001,DeepConvNet,Unknown,8,375,0.5115740740740741,0.03149684954755741
BNCI2014_001,EEGNetv4,Unknown,3,500,0.6587577160493827,0.03646305349449905
BNCI2014_001,EEGNetv4,Unknown,5,300,0.683641975308642,0.03174280519887863
BNCI2014_001,EEGNetv4,Unknown,6,500,0.7056327160493827,0.038887544489487225
BNCI2014_001,EEGNetv4,Unknown,8,375,0.7071759259259259,0.033786088165324635
BNCI2014_001,ShallowConvNet,Unknown,3,500,0.6165123456790123,0.04611005330556143
BNCI2014_001,ShallowConvNet,Unknown,5,300,0.6350308641975309,0.046373793804366896
BNCI2014_001,ShallowConvNet,Unknown,6,500,0.6655092592592592,0.043611573395855266
BNCI2014_001,ShallowConvNet,Unknown,8,375,0.660108024691358,0.0446303801838793
Huebner2017,ATCNet,Unknown,3,12500,0.9445712257769592,0.013067926211555263
Huebner2017,ATCNet,Unknown,6,6250,0.9466323869947184,0.012703854055194858
Huebner2017,ATCNet,Unknown,6,12500,0.9490397945354668,0.012560230327143023
Huebner2017,ATCNet,Unknown,10,3750,0.9471460505163835,0.012923758626316135
Huebner2017,ATCNet,Unknown,10,7500,0.9498965223207585,0.01258887964149477
Huebner2017,ATCNet,Unknown,12,6250,0.9488178394388374,0.01231009768274583
Huebner2017,DeepConvNet,Unknown,3,12500,0.9373215336250692,0.014122768169428401
Huebner2017,DeepConvNet,Unknown,6,6250,0.9369364029457047,0.013631230738832175
Huebner2017,DeepConvNet,Unknown,10,3750,0.934844800152034,0.014195622172021942
Huebner2017,DeepConvNet,Unknown,10,7500,0.9395527017269891,0.013353204395191576
Huebner2017,DeepConvNet,Unknown,12,6250,0.9374025878130922,0.014118821299330493
Huebner2017,EEGNetv4,Unknown,3,12500,0.9411454545870648,0.01396451071914386
Huebner2017,EEGNetv4,Unknown,6,6250,0.9428163902720451,0.013633423280463044
Huebner2017,EEGNetv4,Unknown,6,12500,0.9441334720187686,0.013379517716280221
Huebner2017,EEGNetv4,Unknown,10,3750,0.9433571689920727,0.013498918372834503
Huebner2017,EEGNetv4,Unknown,10,7500,0.943934448406586,0.013708238587928058
Huebner2017,EEGNetv4,Unknown,12,6250,0.9429500699264975,0.013508385973743377
Huebner2017,ShallowConvNet,Unknown,3,12500,0.9277133597136389,0.016075764129093548
Huebner2017,ShallowConvNet,Unknown,6,6250,0.9269848902677696,0.01693273059346568
Huebner2017,ShallowConvNet,Unknown,6,12500,0.9324110152657267,0.015945307961884363
Huebner2017,ShallowConvNet,Unknown,10,3750,0.9285987506461898,0.016795743813507003
Huebner2017,ShallowConvNet,Unknown,10,7500,0.9331242899746651,0.016113147268130863
Huebner2017,ShallowConvNet,Unknown,12,6250,0.934965833390283,0.01730780932722975
Huebner2018,ATCNet,Unknown,3,14000,0.9385557692893257,0.008784777642271356
Huebner2018,ATCNet,Unknown,6,7000,0.9392543129259989,0.008595968727078292
Huebner2018,ATCNet,Unknown,6,14000,0.9403539833119003,0.008478721664812346
Huebner2018,ATCNet,Unknown,8,10500,0.9413670542413529,0.008396653966270316
Huebner2018,ATCNet,Unknown,10,4200,0.9385552882487397,0.008559547550458001
Huebner2018,ATCNet,Unknown,12,7000,0.9409166377397021,0.008271802396421613
Huebner2018,DeepConvNet,Unknown,3,14000,0.9314093035509364,0.009600807296905621
Huebner2018,DeepConvNet,Unknown,6,14000,0.930847714317394,0.009559560128952434
Huebner2018,DeepConvNet,Unknown,8,10500,0.9315534826429337,0.009444623097986707
Huebner2018,DeepConvNet,Unknown,10,4200,0.9315061036472098,0.009498594439388807
Huebner2018,DeepConvNet,Unknown,12,7000,0.9313180400255692,0.009326136776818077
Huebner2018,EEGNetv4,Unknown,3,14000,0.9325298089478643,0.009485675964102911
Huebner2018,EEGNetv4,Unknown,6,7000,0.9322229647267469,0.00955841289333634
Huebner2018,EEGNetv4,Unknown,6,14000,0.933473116578056,0.009325406235658832
Huebner2018,EEGNetv4,Unknown,10,4200,0.9324087320746836,0.009401956734955474
Huebner2018,EEGNetv4,Unknown,12,7000,0.9343361752617909,0.009114495605748887
Huebner2018,ShallowConvNet,Unknown,3,14000,0.9172849451314433,0.011275620497273525
Huebner2018,ShallowConvNet,Unknown,6,7000,0.9176809486094069,0.011286216566241406
Huebner2018,ShallowConvNet,Unknown,6,14000,0.921539057507122,0.011032574617435906
Huebner2018,ShallowConvNet,Unknown,8,10500,0.9239772267126084,0.010552208795672912
Huebner2018,ShallowConvNet,Unknown,10,4200,0.9193566288199929,0.010553393328784437
Huebner2018,ShallowConvNet,Unknown,12,7000,0.9224621127121283,0.010674491409991839
Kalunga2016,ATCNet,Unknown,4,64,0.32122395833333334,0.01796767776500034
Kalunga2016,ATCNet,Unknown,8,32,0.38567708333333334,0.030929842786455015
Kalunga2016,ATCNet,Unknown,8,64,0.48550347222222223,0.0417883046028016
Kalunga2016,ATCNet,Unknown,12,42,0.4474392361111111,0.04865641454919404
Kalunga2016,DeepConvNet,Unknown,4,64,0.2679253472222222,0.008390218352906686
Kalunga2016,DeepConvNet,Unknown,8,32,0.266796875,0.011631024233821638
Kalunga2016,DeepConvNet,Unknown,8,64,0.2767361111111111,0.009351588801014232
Kalunga2016,DeepConvNet,Unknown,12,42,0.28519965277777776,0.01383137827757711
Kalunga2016,EEGNetv4,Unknown,4,64,0.26167534722222224,0.016085830886134883
Kalunga2016,EEGNetv4,Unknown,8,32,0.29574652777777777,0.021766301276824652
Kalunga2016,EEGNetv4,Unknown,8,64,0.3247395833333333,0.024137152783453825
Kalunga2016,EEGNetv4,Unknown,12,42,0.33641493055555555,0.023940696250039188
Kalunga2016,ShallowConvNet,Unknown,4,64,0.3712239583333334,0.027372791891466873
Kalunga2016,ShallowConvNet,Unknown,8,32,0.40672743055555555,0.03088056688104955
Kalunga2016,ShallowConvNet,Unknown,8,64,0.45460069444444445,0.03471135996447363
Kalunga2016,ShallowConvNet,Unknown,12,42,0.4575520833333333,0.03444263820194346
Lee2019_MI,ATCNet,Unknown,15,200,0.7449074074074075,0.01611481057472294
Lee2019_MI,ATCNet,Unknown,30,100,0.7488888888888888,0.015515071608173621
Lee2019_MI,ATCNet,Unknown,30,200,0.7797222222222222,0.015589632112294765
Lee2019_MI,ATCNet,Unknown,40,150,0.782037037037037,0.01587122714622779
Lee2019_MI,ATCNet,Unknown,50,60,0.7437962962962963,0.01548479066308439
Lee2019_MI,ATCNet,Unknown,50,120,0.7767592592592593,0.01564095162400715
Lee2019_MI,DeepConvNet,Unknown,15,200,0.7603703703703704,0.011729280803166755
Lee2019_MI,DeepConvNet,Unknown,30,100,0.7775581395348837,0.013789643437786424
Lee2019_MI,DeepConvNet,Unknown,30,200,0.834537037037037,0.01130177233780241
Lee2019_MI,DeepConvNet,Unknown,40,150,0.827962962962963,0.012326020920318781
Lee2019_MI,DeepConvNet,Unknown,50,60,0.7678703703703704,0.011975255360442057
Lee2019_MI,DeepConvNet,Unknown,50,120,0.825925925925926,0.012035988773362864
Lee2019_MI,EEGNetv4,Unknown,15,200,0.7489814814814815,0.011890911407564358
Lee2019_MI,EEGNetv4,Unknown,30,100,0.7457407407407408,0.012832174392527608
Lee2019_MI,EEGNetv4,Unknown,30,200,0.7855555555555556,0.012161321495125577
Lee2019_MI,EEGNetv4,Unknown,40,150,0.7872222222222222,0.012294904908102297
Lee2019_MI,EEGNetv4,Unknown,50,120,0.7826851851851852,0.012661750785962022
Lee2019_MI,ShallowConvNet,Unknown,15,200,0.7262790697674418,0.014705575802032344
Lee2019_MI,ShallowConvNet,Unknown,30,100,0.7276851851851852,0.013517279985001565
Lee2019_MI,ShallowConvNet,Unknown,30,200,0.7686792452830189,0.01322131513368574
Lee2019_MI,ShallowConvNet,Unknown,40,150,0.7797222222222222,0.01287974310444601
Lee2019_MI,ShallowConvNet,Unknown,50,60,0.7249074074074074,0.012687097847613205
Lee2019_MI,ShallowConvNet,Unknown,50,120,0.7687962962962963,0.012107524894474557
Lee2019_SSVEP,ATCNet,High,20,200,0.949537037037037,0.012454858053889321
Lee2019_SSVEP,ATCNet,High,25,160,0.9502777777777778,0.01195613975722291
Lee2019_SSVEP,ATCNet,High,40,100,0.9513888888888888,0.01208765495382731
Lee2019_SSVEP,ATCNet,Low,10,200,0.9410185185185185,0.012144583524076238
Lee2019_SSVEP,ATCNet,Low,20,100,0.9423584905660377,0.012846506314344246
Lee2019_SSVEP,ATCNet,Low,40,50,0.9408333333333333,0.012328310779690902
Lee2019_SSVEP,DeepConvNet,High,20,200,0.9567592592592592,0.012958675791013272
Lee2019_SSVEP,DeepConvNet,High,25,160,0.9576851851851851,0.012692069420994096
Lee2019_SSVEP,DeepConvNet,High,40,100,0.9592592592592593,0.012511634981599245
Lee2019_SSVEP,DeepConvNet,Low,10,200,0.9451851851851851,0.013775404054516186
Lee2019_SSVEP,DeepConvNet,Low,20,100,0.9481481481481482,0.0137737129851471
Lee2019_SSVEP,DeepConvNet,Low,40,50,0.9541666666666666,0.012359447394692299
Lee2019_SSVEP,EEGNetv4,High,20,200,0.9500925925925926,0.012979106699028438
Lee2019_SSVEP,EEGNetv4,High,25,160,0.9462962962962963,0.013892359221697183
Lee2019_SSVEP,EEGNetv4,High,40,100,0.9469444444444444,0.012864134853353863
Lee2019_SSVEP,EEGNetv4,Low,10,200,0.9508333333333333,0.012244417145087843
Lee2019_SSVEP,EEGNetv4,Low,20,100,0.9495283018867925,0.012772617997804565
Lee2019_SSVEP,EEGNetv4,Low,40,50,0.9512037037037038,0.011638882148158424
Lee2019_SSVEP,ShallowConvNet,High,20,200,0.9106481481481481,0.014798345361625194
Lee2019_SSVEP,ShallowConvNet,High,25,160,0.9103703703703703,0.015168430019276318
Lee2019_SSVEP,ShallowConvNet,High,40,100,0.9103703703703703,0.014605726653630434
Lee2019_SSVEP,ShallowConvNet,Low,10,200,0.8675925925925926,0.014968952693388741
Lee2019_SSVEP,ShallowConvNet,Low,20,100,0.8681481481481482,0.015322241166316863
Lee2019_SSVEP,ShallowConvNet,Low,40,50,0.8749074074074074,0.016149464978460093
MAMEM2,ATCNet,Unknown,3,100,0.21306666666666665,0.0129786909876569
MAMEM2,ATCNet,Unknown,6,50,0.2141333333333333,0.011010118802691584
MAMEM2,ATCNet,Unknown,6,100,0.2063333333333333,0.011542407049390834
MAMEM2,ATCNet,Unknown,8,75,0.22186666666666666,0.015630233444541525
MAMEM2,DeepConvNet,Unknown,3,100,0.1829333333333333,0.011891775350537627
MAMEM2,DeepConvNet,Unknown,6,50,0.1955333333333333,0.017564006404794275
MAMEM2,DeepConvNet,Unknown,6,100,0.19559999999999997,0.01058962921511326
MAMEM2,DeepConvNet,Unknown,8,75,0.19786666666666666,0.013133615338201886
MAMEM2,EEGNetv4,Unknown,3,100,0.1943333333333333,0.009651840482071693
MAMEM2,EEGNetv4,Unknown,6,50,0.21199999999999997,0.00958032964199994
MAMEM2,EEGNetv4,Unknown,6,100,0.21599999999999997,0.008520708253179566
MAMEM2,EEGNetv4,Unknown,8,75,0.2045333333333333,0.010595969417718917
MAMEM2,ShallowConvNet,Unknown,3,100,0.21639999999999998,0.013954140055602067
MAMEM2,ShallowConvNet,Unknown,6,50,0.2035333333333333,0.01653251192702682
MAMEM2,ShallowConvNet,Unknown,6,100,0.20579999999999993,0.009498043983166895
MAMEM2,ShallowConvNet,Unknown,8,75,0.22539999999999996,0.010659928427249134
Yang2025,ATCNet,High,15,600,0.7874566668383932,0.015666677446992
Yang2025,ATCNet,High,20,450,0.7816719344425793,0.015354410062958946
Yang2025,ATCNet,High,30,300,0.7805636575935586,0.015406687041458
Yang2025,ATCNet,Low,10,450,0.7698078629637274,0.015184406902412727
Yang2025,ATCNet,Low,15,300,0.7586285566463307,0.015802185097732176
Yang2025,ATCNet,Low,30,150,0.7720886417659448,0.015609182701356035
Yang2025,DeepConvNet,High,15,600,0.8673025347008766,0.016606694612549846
Yang2025,DeepConvNet,High,20,450,0.8670760621679793,0.016612609526034213
Yang2025,DeepConvNet,High,30,300,0.8674979447922254,0.016642005955117542
Yang2025,DeepConvNet,Low,10,450,0.8542343605311987,0.016819295156602947
Yang2025,DeepConvNet,Low,15,300,0.8536430257820944,0.016875673931743808
Yang2025,DeepConvNet,Low,30,150,0.8540298285992084,0.016580525581787787
Yang2025,EEGNetv4,High,15,600,0.8355001243917549,0.016912419895174582
Yang2025,EEGNetv4,High,20,450,0.8391283375154965,0.016276663576580235
Yang2025,EEGNetv4,High,30,300,0.8385078434132228,0.016483261953111013
Yang2025,EEGNetv4,Low,10,450,0.8272938803304927,0.016729420745605152
Yang2025,EEGNetv4,Low,15,300,0.824907815596765,0.017031821321681396
Yang2025,EEGNetv4,Low,30,150,0.8290596740162044,0.016523437201865446
Yang2025,ShallowConvNet,High,15,600,0.8473163934905253,0.016303566357937224
Yang2025,ShallowConvNet,High,20,450,0.8353025904178516,0.016020991902016116
Yang2025,ShallowConvNet,High,30,300,0.8363788255257385,0.015896234987801745
Yang2025,ShallowConvNet,Low,10,450,0.8236013712073633,0.01618670591775149
Yang2025,ShallowConvNet,Low,30,150,0.8170933872150422,0.016678041285996786