fig4_trial_ablation_data.csv

dataset,model,num_trials,mean_accuracy,sem_accuracy
BI2015a,ATCNet,50,0.777230570248032,0.008542752033333937
BI2015a,ATCNet,250,0.8104747439250901,0.008831833625635657
BI2015a,ATCNet,500,0.8192495499096863,0.00916862655916841
BI2015a,ATCNet,750,0.8207348226457638,0.009217359353978846
BI2015a,ATCNet,1044,0.8218455414150467,0.0063993202733413565
BI2015a,DeepConvNet,50,0.7498629756198618,0.008432701358993981
BI2015a,DeepConvNet,250,0.7996913353243008,0.008523678109200416
BI2015a,DeepConvNet,500,0.8152163569916351,0.009178392047840146
BI2015a,DeepConvNet,750,0.8240718687113037,0.009030620832130935
BI2015a,DeepConvNet,1044,0.8272520992057191,0.0065355927760879515
BI2015a,EEGNetv4,50,0.7936076284799836,0.008826771786484097
BI2015a,EEGNetv4,250,0.8075642477350857,0.00916090804627242
BI2015a,EEGNetv4,500,0.8099151001670037,0.009084894702078487
BI2015a,EEGNetv4,750,0.8079057597366891,0.009131656615482639
BI2015a,EEGNetv4,1044,0.8067569806123964,0.006465933186875242
BI2015a,ShallowConvNet,50,0.6260117800821581,0.009807496560909927
BI2015a,ShallowConvNet,250,0.6887120080799657,0.01077087074949309
BI2015a,ShallowConvNet,500,0.7118998334240341,0.01045949223629207
BI2015a,ShallowConvNet,750,0.7257532283089546,0.010611782618510156
BI2015a,ShallowConvNet,1044,0.7429343064149364,0.00755803916218883
BNCI2014_001,ATCNet,50,0.5864197530864197,0.036006321483606024
BNCI2014_001,ATCNet,150,0.6494984567901234,0.03906297629644083
BNCI2014_001,ATCNet,300,0.6811342592592592,0.04158621347967983
BNCI2014_001,ATCNet,450,0.7110339506172839,0.03718943696693177
BNCI2014_001,DeepConvNet,50,0.32253086419753085,0.016208295939506175
BNCI2014_001,DeepConvNet,150,0.4020061728395061,0.03113204213081124
BNCI2014_001,DeepConvNet,300,0.474537037037037,0.03180107175993585
BNCI2014_001,DeepConvNet,450,0.533179012345679,0.03582994390166387
BNCI2014_001,EEGNetv4,50,0.5216049382716049,0.028400899273725116
BNCI2014_001,EEGNetv4,150,0.611304012345679,0.03678121242817736
BNCI2014_001,EEGNetv4,300,0.6566358024691358,0.03375730268706356
BNCI2014_001,EEGNetv4,450,0.6701388888888888,0.031043017377468413
BNCI2014_001,ShallowConvNet,50,0.5673225308641975,0.04037238966249435
BNCI2014_001,ShallowConvNet,150,0.5945216049382717,0.046864381291035234
BNCI2014_001,ShallowConvNet,300,0.6261574074074074,0.0443265882872099
BNCI2014_001,ShallowConvNet,450,0.6354166666666666,0.041917087621322575
Huebner2017,ATCNet,2000,0.9438829589594933,0.01298640360169926
Huebner2017,ATCNet,4500,0.947692285724064,0.012834467634645004
Huebner2017,ATCNet,7000,0.9478214837973427,0.012423184578032886
Huebner2017,ATCNet,9500,0.9487829389833866,0.01263636733775807
Huebner2017,DeepConvNet,2000,0.9349044936089181,0.014054083896274197
Huebner2017,DeepConvNet,4500,0.9371312751206536,0.014380952438498237
Huebner2017,DeepConvNet,7000,0.9393106144715552,0.013449994244030353
Huebner2017,DeepConvNet,9500,0.9396415611635951,0.014013579936028909
Huebner2017,EEGNetv4,2000,0.941096980796569,0.013893425326827281
Huebner2017,EEGNetv4,4500,0.9425156285497683,0.013519826883027667
Huebner2017,EEGNetv4,7000,0.9439826395523992,0.0134385244013103
Huebner2017,EEGNetv4,9500,0.9445979791112064,0.013478818993062285
Huebner2017,ShallowConvNet,2000,0.9217704373300288,0.01747097755662028
Huebner2017,ShallowConvNet,4500,0.9289119942712858,0.01639006388826504
Huebner2017,ShallowConvNet,7000,0.9308301536154094,0.01649520390866022
Huebner2017,ShallowConvNet,9500,0.9322980597441057,0.016301188491591866
Huebner2018,ATCNet,3000,0.9370886736907882,0.008748606203026121
Huebner2018,ATCNet,6000,0.9387671613386234,0.00871059767257962
Huebner2018,ATCNet,9000,0.9406336833309815,0.008258089094002398
Huebner2018,ATCNet,12000,0.9414814838477614,0.008341607189097206
Huebner2018,DeepConvNet,3000,0.9274760038741596,0.00951669389886963
Huebner2018,DeepConvNet,6000,0.9311430494108585,0.00913190909346859
Huebner2018,DeepConvNet,9000,0.9328100065172605,0.009199870562636107
Huebner2018,DeepConvNet,12000,0.9315752291822786,0.009264696266664122
Huebner2018,EEGNetv4,3000,0.9311556155264723,0.009173330674462703
Huebner2018,EEGNetv4,6000,0.9320356378753479,0.009489848375907573
Huebner2018,EEGNetv4,9000,0.9335289599537039,0.009268792235243201
Huebner2018,EEGNetv4,12000,0.9338014521386371,0.009395151540566965
Huebner2018,ShallowConvNet,3000,0.9120757033065069,0.011909287836226922
Huebner2018,ShallowConvNet,6000,0.9172031209558189,0.011068492544835907
Huebner2018,ShallowConvNet,9000,0.9194075156387411,0.01123409483407806
Huebner2018,ShallowConvNet,12000,0.9212470764355185,0.010860960497028697
Kalunga2016,ATCNet,30,0.3345052083333333,0.027645091652364714
Kalunga2016,ATCNet,40,0.4064670138888889,0.03148660026968809
Kalunga2016,ATCNet,50,0.47291666666666665,0.03435634250327034
Kalunga2016,ATCNet,64,0.5231553819444444,0.030710929836264465
Kalunga2016,DeepConvNet,30,0.2829861111111111,0.012779218737371945
Kalunga2016,DeepConvNet,40,0.2913628472222222,0.014213447358797959
Kalunga2016,DeepConvNet,50,0.29500868055555557,0.011695044474093919
Kalunga2016,DeepConvNet,64,0.2950303819444445,0.012117923858202788
Kalunga2016,EEGNetv4,30,0.27339409722222224,0.027100890465249508
Kalunga2016,EEGNetv4,40,0.2960069444444445,0.023597703505326712
Kalunga2016,EEGNetv4,50,0.3343315972222222,0.03021571079131436
Kalunga2016,EEGNetv4,64,0.3898871527777778,0.02861036720595197
Kalunga2016,ShallowConvNet,30,0.4369791666666667,0.04400432257879545
Kalunga2016,ShallowConvNet,40,0.45477430555555554,0.0395628640117925
Kalunga2016,ShallowConvNet,50,0.4354166666666666,0.03835887756445762
Kalunga2016,ShallowConvNet,64,0.453125,0.02889861567920366
Lee2019_MI,ATCNet,50,0.7026851851851852,0.015020782808972424
Lee2019_MI,ATCNet,100,0.7462962962962962,0.016344466954315323
Lee2019_MI,ATCNet,150,0.7639814814814815,0.015512094664519709
Lee2019_MI,DeepConvNet,50,0.6750925925925926,0.011582121590798383
Lee2019_MI,DeepConvNet,100,0.7774074074074073,0.012815372236556705
Lee2019_MI,DeepConvNet,150,0.7907407407407407,0.012999897467347775
Lee2019_MI,EEGNetv4,50,0.6907407407407407,0.011921012612556237
Lee2019_MI,EEGNetv4,100,0.740462962962963,0.012298884206887455
Lee2019_MI,EEGNetv4,150,0.7797222222222222,0.012703560324189404
Lee2019_MI,ShallowConvNet,50,0.6750925925925926,0.013271930640264778
Lee2019_MI,ShallowConvNet,100,0.7197222222222223,0.014371540337584534
Lee2019_MI,ShallowConvNet,150,0.75,0.0132386575795032
Lee2019_SSVEP,ATCNet,50,0.9364814814814815,0.013350767970769424
Lee2019_SSVEP,ATCNet,100,0.9471296296296295,0.011557290416546358
Lee2019_SSVEP,ATCNet,150,0.952962962962963,0.011573843463810199
Lee2019_SSVEP,ATCNet,200,0.9555092592592592,0.008020595842073382
Lee2019_SSVEP,DeepConvNet,50,0.9462037037037037,0.013651814285440513
Lee2019_SSVEP,DeepConvNet,100,0.9551851851851851,0.01307798129455737
Lee2019_SSVEP,DeepConvNet,150,0.9585185185185184,0.013030919011069569
Lee2019_SSVEP,DeepConvNet,200,0.9613425925925926,0.008517336808714948
Lee2019_SSVEP,EEGNetv4,50,0.9502777777777778,0.011627229441146147
Lee2019_SSVEP,EEGNetv4,100,0.9536111111111111,0.01115015415018075
Lee2019_SSVEP,EEGNetv4,150,0.9537037037037037,0.011317155478605253
Lee2019_SSVEP,EEGNetv4,200,0.9528703703703704,0.008246747395708059
Lee2019_SSVEP,ShallowConvNet,50,0.8388888888888888,0.016218646399496855
Lee2019_SSVEP,ShallowConvNet,100,0.8995370370370371,0.014100857455007162
Lee2019_SSVEP,ShallowConvNet,150,0.9229629629629629,0.013492575357264551
Lee2019_SSVEP,ShallowConvNet,200,0.9308333333333333,0.009517727716172434
MAMEM2,ATCNet,40,0.20926666666666666,0.007618982142575797
MAMEM2,ATCNet,60,0.2131333333333333,0.010404201430547539
MAMEM2,ATCNet,80,0.2244666666666666,0.01295082818267943
MAMEM2,DeepConvNet,40,0.1923333333333333,0.008996158302160481
MAMEM2,DeepConvNet,60,0.1915333333333333,0.0063960250001441595
MAMEM2,DeepConvNet,80,0.2003333333333333,0.010851295650011143
MAMEM2,EEGNetv4,40,0.20253333333333332,0.0053920838180831826
MAMEM2,EEGNetv4,60,0.18619999999999998,0.01077126951262386
MAMEM2,EEGNetv4,80,0.2031333333333333,0.009329126035840263
MAMEM2,ShallowConvNet,40,0.2230666666666666,0.01185767449563549
MAMEM2,ShallowConvNet,60,0.20506666666666665,0.011265242075177333
MAMEM2,ShallowConvNet,80,0.21126666666666663,0.010197772693153863
Yang2025,ATCNet,50,0.7172985573328009,0.014791055611891722
Yang2025,ATCNet,150,0.7609734437718956,0.015304544914121369
Yang2025,ATCNet,300,0.7745789585823314,0.015955907274430827
Yang2025,ATCNet,450,0.7917030692364976,0.015701851033271142
Yang2025,ATCNet,600,0.7996351876741173,0.011316456168531289
Yang2025,DeepConvNet,50,0.833808622236376,0.017409660770192837
Yang2025,DeepConvNet,150,0.8487763930075419,0.017222137170505577
Yang2025,DeepConvNet,300,0.8672087484643484,0.016554390634156223
Yang2025,DeepConvNet,450,0.8754438158600605,0.015899823431373722
Yang2025,DeepConvNet,600,0.8784331467928851,0.011221083347501241
Yang2025,EEGNetv4,50,0.8221629295195612,0.016981366526936388
Yang2025,EEGNetv4,150,0.8247434258678016,0.017221404976398617
Yang2025,EEGNetv4,300,0.8357930169156331,0.01648686899005761
Yang2025,EEGNetv4,450,0.8484775785328919,0.016436416181453375
Yang2025,EEGNetv4,600,0.8534756082268913,0.011773722025696634
Yang2025,ShallowConvNet,50,0.792642902720616,0.017112288717636388
Yang2025,ShallowConvNet,150,0.8159158103958478,0.016743955257330318
Yang2025,ShallowConvNet,300,0.8341581400900563,0.016696839203381265
Yang2025,ShallowConvNet,450,0.8472326579041851,0.016147800544328437
Yang2025,ShallowConvNet,600,0.8499472274314144,0.011336208797309344