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Model,Dataset,Loss,Accuracy,AUCROC,F1
ViT,a,0.23330061458559465,0.904432568374725,0.9365773480662983,0.4950166112956811
ViT,b,0.15167975368101766,0.9421565545425966,0.9638158379373848,0.6182572614107884
ViT,c,0.42172509137656994,0.8267840301791889,0.9025782688766114,0.3510011778563015
ViT,d,0.1090005352573176,0.95881798176674,0.974342541436464,0.6946386946386947
ViT,e,0.2932905108554434,0.8902305159165752,0.9406039506546583,0.7487437185929648
ViT,f,0.21606165350946946,0.9115482921539773,0.9441149153910586,0.20694444444444443
ViT,g,0.07253240664303302,0.9705,0.998692111111111,0.971111473804472
ViT,h,0.21570144249498843,0.9093333333333333,0.9954923333333334,0.9162303664921466
ViT,i,0.04990530861914158,0.9793333333333333,0.9991746666666667,0.9795851168916694
ViT,j,3.397079090178013,0.5168333333333334,0.5124903333333333,0.1486049926578561
ViT,k,3.3744520025253295,0.5256666666666666,0.6147927777777777,0.1509546539379475
ViT,l,1.2076301042454038,0.7930305113426048,0.7260690116291557,0.6331083614548182
MLP-Mixer,a,0.6226771516981308,0.8201823325998113,0.8910414364640883,0.33796296296296297
MLP-Mixer,b,0.32969332946167546,0.908519333542911,0.9376252302025783,0.5008576329331046
MLP-Mixer,c,1.2415813063720755,0.6787173844702924,0.8285883977900552,0.2222222222222222
MLP-Mixer,d,0.07694695194780883,0.9795661741590694,0.9830349907918968,0.8179271708683473
MLP-Mixer,e,0.6463492494383183,0.8342480790340285,0.8990236887913419,0.6591422121896162
MLP-Mixer,f,0.5533021807061205,0.8481140113081869,0.9094389205470177,0.12960497114957834
MLP-Mixer,g,0.14915568167157472,0.9568333333333333,0.9983734444444444,0.9585798816568047
MLP-Mixer,h,0.6326082771439105,0.835,0.9925535,0.8582474226804123
MLP-Mixer,i,0.015157968224957585,0.9945,0.9999197777777777,0.9945246391239423
MLP-Mixer,j,4.768675954580307,0.48783333333333334,0.32178805555555556,0.10642628671125327
MLP-Mixer,k,4.634678235054016,0.5255,0.5500302222222222,0.11391223155929038
MLP-Mixer,l,1.844831031485805,0.7471841785204378,0.6553877700624002,0.5818245429895915
CvT,a,0.21327115955104695,0.9280100597296448,0.9095662983425414,0.5410821643286573
CvT,b,0.2245168307551945,0.9261238604212512,0.9276169429097607,0.5346534653465347
CvT,c,0.5436479192752952,0.8308707953473751,0.8541436464088398,0.3341584158415842
CvT,d,0.07627428377018489,0.9767368751964791,0.9801915285451197,0.7848837209302325
CvT,e,0.4199431847400644,0.8594950603732162,0.8942859305229698,0.678391959798995
CvT,f,0.23622647001237154,0.9209975989466347,0.9165266282718422,0.20930232558139536
CvT,g,0.0921408845228143,0.9676666666666667,0.9993117777777779,0.9686287192755498
CvT,h,0.2613335499805398,0.9171666666666667,0.9978183333333334,0.9233852320024665
CvT,i,0.013547633681911975,0.9945,0.9999296666666666,0.9945210028225137
CvT,j,4.21272634255886,0.4856666666666667,0.24911683333333334,0.06257594167679223
CvT,k,4.134133087083697,0.5125,0.6382155555555556,0.06579367614180773
CvT,l,1.4700100416854185,0.7926074771297129,0.6455889580274956,0.6224489795918368
Swin,a,0.5396662080149275,0.7937755422823012,0.9155405156537753,0.32510288065843623
Swin,b,0.3355165186101856,0.8814838101226029,0.9462909760589319,0.455988455988456
Swin,c,1.0126445727766553,0.657340458975165,0.871803867403315,0.22475106685633
Swin,d,0.04055070694646055,0.986167871738447,0.9945414364640884,0.8777777777777778
Swin,e,0.6789207920415734,0.7760702524698134,0.9016120487398773,0.6076923076923076
Swin,f,0.5000679909827477,0.8234838509797847,0.9302990716669634,0.12177263969171484
Swin,g,0.1668860674443422,0.9405,0.999325,0.9437883797827114
Swin,h,0.5258767666163622,0.8216666666666667,0.9975895555555556,0.8485277463193658
Swin,i,0.010505019271629862,0.996,0.9999704444444445,0.996011964107677
Swin,j,4.138313320279122,0.45866666666666667,0.14908555555555558,0.06127167630057803
Swin,k,3.9819322906583547,0.5141666666666667,0.5644793333333333,0.06779661016949153
Swin,l,1.6023035252941213,0.726296864258897,0.6168375948237592,0.5575312019148573
CaiT,a,0.18350773630736947,0.945300220056586,0.9521998158379374,0.634453781512605
CaiT,b,0.2112922705674801,0.9320968248978309,0.9511565377532228,0.583011583011583
CaiT,c,0.47731829819458904,0.8654511160012575,0.9114604051565378,0.4136986301369863
CaiT,d,0.07184898189050302,0.9808236403646652,0.979158379373849,0.8319559228650137
CaiT,e,0.66179066170191,0.8068057080131723,0.8871868614243549,0.6317991631799164
CaiT,f,0.23348395380409856,0.9275811323677484,0.9449781479343615,0.24413904607922393
CaiT,g,0.09087410058942623,0.9678333333333333,0.9993048888888888,0.9687651723579868
CaiT,h,0.23191223003831693,0.9325,0.9980312777777778,0.9366296354248161
CaiT,i,0.016945911412360147,0.9936666666666667,0.999897111111111,0.9936918990703851
CaiT,j,3.6651160932779314,0.5033333333333333,0.5270411111111111,0.1214622641509434
CaiT,k,3.591187914278358,0.5291666666666667,0.5760749444444444,0.12727834414581402
CaiT,l,1.295636463950478,0.8024430225794511,0.7398510347639352,0.6420084323495592
DeiT,a,0.16014718334959085,0.9569317824583464,0.940755985267035,0.6745843230403801
DeiT,b,0.10635868036350676,0.9729644765796919,0.9633609576427257,0.7675675675675676
DeiT,c,0.23710613171471923,0.9355548569632192,0.9248029465930019,0.5807770961145194
DeiT,d,0.08718779183401884,0.9779943414020749,0.9719484346224677,0.8022598870056498
DeiT,e,0.36636867216337393,0.9099890230515917,0.9294634072504351,0.7759562841530054
DeiT,f,0.10625621084368816,0.9671597862287972,0.9490269646243918,0.4011299435028249
DeiT,g,0.023581442082300782,0.9911666666666666,0.9998664444444445,0.9912266181095845
DeiT,h,0.09289937312342227,0.9713333333333334,0.9993322222222223,0.9720779220779221
DeiT,i,0.013417671525850891,0.9938333333333333,0.9999291111111112,0.9938589211618257
DeiT,j,5.060567226946354,0.519,0.5434004444444445,0.10037406483790523
DeiT,k,5.050403485819698,0.5216666666666666,0.5780161111111111,0.10087719298245613
DeiT,l,1.6720809529578171,0.8271376447570197,0.7329687320683346,0.6685592618878637
DeiT3,a,0.09279773294391665,0.9742219427852876,0.956814917127072,0.7670454545454546
DeiT3,b,0.1237781981520966,0.9585036152153411,0.9581307550644568,0.6716417910447762
DeiT3,c,0.14906807608975062,0.949386985224772,0.9397476979742174,0.6264501160092807
DeiT3,d,0.076721701036737,0.9783087079534738,0.9859097605893186,0.7964601769911505
DeiT3,e,0.33115524258035206,0.9066959385290889,0.9261711950351927,0.7605633802816901
DeiT3,f,0.07180493832847527,0.9732785996437147,0.9582022281728896,0.43902439024390244
DeiT3,g,0.03650352464616299,0.9841666666666666,0.999683,0.9843672864900445
DeiT3,h,0.04991138017177582,0.9793333333333333,0.9995745555555556,0.9796921061251228
DeiT3,i,0.011555743247270584,0.9946666666666667,0.9999258888888889,0.9946790821416694
DeiT3,j,4.905326539263129,0.5121666666666667,0.3997841666666667,0.09799691833590139
DeiT3,k,4.880378704622388,0.5226666666666666,0.7140411111111111,0.09993714644877436
DeiT3,l,1.595974028533837,0.8310507112262704,0.7152346731164213,0.6728110599078341
Twins_SVT,a,0.5287571287837204,0.8016347060672745,0.9145736648250459,0.3322751322751323
Twins_SVT,b,0.33979776653431004,0.86765168186105,0.9400736648250463,0.4272108843537415
Twins_SVT,c,0.8760767604374579,0.6592266582835586,0.8834567219152852,0.2246065808297568
Twins_SVT,d,0.0414358896034407,0.9867966048412449,0.9934677716390424,0.8820224719101124
Twins_SVT,e,1.014912523631861,0.6597145993413831,0.864413834859608,0.5032051282051282
Twins_SVT,f,0.485403974522426,0.8147316241964216,0.9289660305625117,0.11603843311160385
Twins_SVT,g,0.16855271980445832,0.9326666666666666,0.9987118333333335,0.9367762128325509
Twins_SVT,h,0.4528699638573453,0.8221666666666667,0.9961345,0.8487168580745782
Twins_SVT,i,0.010371196451596915,0.9958333333333333,0.9999524444444444,0.9958409582432207
Twins_SVT,j,4.296078189373016,0.4568333333333333,0.19758433333333336,0.07807637906647807
Twins_SVT,k,4.137896645441652,0.52,0.6393722222222222,0.08745247148288973
Twins_SVT,l,1.6425652151218086,0.7218021257469198,0.6391880993028709,0.5555461687927684
Twins_PCPVT,a,0.28459295154517267,0.8962590380383527,0.9146933701657459,0.4745222929936306
Twins_PCPVT,b,0.1722448716166727,0.9421565545425966,0.9457421731123388,0.6182572614107884
Twins_PCPVT,c,0.5418229629617936,0.8047783715812638,0.8814585635359117,0.32426550598476606
Twins_PCPVT,d,0.07013078457132774,0.9820811065702609,0.9903885819521179,0.8394366197183099
Twins_PCPVT,e,0.479874432446797,0.8375411635565313,0.8898963142359798,0.6681614349775785
Twins_PCPVT,f,0.25029015365415846,0.9061265587483541,0.930595278912214,0.19735099337748344
Twins_PCPVT,g,0.07097410994302482,0.9728333333333333,0.999268111111111,0.9734570916788796
Twins_PCPVT,h,0.26691202929150315,0.9,0.9973623888888888,0.9087868653086044
Twins_PCPVT,i,0.016836636100895704,0.994,0.9998691111111111,0.9940139674093781
Twins_PCPVT,j,7.1517002888023855,0.5098333333333334,0.18946605555555554,0.1254831995242343
Twins_PCPVT,k,7.097562807479873,0.531,0.5933782777777777,0.13040791100123608
Twins_PCPVT,l,2.4205206177914396,0.7878483422346783,0.6371767534317276,0.6253968253968254
PiT,a,2.0392126046198413,0.4360264067903175,0.8411418047882135,0.15853658536585366
PiT,b,1.2754779040757234,0.6463376296762025,0.8967909760589319,0.23103212576896787
PiT,c,3.5646744424987236,0.255580006287331,0.7408324125230203,0.12490761271249076
PiT,d,0.03054899423822634,0.9880540710468406,0.9968987108655616,0.898936170212766
PiT,e,2.2146248903808425,0.4774972557628979,0.806800121092863,0.4152334152334152
PiT,f,1.8453932350700364,0.5544109673921462,0.8653539513829515,0.05549170907896897
PiT,g,0.6705343906283379,0.8145,0.9932486111111111,0.8435259384226065
PiT,h,1.8841899921298026,0.6073333333333333,0.9759541111111112,0.7180469123982767
PiT,i,0.010514569073915481,0.9956666666666667,0.9999776666666667,0.9956853634251577
PiT,j,4.467936363220215,0.3516666666666667,0.16883433333333334,0.10285977859778597
PiT,k,3.807916547060013,0.5328333333333334,0.7121261111111112,0.13727300707910126
PiT,l,2.465662835393678,0.5489397705039395,0.6250971701663347,0.4429933394279744
ResNet-18,a,0.6459113768308052,0.7654825526563973,0.9383268876611418,0.3079777365491651
ResNet-18,b,0.6718155814768645,0.7790003143665514,0.9370386740331492,0.3207729468599034
ResNet-18,c,1.1330159351684057,0.6526249607041811,0.9005441988950276,0.23103688239387613
ResNet-18,d,0.014098176388939534,0.9949701351776171,0.9996151012891344,0.9540229885057471
ResNet-18,e,0.727007691933478,0.7058177826564215,0.9220616059940968,0.5533333333333333
ResNet-18,f,0.6458914898100172,0.7848346371311284,0.9426299731351963,0.1067524115755627
ResNet-18,g,0.3519982568551786,0.8841666666666667,0.9969418333333333,0.8959736566382278
ResNet-18,h,0.5965127636720426,0.8171666666666667,0.9945367777777777,0.845122123394042
ResNet-18,i,0.0032961710044764913,0.9986666666666667,0.9999976666666667,0.9986653319986654
ResNet-18,j,7.148829643726349,0.38666666666666666,0.04898066666666667,0.004329004329004329
ResNet-18,k,6.800127555849089,0.5011666666666666,0.5824981111111112,0.005317381189764041
ResNet-18,l,2.5991157615762135,0.6945164190153879,0.5908983361702036,0.5229956238130625
Ensemble,a,,0.9289531593838416,0.9334871086556169,0.5735849056603773
Ensemble,b,,0.9462433197107828,0.9550589318600368,0.64
Ensemble,c,,0.840301791889343,0.8989116022099447,0.37438423645320196
Ensemble,d,,0.9874253379440427,0.992403314917127,0.8837209302325582
Ensemble,e,,0.862788144895719,0.9159312798001968,0.7086247086247086
Ensemble,f,,0.9261095190147935,0.9433002912162074,0.24165341812400637
Ensemble,g,,0.9761666666666666,0.9997736666666667,0.9767138902458883
Ensemble,h,,0.92,0.9990904444444445,0.9259030564989195
Ensemble,i,,0.998,0.9999855555555555,0.9980033277870216
Ensemble,j,,0.4985,0.25344022222222223,0.08122137404580153
Ensemble,k,,0.5203333333333333,0.6153003333333333,0.0846055979643766
Ensemble,l,,0.7978954047908624,0.6487850790241945,0.6321462945139558
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