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Model,Dataset,Loss,Accuracy,AUCROC,F1
ViT,a,0.35447569389258865,0.8949115044247787,0.9020846228498507,0.7480106100795756
ViT,b,0.2228443425890036,0.9264382269726501,0.9263609576427256,0.5465116279069767
ViT,c,0.46229862214933587,0.8349575605155611,0.8684438305709024,0.34944237918215615
ViT,d,0.11673173789463115,0.9537881169443572,0.9704917127071824,0.6573426573426573
ViT,e,0.3652098159562351,0.8825466520307355,0.920767426019829,0.7249357326478149
ViT,f,0.24608832064126923,0.9108519842016175,0.9203345361214339,0.22926829268292684
ViT,g,0.10483654439449311,0.9635,0.997473,0.9644999189495866
ViT,h,0.23178722894191742,0.915,0.9939590555555555,0.9210526315789473
ViT,i,0.04857917896906535,0.978,0.9990572222222223,0.9782966129562644
ViT,j,2.494326035181681,0.6106666666666667,0.5831323333333334,0.42349457058242845
ViT,k,2.4380686638752618,0.6251666666666666,0.7805802777777779,0.43278688524590164
ViT,l,1.0272723743838732,0.8127329565949261,0.7993805230717175,0.7184308053873272
MLP-Mixer,a,1.230455079964832,0.6227876106194691,0.8958911227772556,0.49028400597907323
MLP-Mixer,b,1.0728926989350893,0.7004086765168186,0.9182900552486188,0.25604996096799376
MLP-Mixer,c,1.374837134027586,0.5576862621817039,0.8979152854511969,0.18904899135446687
MLP-Mixer,d,0.09552026474693218,0.9603898145237346,0.9868913443830571,0.7224669603524229
MLP-Mixer,e,0.9593323631422711,0.7069154774972558,0.9188677817301143,0.5512605042016807
MLP-Mixer,f,0.9257462782946794,0.7154410381794245,0.9306221006103087,0.09779367918902802
MLP-Mixer,g,0.5643243643840155,0.8425,0.991425611111111,0.8635773061931572
MLP-Mixer,h,0.7244052359660467,0.7668333333333334,0.9891666111111111,0.8104592873594364
MLP-Mixer,i,0.04615406060218811,0.9803333333333333,0.9994367777777778,0.980655737704918
MLP-Mixer,j,3.0292422666549683,0.45216666666666666,0.392282,0.28309705561613957
MLP-Mixer,k,2.5110719747940697,0.59,0.7661271111111111,0.3453964874933475
MLP-Mixer,l,1.4846716919555334,0.6762053625105207,0.7295511702036557,0.5855010004617516
CvT,a,0.7465745627352621,0.6493362831858407,0.7317079694031161,0.4389380530973451
CvT,b,0.7336456650122649,0.6765168186104998,0.7552670349907918,0.1942051683633516
CvT,c,0.8642418710588097,0.5919522162841874,0.6964806629834255,0.16041397153945666
CvT,d,0.06205783033066015,0.9761081420936812,0.9876427255985267,0.7654320987654321
CvT,e,0.6019917449757506,0.7178924259055982,0.7936123514720351,0.4910891089108911
CvT,f,0.5685286294680824,0.7414895617829603,0.8061353821076506,0.08274941608274941
CvT,g,0.4509977758725484,0.8055,0.9201512777777776,0.8277999114652501
CvT,h,0.5202355206807454,0.7606666666666667,0.9072719444444444,0.7961964235026966
CvT,i,0.09494428576032321,0.9643333333333334,0.9977035555555557,0.9632554945054945
CvT,j,2.988422914981842,0.3456666666666667,0.14668444444444442,0.022896963663514187
CvT,k,2.6323694267769655,0.5045,0.6181494444444444,0.0300163132137031
CvT,l,1.337245315202257,0.645425033064807,0.6032419706344807,0.5021944632005402
Swin,a,0.47572549887463056,0.8407079646017699,0.905882487792577,0.6742081447963801
Swin,b,0.24361524523634911,0.9163784973278843,0.9362615101289135,0.5283687943262412
Swin,c,0.4370936370240709,0.8535051870480981,0.9087605893186003,0.3900523560209424
Swin,d,0.038348094671021904,0.9880540710468406,0.9911620626151013,0.8869047619047619
Swin,e,0.3579506372581067,0.8781558726673985,0.9260273972602739,0.7286063569682152
Swin,f,0.24650774364781286,0.9156479217603912,0.9413092437445593,0.24937238493723848
Swin,g,0.11494702147444089,0.9593333333333334,0.9989898888888888,0.9607969151670951
Swin,h,0.2175228010714054,0.926,0.9979807777777777,0.9308841843088418
Swin,i,0.006121216081082821,0.9973333333333333,0.9999798888888889,0.9973315543695798
Swin,j,2.5422419211069744,0.5825,0.4893003333333333,0.3679031037093111
Swin,k,2.433416116627554,0.6205,0.7913794999999999,0.39036144578313253
Swin,l,1.035569912688268,0.8089455332451605,0.7797953948083542,0.7088143668682426
CaiT,a,0.3509529214517205,0.9081858407079646,0.8966973093999068,0.7726027397260274
CaiT,b,0.1907231829655279,0.9380697893744105,0.9234548802946593,0.5887265135699373
CaiT,c,0.3048490960337163,0.90883370009431,0.8791160220994475,0.493006993006993
CaiT,d,0.06549901952829443,0.9849104055328513,0.969243093922652,0.8545454545454545
CaiT,e,0.31167979835318943,0.9187705817782656,0.9264058124574283,0.7921348314606742
CaiT,f,0.1541684599891403,0.9499717886025955,0.9222261921687871,0.3464373464373464
CaiT,g,0.07805611325552066,0.9708333333333333,0.9986172777777778,0.9714937286202965
CaiT,h,0.13856186520308256,0.9553333333333334,0.997130611111111,0.9569961489088575
CaiT,i,0.011666435472667217,0.9956666666666667,0.9999013333333333,0.9956594323873121
CaiT,j,1.8389671653707822,0.6116666666666667,0.7423962222222222,0.4151606425702811
CaiT,k,1.7725774958133698,0.6365,0.8888650555555555,0.4312907431551499
CaiT,l,0.7395369254032035,0.8362991463268006,0.8693810723675515,0.7436693965922997
DeiT,a,0.48058320357736234,0.8263274336283186,0.8941450218931248,0.6594360086767896
DeiT,b,0.23002449519573911,0.9251807607670544,0.9313581952117864,0.5608856088560885
DeiT,c,0.49494195908204974,0.8154668343288274,0.8907605893186004,0.34118967452300786
DeiT,d,0.05036040664735698,0.9849104055328513,0.9769023941068141,0.8636363636363636
DeiT,e,0.338863200106291,0.8792535675082327,0.9161961704382048,0.7342995169082126
DeiT,f,0.26403015722496653,0.9037050968591311,0.9291450866890099,0.2289156626506024
DeiT,g,0.10851164469867945,0.9641666666666666,0.9990410000000001,0.9653393519264872
DeiT,h,0.2489620513096452,0.906,0.9981344444444444,0.9139194139194139
DeiT,i,0.013259729760388533,0.9958333333333333,0.9998315555555556,0.9958423415932147
DeiT,j,1.2026229511300723,0.7143333333333334,0.7246498888888889,0.6356292517006803
DeiT,k,1.1073710439900557,0.746,0.8698901111111111,0.6623836951705804
DeiT,l,0.5658274294531473,0.8476012985451485,0.867833726587774,0.7854785478547854
DeiT3,a,0.39277621998196155,0.8661504424778761,0.9195532732705195,0.7125890736342043
DeiT3,b,0.338128161960636,0.8824269097767997,0.9331012891344382,0.44510385756676557
DeiT3,c,0.323060417608134,0.8883998742533794,0.922292817679558,0.4580152671755725
DeiT3,d,0.12409640010358478,0.9553599497013517,0.9608121546961326,0.6787330316742082
DeiT3,e,0.24973662732461413,0.9209659714599341,0.9483084840687203,0.8064516129032258
DeiT3,f,0.2540075041596123,0.9116042881324055,0.9380772021883802,0.24193548387096775
DeiT3,g,0.1656125110021482,0.9416666666666667,0.9990236666666666,0.944760101010101
DeiT3,h,0.15762409150910875,0.9448333333333333,0.9990646111111111,0.9476017096723128
DeiT3,i,0.05214000094247361,0.9803333333333333,0.9997376666666667,0.9806684141546527
DeiT3,j,1.1591287109454473,0.696,0.7744774999999999,0.6248457424928013
DeiT3,k,1.0456561943689981,0.7346666666666667,0.845634,0.6561555075593952
DeiT3,l,0.5223108836063022,0.854033906456655,0.8898184372191467,0.7933968686181075
Twins_SVT,a,0.4211153812640536,0.8307522123893806,0.8825833123189902,0.6433566433566433
Twins_SVT,b,0.3625493723054758,0.8550770198050928,0.8962191528545118,0.37449118046132973
Twins_SVT,c,0.47319920195681764,0.7868594781515247,0.8548139963167587,0.2893081761006289
Twins_SVT,d,0.1203458983801289,0.9783087079534738,0.9818324125230202,0.8
Twins_SVT,e,0.5213294555274637,0.7486278814489572,0.8316203738742148,0.5465346534653466
Twins_SVT,f,0.3335461875583885,0.8666541282678202,0.9034523383543173,0.16292798110979928
Twins_SVT,g,0.2639119902451833,0.9085,0.9744078888888889,0.912676952441546
Twins_SVT,h,0.32257486327489215,0.8723333333333333,0.9662636666666669,0.8822263222632226
Twins_SVT,i,0.13550377811988196,0.9738333333333333,0.9972788888888889,0.9733672603901612
Twins_SVT,j,1.2430085968176523,0.49,0.43771377777777776,0.1896186440677966
Twins_SVT,k,1.1146003757913907,0.5553333333333333,0.7234002222222222,0.2115839243498818
Twins_SVT,l,0.6286477774643219,0.7480461704941685,0.7275090480198628,0.6162439337057046
Twins_PCPVT,a,0.45601994748664115,0.7699115044247787,0.8394007473464615,0.5458515283842795
Twins_PCPVT,b,0.3125818614145001,0.8773970449544168,0.9010699815837937,0.390625
Twins_PCPVT,c,0.5049686531944119,0.7500785916378497,0.8135911602209945,0.23923444976076555
Twins_PCPVT,d,0.3149096430453517,0.8918579063187677,0.9015690607734806,0.4208754208754209
Twins_PCPVT,e,0.42039827045572575,0.8079034028540066,0.8655339438431847,0.5882352941176471
Twins_PCPVT,f,0.3770137148085496,0.8412638706037239,0.8693597175042401,0.12899896800825594
Twins_PCPVT,g,0.2785677030881246,0.9015,0.9626754444444443,0.9027480664801711
Twins_PCPVT,h,0.3805647597312927,0.834,0.928301,0.8463437210737427
Twins_PCPVT,i,0.2798018006483714,0.9091666666666667,0.9656723333333334,0.9096335599403084
Twins_PCPVT,j,0.614702238559723,0.6835,0.7995154444444446,0.6018033130635353
Twins_PCPVT,k,0.6159363424777985,0.6911666666666667,0.7903985,0.6076646199449502
Twins_PCPVT,l,0.45535326129802217,0.7889864133702056,0.8498913163479216,0.7103004291845494
PiT,a,0.3937257931823224,0.8296460176991151,0.8874127904755356,0.641860465116279
PiT,b,0.2796248870145521,0.8777114115058158,0.91848802946593,0.4150375939849624
PiT,c,0.5313189482209218,0.7613957874882112,0.8498581952117863,0.26666666666666666
PiT,d,0.049343678185640734,0.9798805407104684,0.9911620626151012,0.8117647058823529
PiT,e,0.3259278782832505,0.8518111964873765,0.9145841216983274,0.6715328467153284
PiT,f,0.2841162405192056,0.8750235094978371,0.9172267022129574,0.17196261682242991
PiT,g,0.1590204114516576,0.9338333333333333,0.9916004444444445,0.9369340746624305
PiT,h,0.2924602138201396,0.8721666666666666,0.981646111111111,0.8849212303075769
PiT,i,0.03693298858900865,0.988,0.999485,0.9879396984924623
PiT,j,2.9977854507366817,0.461,0.277717,0.06477732793522267
PiT,k,2.8756980224698783,0.5151666666666667,0.7229978888888889,0.07149696776252792
PiT,l,1.2244331041709067,0.7434170975111218,0.6790239785353327,0.599849990624414
Ensemble,a,,0.9070796460176991,0.941851401847734,0.79
Ensemble,b,,0.9374410562716127,0.9600349907918969,0.6135922330097088
Ensemble,c,,0.895001571832757,0.9307624309392265,0.48615384615384616
Ensemble,d,,0.9911977365608299,0.9944677716390424,0.9186046511627907
Ensemble,e,,0.9264544456641054,0.955384848255506,0.825065274151436
Ensemble,f,,0.941696445363927,0.9599335198386041,0.33760683760683763
Ensemble,g,,0.9701666666666666,0.9990522222222222,0.9710027539283979
Ensemble,h,,0.9476666666666667,0.9979163333333333,0.9502219403931516
Ensemble,i,,0.9986666666666667,0.9999886666666667,0.9986671109630123
Ensemble,j,,0.5698333333333333,0.6426453333333333,0.31556616282153277
Ensemble,k,,0.5983333333333334,0.8897323333333333,0.33055555555555555
Ensemble,l,,0.8179632078874595,0.832089495815299,0.712386018237082