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resnet-18-gravit-a3

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resnet-18
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resnet-18-gravit-a3
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Model,Dataset,Loss,Accuracy,AUCROC,F1
ViT,a,0.3652414279945689,0.8912291732159698,0.8917799263351749,0.4383116883116883
ViT,b,0.21351260967325467,0.9459289531593839,0.9444456721915285,0.6108597285067874
ViT,c,0.850089883324636,0.758252121974222,0.8170580110497236,0.2598652550529355
ViT,d,0.125797027155771,0.9723357434768941,0.9632872928176796,0.7541899441340782
ViT,e,0.5662868288882347,0.8803512623490669,0.9096268826156058,0.712401055408971
ViT,f,0.3309973750718474,0.8993106653241422,0.9044572137856804,0.17197452229299362
ViT,g,0.06683265567384661,0.9775,0.9995110555555556,0.9779303580186366
ViT,h,0.4043246931489557,0.878,0.9965371111111111,0.8909740840035746
ViT,i,0.020328776298090816,0.9915,0.999877,0.991546494281452
ViT,j,7.168746640741825,0.509,0.4538551111111111,0.1088929219600726
ViT,k,7.1222426953688265,0.523,0.48649888888888887,0.11173184357541899
ViT,l,2.481225689433318,0.7816614668711332,0.6814674636422873,0.6155851410483195
MLP-Mixer,a,0.16029433381890995,0.9534737503929582,0.8991058931860036,0.6084656084656085
MLP-Mixer,b,0.1373700322756056,0.9629047469349261,0.9401123388581952,0.6609195402298851
MLP-Mixer,c,0.27720538959380253,0.9141779314680918,0.8577974217311233,0.4572564612326044
MLP-Mixer,d,0.11598697743656425,0.9682489783087079,0.955084714548803,0.6948640483383686
MLP-Mixer,e,0.40732662754315313,0.8957189901207464,0.9144403239234089,0.7076923076923077
MLP-Mixer,f,0.10986769875007599,0.9635194795135931,0.9131062483453624,0.3281027104136947
MLP-Mixer,g,0.028587095644325017,0.9901666666666666,0.9997029999999999,0.9902398676592225
MLP-Mixer,h,0.10272313961014151,0.9643333333333334,0.998619888888889,0.9654838709677419
MLP-Mixer,i,0.01725051350519061,0.993,0.9998728888888889,0.9930325149303252
MLP-Mixer,j,3.9579579369425772,0.5163333333333333,0.6010726111111112,0.09369144284821987
MLP-Mixer,k,3.9466213275045154,0.5191666666666667,0.6683313333333333,0.09419152276295134
MLP-Mixer,l,1.3240398510736613,0.8240177674369414,0.744620509879184,0.6619260463226331
CvT,a,0.2081917969545678,0.9352404904118202,0.9240874769797423,0.5672268907563025
CvT,b,0.15224700975965233,0.9575605155611443,0.9504567219152855,0.6666666666666666
CvT,c,0.49155200616401235,0.8597925180760767,0.8735598526703499,0.3770949720670391
CvT,d,0.09181369168063785,0.9739075762338887,0.9780386740331491,0.7648725212464589
CvT,e,0.32513720903680565,0.9143798024149287,0.9261106486036479,0.7758620689655172
CvT,f,0.18988747454602042,0.940825652544342,0.9312245836823443,0.2611218568665377
CvT,g,0.04789180162362754,0.9845,0.9996506666666666,0.9847165160230074
CvT,h,0.22777999278716743,0.9326666666666666,0.9980902777777778,0.9368355222013759
CvT,i,0.01585208964161575,0.9931666666666666,0.9999184444444444,0.9932040444223438
CvT,j,4.557504334926605,0.5136666666666667,0.4219552222222222,0.1049079754601227
CvT,k,4.525464609175921,0.5223333333333333,0.7008621111111111,0.10660847880299251
CvT,l,1.5619914421430425,0.809793242028449,0.7106891758223672,0.6473875110283306
Swin,a,0.13412107322078123,0.9607041810751336,0.921658379373849,0.6753246753246753
Swin,b,0.12724596003046465,0.9556743162527507,0.9398747697974218,0.6483790523690773
Swin,c,0.17965890587556665,0.9443571204023892,0.9029281767955801,0.5949656750572082
Swin,d,0.06030154695547883,0.9833385727758567,0.9931565377532229,0.8306709265175719
Swin,e,0.4499740816497384,0.8562019758507134,0.8587376069022933,0.6649616368286445
Swin,f,0.09911939381673643,0.9672372395631632,0.9347786366220656,0.3806734992679356
Swin,g,0.038731103701516986,0.985,0.9998738888888888,0.9852216748768473
Swin,h,0.06651869903318584,0.979,0.999785,0.9794319294809011
Swin,i,0.0032394034853205087,0.9996666666666667,0.9999967777777777,0.9996667777407531
Swin,j,5.625512751281262,0.496,0.10115866666666667,0.04182509505703422
Swin,k,5.590021039650775,0.5106666666666667,0.37088833333333326,0.04302477183833116
Swin,l,1.8411567582560506,0.822484268415208,0.5854755526940438,0.65565699046056
CaiT,a,0.20098744187104706,0.9478151524677775,0.9047292817679559,0.6047619047619047
CaiT,b,0.12978406120776775,0.9685633448601069,0.9467771639042358,0.7175141242937854
CaiT,c,0.2854890818960897,0.9248663942156554,0.8821031307550645,0.5152129817444219
CaiT,d,0.10324450797222483,0.9789374410562716,0.9716519337016575,0.7912772585669782
CaiT,e,0.4533339374577044,0.8990120746432492,0.9009763112086581,0.7341040462427746
CaiT,f,0.11921021888981406,0.9653009062040121,0.9248623124563286,0.36182336182336183
CaiT,g,0.02093089486740064,0.9923333333333333,0.9999474444444445,0.9923916639100232
CaiT,h,0.10348050882376265,0.9691666666666666,0.9995327777777778,0.9700889248181084
CaiT,i,0.006860514354542829,0.9978333333333333,0.9999788888888889,0.9978380176284717
CaiT,j,4.86097429022938,0.5145,0.5177155,0.08367411135577225
CaiT,k,4.8469039183312566,0.52,0.7220807222222222,0.0845518118245391
CaiT,l,1.617374696626156,0.8247051980328909,0.7258400455085416,0.6629384850025419
DeiT,a,0.27381800207860135,0.8953159383841559,0.8986252302025783,0.43463497453310695
DeiT,b,0.1319006348473214,0.9534737503929582,0.9522191528545119,0.6336633663366337
DeiT,c,0.5039299008644665,0.7972335743476894,0.8374493554327808,0.28412874583795783
DeiT,d,0.07908134242881022,0.9742219427852876,0.9686187845303867,0.757396449704142
DeiT,e,0.3087258418422892,0.8869374313940724,0.9196775902520246,0.713091922005571
DeiT,f,0.2156604077872147,0.9148787855317171,0.9145406292179694,0.18892988929889298
DeiT,g,0.04722818533703685,0.9821666666666666,0.9995671111111111,0.9824099950682229
DeiT,h,0.24446571580693124,0.8993333333333333,0.9973094444444446,0.9082066869300912
DeiT,i,0.01922516017779708,0.9931666666666666,0.9998760000000001,0.9931859730762839
DeiT,j,3.201324864923954,0.5038333333333334,0.5165665555555555,0.07345160286336756
DeiT,k,3.173321856930852,0.5148333333333334,0.5144209444444445,0.074992055926279
DeiT,l,1.1505240741554759,0.7888530484902967,0.6992895835538881,0.6182965299684543
DeiT3,a,0.14936432559529178,0.9519019176359635,0.9349825046040517,0.6240786240786241
DeiT3,b,0.14933169767358925,0.9515875510845646,0.9439152854511971,0.6225490196078431
DeiT3,c,0.22061521056612046,0.9368123231688148,0.9148646408839779,0.5582417582417583
DeiT3,d,0.10169743415564346,0.9682489783087079,0.9643388581952119,0.7154929577464789
DeiT3,e,0.49460477683729975,0.8518111964873765,0.8834708241882994,0.6529562982005142
DeiT3,f,0.13154652377257423,0.9591046394547286,0.9363108852365101,0.3248081841432225
DeiT3,g,0.05130978459212929,0.9823333333333333,0.9997385555555556,0.982605841811618
DeiT3,h,0.08910193234775216,0.9745,0.9995217222222222,0.975085490962384
DeiT3,i,0.02605568784568459,0.9911666666666666,0.9998692222222222,0.9912266181095845
DeiT3,j,3.271038075208664,0.5056666666666667,0.4370591666666666,0.08286951144094001
DeiT3,k,3.245784008204937,0.5145,0.5090863888888889,0.08425023577491354
DeiT3,l,1.112910136327876,0.8202104595209138,0.7017805623573649,0.656912209889001
Twins_SVT,a,0.18666393640786363,0.9355548569632192,0.9178057090239411,0.5665961945031712
Twins_SVT,b,0.12907026239917624,0.9559886828041496,0.958646408839779,0.6568627450980392
Twins_SVT,c,0.37308393637551635,0.8491040553285131,0.8678618784530387,0.3582887700534759
Twins_SVT,d,0.07745791368212238,0.9789374410562716,0.982377532228361,0.8
Twins_SVT,e,0.46567638177510545,0.8572996706915478,0.8989404374479679,0.6733668341708543
Twins_SVT,f,0.1620182347072841,0.9354039191387189,0.9297958448525039,0.24319419237749546
Twins_SVT,g,0.03985891605913639,0.9833333333333333,0.9995775555555556,0.9835688465330266
Twins_SVT,h,0.16922680978477,0.9266666666666666,0.9980967777777777,0.9315281668222845
Twins_SVT,i,0.012495769090950489,0.9955,0.9999184444444444,0.9955097289206719
Twins_SVT,j,5.5489834444224835,0.49816666666666665,0.40547916666666667,0.051653543307086616
Twins_SVT,k,5.521620307348669,0.5103333333333333,0.5116922222222222,0.052869116698903935
Twins_SVT,l,1.8607527904559573,0.8012267992173867,0.6587701738584388,0.6306377124889456
Twins_PCPVT,a,0.5452342244934938,0.7969192077962904,0.895244014732965,0.3228511530398323
Twins_PCPVT,b,0.33666214395135274,0.8836843759823955,0.926718232044199,0.45427728613569324
Twins_PCPVT,c,0.8452249476460681,0.680289217227287,0.8652670349907919,0.23245283018867924
Twins_PCPVT,d,0.14044462036633035,0.9487582521219742,0.9665690607734807,0.6539278131634819
Twins_PCPVT,e,0.9610598787387299,0.6893523600439078,0.849345341708923,0.5211505922165821
Twins_PCPVT,f,0.4996267252911643,0.8163581442181086,0.909773537083411,0.11496827174318776
Twins_PCPVT,g,0.16858429829776286,0.9403333333333334,0.9974785,0.9434260429835651
Twins_PCPVT,h,0.4382073585242033,0.8325,0.9937448888888889,0.8559139784946237
Twins_PCPVT,i,0.06455629007518292,0.9748333333333333,0.999179,0.97533082829603
Twins_PCPVT,j,2.452636483669281,0.5051666666666667,0.3821618888888889,0.20123755716976055
Twins_PCPVT,k,2.348608487725258,0.5396666666666666,0.6640067222222222,0.21310541310541312
Twins_PCPVT,l,1.069163286557427,0.7349690656231823,0.6925868024466941,0.5836517693969098
PiT,a,1.4542810870805876,0.7161270040867652,0.9052854511970534,0.26645004061738425
PiT,b,0.48083062532262133,0.8921722728701666,0.9610782688766114,0.488822652757079
PiT,c,3.0596617273248543,0.5278214397988054,0.823461325966851,0.17923497267759564
PiT,d,0.0542862427054065,0.9864822382898459,0.9955837937384899,0.8840970350404312
PiT,e,1.2118028251844757,0.7727771679473107,0.9089305986528419,0.6130841121495327
PiT,f,1.3020594693266185,0.7730617303074897,0.9206398944503998,0.10067526089625538
PiT,g,0.2426671743527986,0.9443333333333334,0.9978501666666667,0.9471351693573916
PiT,h,1.609877428545151,0.7511666666666666,0.97719,0.8003209843520128
PiT,i,0.01652756105083972,0.9943333333333333,0.999909,0.9943502824858758
PiT,j,4.793344738483429,0.4985,0.4088527777777778,0.1740323908866319
PiT,k,4.567205076335464,0.5485,0.8206032222222223,0.18965001495662578
PiT,l,2.3343544872733246,0.7027655861667812,0.7048351046138528,0.5527174345508077
ResNet-18,a,1.1835124935604648,0.6365922665828356,0.9285580110497238,0.22830440587449932
ResNet-18,b,1.0141342383478842,0.7117258723671801,0.936340699815838,0.2716441620333598
ResNet-18,c,1.8204121201415364,0.5328513046211883,0.8883425414364641,0.18708971553610504
ResNet-18,d,0.011235734144227473,0.9949701351776171,0.9996408839779005,0.9553072625698324
ResNet-18,e,1.056551858831839,0.6125137211855104,0.9263868916975707,0.4920863309352518
ResNet-18,f,1.0591482175922742,0.6988614359848192,0.9375419355678716,0.08085106382978724
ResNet-18,g,0.5340945276358107,0.8486666666666667,0.9978233333333334,0.8685201274254272
ResNet-18,h,0.9615578431227186,0.7538333333333334,0.9955927777777778,0.8024080267558529
ResNet-18,i,0.002392592921940377,0.9988333333333334,0.9999976666666667,0.998834304746045
ResNet-18,j,7.01291295003891,0.35383333333333333,0.07525633333333334,0.01524003048006096
ResNet-18,k,6.481211027059704,0.504,0.7462510555555556,0.019762845849802372
ResNet-18,l,2.7791932088225773,0.6373010417217493,0.6165565470444929,0.4826910023380345
Ensemble,a,,0.9487582521219742,0.9267523020257826,0.6320541760722348
Ensemble,b,,0.9698208110657026,0.9539668508287292,0.7446808510638298
Ensemble,c,,0.8924866394215656,0.8899631675874772,0.45016077170418006
Ensemble,d,,0.9823954731216599,0.9802780847145488,0.8333333333333334
Ensemble,e,,0.9023051591657519,0.9130326193899946,0.7588075880758808
Ensemble,f,,0.9549221593989621,0.9363232543302679,0.3248259860788863
Ensemble,g,,0.9905,0.999917,0.9905831818932761
Ensemble,h,,0.9495,0.9994414444444444,0.9518971265280203
Ensemble,i,,0.9971666666666666,0.9999844444444443,0.997172792283386
Ensemble,j,,0.5115,0.3640104444444444,0.07801195344447939
Ensemble,k,,0.5181666666666667,0.6087856666666667,0.07900605288308378
Ensemble,l,,0.817037702924224,0.6790663441280981,0.6534455128205128