File size: 10,818 Bytes
e9b923e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 | Model,Dataset,Loss,Accuracy,AUCROC,F1
ViT,a,0.26315986707277245,0.8814838101226029,0.8802053406998158,0.37061769616026713
ViT,b,0.30821478139657116,0.8535051870480981,0.8585727440147328,0.3226744186046512
ViT,c,0.32154841358951713,0.8440741905061302,0.8492302025782689,0.30919220055710306
ViT,d,0.1950328929530716,0.9154353976736875,0.9096243093922652,0.45213849287169044
ViT,e,0.36122991375289815,0.8430296377607025,0.8589192461969272,0.6082191780821918
ViT,f,0.24952035127625294,0.8860661451475486,0.8735195062778576,0.13112817483756645
ViT,g,0.19669366574287414,0.916,0.9827302222222222,0.9198473282442748
ViT,h,0.203762713432312,0.911,0.9825112777777777,0.9154795821462488
ViT,i,0.1366884006857872,0.9488333333333333,0.9922694444444444,0.9495977671975045
ViT,j,1.57635924577713,0.486,0.5059887777777778,0.16828478964401294
ViT,k,1.5163539797663688,0.5188333333333334,0.6224591666666666,0.17772714326402733
ViT,l,0.6442371365946608,0.7743641266987468,0.7633667424422179,0.608424336973479
MLP-Mixer,a,0.22847961928345278,0.912920465262496,0.8933425414364641,0.4168421052631579
MLP-Mixer,b,0.308874304322318,0.8733102797862308,0.8441639042357274,0.32945091514143093
MLP-Mixer,c,0.25873182687284213,0.9022320025149324,0.8739318600368325,0.3889980353634578
MLP-Mixer,d,0.24134267476867183,0.9072618673373153,0.8846279926335174,0.40162271805273836
MLP-Mixer,e,0.45694336393269436,0.7914379802414928,0.7893513963520775,0.5103092783505154
MLP-Mixer,f,0.24329905936612914,0.9110835721477809,0.8691614622438839,0.14710252600297177
MLP-Mixer,g,0.21700521993637084,0.92,0.9806271111111111,0.9221032132424537
MLP-Mixer,h,0.19042134284973145,0.9353333333333333,0.9861884444444444,0.9360790774299835
MLP-Mixer,i,0.18120218813419342,0.938,0.9869838888888888,0.9385530227948464
MLP-Mixer,j,1.2323926267623901,0.5038333333333334,0.5222455555555556,0.18772169167803546
MLP-Mixer,k,1.1965896054506302,0.5218333333333334,0.6055765555555556,0.19342142254709024
MLP-Mixer,l,0.5372594293260314,0.7904394267886415,0.777564815166667,0.6236824613047194
CvT,a,0.4961560229785185,0.7673687519647909,0.7706933701657459,0.25553319919517103
CvT,b,0.6305947303959349,0.6743162527507073,0.7143572744014733,0.19689922480620156
CvT,c,0.5749199690214682,0.7104684061615844,0.7343406998158379,0.21617021276595744
CvT,d,0.2502037138496319,0.9066331342345174,0.88390423572744,0.46098003629764067
CvT,e,0.6621606105899706,0.6673984632272228,0.7029970483614622,0.45601436265709155
CvT,f,0.48457372206111116,0.761366276818217,0.7716476500891878,0.07616191904047977
CvT,g,0.3797014901638031,0.8183333333333334,0.9470018333333333,0.8414314809426826
CvT,h,0.35018461680412294,0.8375,0.9547355555555556,0.8557478916999556
CvT,i,0.17803085923194886,0.9415,0.9873593333333333,0.9427872860635697
CvT,j,1.7653251061439514,0.3695,0.2353647777777778,0.09519253767041377
CvT,k,1.563654477596283,0.49266666666666664,0.47404,0.11563044741429401
CvT,l,0.8139470364313578,0.6832531330971392,0.6364384025088667,0.5179462417511669
Swin,a,0.4244807099572745,0.7994341402074819,0.9241427255985267,0.33541666666666664
Swin,b,0.4810227568851856,0.7566802892172273,0.9117495395948434,0.2937956204379562
Swin,c,0.4452463163590514,0.7780572147123546,0.9212744014732965,0.3132295719844358
Swin,d,0.16072181945081704,0.9478151524677775,0.9794033149171271,0.6598360655737705
Swin,e,0.7496543030707425,0.6223929747530187,0.8337546355861651,0.48348348348348347
Swin,f,0.4095544809800577,0.8026489040353187,0.9283857681641228,0.11219512195121951
Swin,g,0.28872427535057066,0.8653333333333333,0.9764562777777777,0.8794029850746269
Swin,h,0.26975679993629453,0.8766666666666667,0.9806434444444446,0.8884197828709288
Swin,i,0.11891139948368072,0.9666666666666667,0.9962078888888889,0.9671700590938936
Swin,j,1.7894430661201477,0.41833333333333333,0.32609222222222223,0.13140866102538576
Swin,k,1.6196301728487015,0.5196666666666667,0.4911376111111111,0.15483870967741936
Swin,l,0.7825117225050895,0.7177304214478346,0.6720947858227574,0.5581125827814569
CaiT,a,0.36344499544541214,0.8670229487582521,0.9042090239410681,0.3931133428981349
CaiT,b,0.3451070358115373,0.8569632191134863,0.9043241252302027,0.37585733882030176
CaiT,c,0.4147965498256893,0.8314995284501729,0.8842854511970534,0.33827160493827163
CaiT,d,0.20214099403036273,0.9292675259352405,0.9528655616942909,0.5490981963927856
CaiT,e,0.46807248656495865,0.7881448957189902,0.8598047377582684,0.5867237687366167
CaiT,f,0.33189451447963236,0.8717372782898304,0.9084611111352224,0.14196891191709846
CaiT,g,0.26180643439292905,0.9065,0.9720913333333334,0.9103977000479156
CaiT,h,0.2987534849643707,0.893,0.9683315555555556,0.8987701040681173
CaiT,i,0.18601059591770172,0.9448333333333333,0.9854460000000002,0.9451168960371414
CaiT,j,1.6506993849277496,0.48183333333333334,0.34697766666666663,0.16267169404793966
CaiT,k,1.574903560757637,0.5201666666666667,0.5048928888888888,0.1734137238013207
CaiT,l,0.7267414200728917,0.7618317381418223,0.6645970858418337,0.5935751669373759
DeiT,a,0.4225463437531887,0.8160955674316253,0.8606252302025783,0.3189755529685681
DeiT,b,0.28503696175912235,0.8912291732159698,0.9134290976058932,0.44193548387096776
DeiT,c,0.42643982024921334,0.8120088022634392,0.8579410681399632,0.31422018348623854
DeiT,d,0.12440414894202415,0.9647909462433197,0.9714051565377532,0.7098445595854922
DeiT,e,0.4247265181347777,0.8090010976948409,0.865806402785136,0.6116071428571429
DeiT,f,0.31040949583164384,0.8730539849740532,0.8988405602114465,0.1432305279665447
DeiT,g,0.1708750183582306,0.9426666666666667,0.9906654444444445,0.9450479233226837
DeiT,h,0.24584209990501404,0.9006666666666666,0.9862077777777778,0.9084766584766585
DeiT,i,0.08571285915374756,0.9816666666666667,0.9978546666666669,0.9817457683372054
DeiT,j,1.7561096608638764,0.4831666666666667,0.4035137777777778,0.11475877819012276
DeiT,k,1.670947504758835,0.5221666666666667,0.5711906111111111,0.122973386356684
DeiT,l,0.7375253889821799,0.7631008407804981,0.683066801399469,0.5953757225433526
DeiT3,a,0.3272812338941167,0.8742533794404276,0.8889272559852671,0.38461538461538464
DeiT3,b,0.302752211469781,0.8830556428795976,0.8988692449355432,0.40192926045016075
DeiT3,c,0.3779786174794257,0.8509902546369066,0.8669705340699815,0.3453038674033149
DeiT3,d,0.2892885809141823,0.8827412763281987,0.9035414364640885,0.4012841091492777
DeiT3,e,0.4438039068333011,0.7936333699231614,0.8470824188299402,0.5707762557077626
DeiT3,f,0.3186716425059684,0.8773913716985516,0.8871402655232126,0.13638843426077468
DeiT3,g,0.20343285512924195,0.9306666666666666,0.9835892777777778,0.9330759330759331
DeiT3,h,0.24331540274620056,0.9136666666666666,0.9804273333333333,0.9180120291231403
DeiT3,i,0.19629489994049074,0.9305,0.9853729999999999,0.9329258484799743
DeiT3,j,1.628210746049881,0.507,0.44630250000000005,0.19488296135002722
DeiT3,k,1.6210727927684785,0.5068333333333334,0.4399586666666666,0.1948299319727891
DeiT3,l,0.7078656159200684,0.77129712865528,0.6966556724971096,0.610044179965738
Twins_SVT,a,0.4276486189063335,0.8186104998428168,0.8859069981583795,0.3405714285714286
Twins_SVT,b,0.40632258404804006,0.8069789374410563,0.8843020257826889,0.3267543859649123
Twins_SVT,c,0.4567012440498727,0.8041496384784659,0.8755709023941068,0.32356134636264927
Twins_SVT,d,0.11709285881610383,0.9710782772712984,0.9813554327808472,0.764102564102564
Twins_SVT,e,0.5975801944732666,0.7091108671789242,0.8069098615000379,0.5293072824156305
Twins_SVT,f,0.36285793083715506,0.8417628378901711,0.901056581008884,0.12729602733874412
Twins_SVT,g,0.25314079570770265,0.8945,0.9818073333333334,0.9030776297657327
Twins_SVT,h,0.2798499059677124,0.893,0.9842226666666666,0.9018348623853211
Twins_SVT,i,0.09980085110664368,0.9815,0.998151888888889,0.9815277084373439
Twins_SVT,j,2.5178700201511384,0.4161666666666667,0.19147722222222224,0.0431576072111445
Twins_SVT,k,2.3645300617218017,0.5031666666666667,0.3970505555555556,0.05033450143357757
Twins_SVT,l,0.9991390130179593,0.7348104277933478,0.5996797066956194,0.5588882047673498
Twins_PCPVT,a,0.39934646092994674,0.8198679660484125,0.8680267034990792,0.3170441001191895
Twins_PCPVT,b,0.3152278492432726,0.8704809808236403,0.9038011049723758,0.39233038348082594
Twins_PCPVT,c,0.42980134720436547,0.7988054071046841,0.8538581952117864,0.293598233995585
Twins_PCPVT,d,0.2833813248153604,0.9050613014775228,0.9209023941068141,0.46830985915492956
Twins_PCPVT,e,0.4493741169326523,0.7859495060373216,0.8551426625293271,0.5770065075921909
Twins_PCPVT,f,0.3539412874965329,0.8505150646735342,0.8848404820908543,0.12112932604735883
Twins_PCPVT,g,0.25227656292915346,0.9118333333333334,0.9704105555555556,0.9146636554282949
Twins_PCPVT,h,0.313019651889801,0.8738333333333334,0.9576457777777778,0.8822156527151082
Twins_PCPVT,i,0.23539256691932678,0.9301666666666667,0.9794358888888889,0.9311873870914764
Twins_PCPVT,j,1.431565274477005,0.49783333333333335,0.47991933333333336,0.1889636608344549
Twins_PCPVT,k,1.414681277513504,0.5161666666666667,0.4520573888888889,0.19472954230235784
Twins_PCPVT,l,0.6799205145486147,0.7491407117550631,0.698161293770421,0.5832015463011773
PiT,a,0.4008407433783997,0.835586293618359,0.8945662983425414,0.3535228677379481
PiT,b,0.40754776930741565,0.8085507701980509,0.8903941068139963,0.3195530726256983
PiT,c,0.46416402532034273,0.794718641936498,0.8741344383057089,0.3045793397231097
PiT,d,0.11194977302927522,0.9663627790003144,0.9798121546961326,0.727735368956743
PiT,e,0.5034745501111028,0.7639956092206367,0.8569817603874971,0.5708582834331337
PiT,f,0.3524643323883321,0.8485787313143831,0.9067020958018862,0.12762159750111557
PiT,g,0.23545815777778625,0.898,0.9860943333333333,0.9062787136294027
PiT,h,0.2654742214679718,0.8906666666666667,0.9867604444444446,0.9002129601460298
PiT,i,0.07874196857213973,0.9816666666666667,0.9984063333333333,0.9817518248175182
PiT,j,2.064411908388138,0.425,0.2541995,0.06554712892741062
PiT,k,1.9076957294344903,0.5086666666666667,0.5137791111111111,0.07586206896551724
PiT,l,0.8414742159576168,0.7422135265189572,0.6380633426333875,0.5693843300061832
Ensemble,a,,0.9091480666457089,0.9356988950276244,0.4956369982547993
Ensemble,b,,0.8827412763281987,0.9258600368324126,0.4322678843226788
Ensemble,c,,0.8843131090851933,0.9218287292817678,0.43558282208588955
Ensemble,d,,0.9698208110657026,0.9801325966850829,0.7473684210526316
Ensemble,e,,0.8430296377607025,0.8939907666691894,0.6651053864168618
Ensemble,f,,0.9137944388505925,0.93819120448933,0.2032927702219041
Ensemble,g,,0.939,0.9941475555555555,0.9419231989844494
Ensemble,h,,0.9398333333333333,0.9950692222222223,0.9426711132285215
Ensemble,i,,0.9851666666666666,0.9989964444444445,0.9852282157676349
Ensemble,j,,0.4665,0.3454607777777778,0.07672339198154024
Ensemble,k,,0.5126666666666667,0.5158666666666667,0.08338557993730407
Ensemble,l,,0.7878483422346783,0.6748540842988286,0.6178319679939036
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