Hugging Face's logo

parlange
/
vit-gravit-s2

Image Classification
timm
PyTorch
Safetensors
vision-transformer
vit
gravitational-lensing
strong-lensing
astronomy
astrophysics
Eval Results
Model card Files
xet
Community
vit-gravit-s2
File size: 10,706 Bytes 
6c89b58
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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,0.26081677189425306,0.9402703552342031,0.948634438305709,0.602510460251046
ViT,b,0.22714076965991073,0.9490726186733731,0.954792817679558,0.64
ViT,c,0.5409317808831798,0.8802263439170073,0.9180930018416207,0.4304932735426009
ViT,d,0.2093577366257868,0.9440427538509902,0.9635985267034991,0.6180257510729614
ViT,e,0.626060025425041,0.8693743139407245,0.9101869371073942,0.7076167076167076
ViT,f,0.28432284784108347,0.9316861590891488,0.9442099621115129,0.24615384615384617
ViT,g,0.0920504999384284,0.9766666666666667,0.9990343333333334,0.9770867430441899
ViT,h,0.2584120511338115,0.9401666666666667,0.9969072222222223,0.9432769789856218
ViT,i,0.08262255262583494,0.974,0.9991285555555557,0.9745347698334965
ViT,j,4.850409872978926,0.5285,0.5466985,0.17304881613563286
ViT,k,4.840981937706471,0.5258333333333334,0.6174096111111111,0.17224323537969158
ViT,l,1.707986980357526,0.8095817249220031,0.7775850352542502,0.6554396708448952
MLP-Mixer,a,0.3746531411129437,0.8808550770198051,0.9587697974217311,0.4669479606188467
MLP-Mixer,b,0.4263077380896289,0.8786545111600126,0.9555377532228361,0.4623955431754875
MLP-Mixer,c,0.7193417321657543,0.8101226029550456,0.9323139963167587,0.3547008547008547
MLP-Mixer,d,0.06999178051348941,0.9739075762338887,0.9913977900552486,0.8
MLP-Mixer,e,0.5372455838482937,0.8397365532381997,0.938428063271021,0.694560669456067
MLP-Mixer,f,0.40886121419995697,0.8808767717450237,0.9582961898851193,0.17754010695187167
MLP-Mixer,g,0.220160967502743,0.936,0.9966087777777778,0.9396036489462095
MLP-Mixer,h,0.3755178214646876,0.8996666666666666,0.9936971666666665,0.9084549878345499
MLP-Mixer,i,0.03125413155928254,0.9865,0.9996044444444444,0.9866226259289843
MLP-Mixer,j,4.689226661682129,0.45866666666666667,0.35093755555555556,0.07040641099026904
MLP-Mixer,k,4.50031984564662,0.5091666666666667,0.5708096111111112,0.0770918207458477
MLP-Mixer,l,1.7004726856614425,0.7658505631642959,0.7001407272343229,0.5967213114754099
CvT,a,0.7275567101967556,0.6862621817038667,0.8178130755064457,0.223950233281493
CvT,b,0.8674648388381725,0.6309336686576549,0.7877642725598526,0.19699042407660738
CvT,c,0.8444347186157517,0.6369066331342346,0.7903591160220995,0.1995841995841996
CvT,d,0.06786359480738227,0.9761081420936812,0.984121546961326,0.7912087912087912
CvT,e,1.079856214224965,0.544456641053787,0.714894422159994,0.4096728307254623
CvT,f,0.6667535994093697,0.7157462628766168,0.8375527856501153,0.07276402223345124
CvT,g,0.4902210609912872,0.7958333333333333,0.9368645,0.8262164846077458
CvT,h,0.4780112521648407,0.799,0.9404210555555556,0.8284495021337127
CvT,i,0.06629910692572594,0.9788333333333333,0.998182,0.9786590488993446
CvT,j,3.285769058704376,0.31566666666666665,0.11980044444444445,0.014875239923224568
CvT,k,2.8618470991551876,0.49866666666666665,0.5598825555555555,0.020195439739413682
CvT,l,1.3706902678378083,0.6442811062344667,0.5954304635509091,0.4785675529028757
Swin,a,0.17904385026568925,0.9320968248978309,0.9377541436464087,0.5573770491803278
Swin,b,0.16908444278234958,0.9302106255894372,0.9438968692449355,0.5506072874493927
Swin,c,0.3163154192856744,0.8805407104684062,0.9053370165745855,0.4171779141104294
Swin,d,0.05074489927894287,0.9833385727758567,0.9865469613259669,0.8369230769230769
Swin,e,0.4723492567023645,0.7859495060373216,0.8619995459017633,0.582441113490364
Swin,f,0.17172798980294332,0.9313763457516846,0.9387167824732112,0.23488773747841105
Swin,g,0.07050645374506712,0.9703333333333334,0.9997747777777777,0.971178756476684
Swin,h,0.14856340130418538,0.944,0.9992891111111111,0.9469529523208083
Swin,i,0.007766767971217632,0.9985,0.9999895555555555,0.9985017479607124
Swin,j,2.8674492346346376,0.485,0.43114961111111116,0.05330882352941176
Swin,k,2.804709552191198,0.5131666666666667,0.6342635555555556,0.056219709208400644
Swin,l,1.0054080692499547,0.7990587488763153,0.7133887608594007,0.6290511518937915
CaiT,a,0.4621231952897036,0.821754165356806,0.9297688766114179,0.36363636363636365
CaiT,b,0.258825070179322,0.9122917321596982,0.9613351749539596,0.5373134328358209
CaiT,c,0.8353647122552507,0.685004715498271,0.8978766114180479,0.24434389140271492
CaiT,d,0.031897671438732525,0.9902546369066332,0.9952596685082873,0.9126760563380282
CaiT,e,0.4524560969171618,0.8463227222832053,0.9379777491864074,0.6982758620689655
CaiT,f,0.4045827676295477,0.8495081713267756,0.9455966026222479,0.14292015880017644
CaiT,g,0.12979762570466846,0.9553333333333334,0.9989632222222222,0.9571337172104927
CaiT,h,0.43545972697343677,0.8348333333333333,0.9963943888888888,0.857921146953405
CaiT,i,0.009488287813030183,0.9966666666666667,0.9999612222222222,0.9966688874083944
CaiT,j,3.0854302213191986,0.4766666666666667,0.32313933333333333,0.07100591715976332
CaiT,k,2.9651209139451384,0.518,0.598769,0.07662835249042145
CaiT,l,1.2156231775795154,0.7445402146898631,0.6535540584867622,0.5754459970120397
DeiT,a,0.21973140770554805,0.9163784973278843,0.9421279926335173,0.5333333333333333
DeiT,b,0.18026995446669986,0.9349261238604213,0.9484125230202579,0.5949119373776908
DeiT,c,0.24070323096322999,0.9154353976736875,0.9384106813996317,0.5305410122164049
DeiT,d,0.045521379231525945,0.9877397044954417,0.9928232044198896,0.8862973760932945
DeiT,e,0.6630487046833227,0.7760702524698134,0.8773329296904565,0.5984251968503937
DeiT,f,0.1809546241546691,0.9326930524359074,0.9509643553098133,0.2591645353793691
DeiT,g,0.08131901465170085,0.9685,0.9991698888888889,0.9693530079455165
DeiT,h,0.11335872827284038,0.9581666666666667,0.9988661111111111,0.9597046074811366
DeiT,i,0.009879813833162188,0.9965,0.9999472222222223,0.9964994165694282
DeiT,j,3.730827052116394,0.49016666666666664,0.3371602222222222,0.07218683651804671
DeiT,k,3.6593878800719977,0.5181666666666667,0.7405100555555556,0.07606263982102908
DeiT,l,1.2843114430264382,0.8011210406641637,0.708836413391112,0.634179554518043
DeiT3,a,0.10351562584202569,0.9666771455517132,0.967061694290976,0.7309644670050761
DeiT3,b,0.10786095303265189,0.9651053127947187,0.9586629834254143,0.7218045112781954
DeiT3,c,0.12137072830127493,0.9622760138321282,0.9632596685082873,0.7058823529411765
DeiT3,d,0.05938508253192066,0.9852247720842502,0.9764714548802946,0.8597014925373134
DeiT3,e,0.2852305471569987,0.9198682766190999,0.9255581624158026,0.7977839335180056
DeiT3,f,0.06806116103929771,0.9760669196808922,0.9640239483015283,0.4824120603015075
DeiT3,g,0.03457943443208933,0.9858333333333333,0.9997122222222222,0.9859805376876134
DeiT3,h,0.04174186686426401,0.9843333333333333,0.99965,0.9845191040843215
DeiT3,i,0.00887914503365755,0.9965,0.9999582222222222,0.9964994165694282
DeiT3,j,3.737933710604906,0.519,0.5266332222222222,0.11526670754138565
DeiT3,k,3.71223342192173,0.5296666666666666,0.6497483333333334,0.11757348342714197
DeiT3,l,1.2237240775665559,0.8343821056527947,0.8068982843173076,0.6795580110497238
Twins_SVT,a,0.42038975148709157,0.8192392329456146,0.8869475138121546,0.33983926521239954
Twins_SVT,b,0.4005945102762254,0.8091795033008488,0.8857955801104973,0.327796234772979
Twins_SVT,c,0.4493913765093771,0.8054071046840616,0.87690423572744,0.32349726775956283
Twins_SVT,d,0.10364232180450968,0.9761081420936812,0.9843406998158379,0.7956989247311828
Twins_SVT,e,0.5988346448190649,0.70801317233809,0.8065163096949973,0.5266903914590747
Twins_SVT,f,0.3545602475236788,0.8442413445898846,0.9026489390789582,0.1283051582141309
Twins_SVT,g,0.2474187276363373,0.8956666666666667,0.9830134444444444,0.9040171726464274
Twins_SVT,h,0.273289222240448,0.8936666666666667,0.9851210555555556,0.9023569023569024
Twins_SVT,i,0.0899845923781395,0.9841666666666666,0.9985422222222222,0.9841428809881488
Twins_SVT,j,2.6232716159820555,0.4155,0.1803668888888889,0.03680307607800055
Twins_SVT,k,2.4658374714255333,0.504,0.3982547777777778,0.043086816720257236
Twins_SVT,l,1.027051387313659,0.7358151340489663,0.5966640795291248,0.5587352057940294
Twins_PCPVT,a,0.430052495628586,0.8000628733102798,0.8719401473296501,0.3041575492341357
Twins_PCPVT,b,0.3465015141235437,0.8560201194592896,0.9034383057090241,0.37771739130434784
Twins_PCPVT,c,0.4657778265396779,0.7752279157497642,0.857121546961326,0.2799597180261833
Twins_PCPVT,d,0.2879813692922751,0.9056900345803206,0.9308342541436465,0.4809688581314879
Twins_PCPVT,e,0.4774637080311906,0.7716794731064764,0.8551956406569287,0.5720164609053497
Twins_PCPVT,f,0.3843120121954025,0.8335527844473705,0.8887894780242434,0.11454470539761022
Twins_PCPVT,g,0.25515789008140566,0.9081666666666667,0.9717176666666667,0.9122751154274797
Twins_PCPVT,h,0.31839424538612365,0.8653333333333333,0.9604102222222224,0.8764148057509942
Twins_PCPVT,i,0.2241324300765991,0.9345,0.9829576666666666,0.9358157765801078
Twins_PCPVT,j,1.4245353891849517,0.49833333333333335,0.46813805555555554,0.21245421245421245
Twins_PCPVT,k,1.3935099244117737,0.5246666666666666,0.4594932222222222,0.22161572052401746
Twins_PCPVT,l,0.6877527087257096,0.7420548886891227,0.697346002300591,0.5830056419900838
PiT,a,0.45982032410006446,0.7887456774599183,0.924538674033149,0.3225806451612903
PiT,b,0.4223166468832261,0.8010059729644766,0.9304309392265193,0.3357817418677859
PiT,c,0.6344863635794392,0.7136120716755737,0.8947255985267035,0.25995125913891143
PiT,d,0.03659489378333092,0.9845960389814524,0.9966464088397791,0.8672086720867209
PiT,e,0.6467190528151494,0.7200878155872668,0.8809127374555362,0.5565217391304348
PiT,f,0.41419300931409125,0.8113236774843157,0.93339286411791,0.11611030478955008
PiT,g,0.22269588689506054,0.8966666666666666,0.9961491111111112,0.9061175045427013
PiT,h,0.3351811931580305,0.8503333333333334,0.9926552222222224,0.8695146759662888
PiT,i,0.018199062839150428,0.994,0.999871,0.9940199335548173
PiT,j,4.0110640263557436,0.4066666666666667,0.19481644444444443,0.028384279475982533
PiT,k,3.806567204385996,0.504,0.6367970000000001,0.033766233766233764
PiT,l,1.4887937803340863,0.7148749405108138,0.6321520235401981,0.5430508474576271
Ensemble,a,,0.9481295190191764,0.9716399631675874,0.656964656964657
Ensemble,b,,0.945300220056586,0.973926335174954,0.6448979591836734
Ensemble,c,,0.9022320025149324,0.9555580110497237,0.5039872408293461
Ensemble,d,,0.9905690034580321,0.9966666666666667,0.9132947976878613
Ensemble,e,,0.8737650933040615,0.9450768182850223,0.7331786542923434
Ensemble,f,,0.9455503059406708,0.9727634725471218,0.310107948969578
Ensemble,g,,0.9748333333333333,0.9997657777777778,0.9754511461550968
Ensemble,h,,0.952,0.9993787777777778,0.9541984732824428
Ensemble,i,,0.9988333333333334,0.999993888888889,0.9988346928583319
Ensemble,j,,0.4875,0.25661944444444446,0.04710257204834211
Ensemble,k,,0.5115,0.4922346666666667,0.04930262731106066
Ensemble,l,,0.8082068637301042,0.6421131491191425,0.6407132243684993