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cvt-gravit-a2

Image Classification
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PyTorch
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vision-transformer
cvt
gravitational-lensing
strong-lensing
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astrophysics
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cvt-gravit-a2
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Model,Dataset,Loss,Accuracy,AUCROC,F1
ViT,a,0.3987342550652614,0.8997170701037409,0.917220073664825,0.46921797004991683
ViT,b,0.37321944226074877,0.9182646966362779,0.9273655616942909,0.5202952029520295
ViT,c,0.821146962441052,0.7922037095253065,0.866000920810313,0.2990455991516437
ViT,d,0.223954888615208,0.9440427538509902,0.9518121546961327,0.6130434782608696
ViT,e,1.1019757730900652,0.7782656421514819,0.85117687126315,0.5826446280991735
ViT,f,0.43205039906387277,0.8869181318255751,0.9119053612426381,0.1618828932261768
ViT,g,0.1527516215024516,0.9611666666666666,0.9983996666666667,0.962461736748832
ViT,h,0.39022785605769605,0.8943333333333333,0.9959461111111112,0.9040556900726392
ViT,i,0.07361652948241681,0.9748333333333333,0.9992922222222222,0.9753469387755102
ViT,j,6.027309565424919,0.5033333333333333,0.49077061111111114,0.13872832369942195
ViT,k,5.948174474835396,0.517,0.5691439444444444,0.14209591474245115
ViT,l,2.1620761937842525,0.7761620221035376,0.7346207805818022,0.6140942656577628
MLP-Mixer,a,1.0354112619425808,0.7239861678717384,0.9444742173112339,0.2779605263157895
MLP-Mixer,b,0.882929647823281,0.7834014460861365,0.9520524861878453,0.3291139240506329
MLP-Mixer,c,1.6300886590238712,0.6205595724614901,0.9170009208103129,0.21877022653721684
MLP-Mixer,d,0.055560619117974934,0.9792518076076705,0.9959686924493554,0.8366336633663366
MLP-Mixer,e,1.1025473987755214,0.70801317233809,0.9327480511617346,0.5596026490066225
MLP-Mixer,f,0.9539809344458585,0.763147703508636,0.9512486274645963,0.09952885747938751
MLP-Mixer,g,0.4660766951590776,0.8855,0.9941798888888888,0.8969551522423879
MLP-Mixer,h,0.8621955468207598,0.7991666666666667,0.9892695555555555,0.8322894919972165
MLP-Mixer,i,0.027433219969272612,0.9893333333333333,0.9997324444444444,0.9894109861019192
MLP-Mixer,j,5.562473163604737,0.4046666666666667,0.2374668888888889,0.05552617662612375
MLP-Mixer,k,5.123829672321677,0.5085,0.47802688888888895,0.06647673314339982
MLP-Mixer,l,2.271000012816855,0.6846808735656497,0.6265659288601144,0.5226162837242815
CvT,a,0.7062503800231756,0.6988368437598239,0.8373821362799264,0.2336
CvT,b,0.8609082461227902,0.6444514303678088,0.8087320441988951,0.20520028109627547
CvT,c,0.8150388154171053,0.6516818610499843,0.8144069981583795,0.20857142857142857
CvT,d,0.046723183949472995,0.9833385727758567,0.9917753222836095,0.8463768115942029
CvT,e,1.055778265130245,0.5916575192096597,0.7447665178233557,0.4397590361445783
CvT,f,0.6479923738885578,0.7303074897374332,0.8562897926766284,0.07737148913619502
CvT,g,0.47873973870277403,0.8053333333333333,0.948009388888889,0.8337129840546698
CvT,h,0.45442124152183533,0.8091666666666667,0.9536063888888889,0.8364519354377946
CvT,i,0.0470859190672636,0.985,0.999245111111111,0.9848637739656912
CvT,j,3.978341913700104,0.31966666666666665,0.09071466666666667,0.006812652068126521
CvT,k,3.5466880963295697,0.49933333333333335,0.5394476666666667,0.009234828496042216
CvT,l,1.575411782030338,0.6541695309608164,0.5834616840778439,0.4856873230575653
Swin,a,0.7181912302146427,0.6636277900031436,0.8782845303867403,0.22351233671988388
Swin,b,0.47780195057523284,0.8000628733102798,0.9174990791896869,0.326271186440678
Swin,c,1.1387689553203542,0.5369380697893744,0.8261528545119704,0.1729365524985963
Swin,d,0.0309918804128743,0.9871109713926438,0.9966482504604052,0.8825214899713467
Swin,e,0.5848406514011806,0.7464324917672887,0.8943237720426852,0.5714285714285714
Swin,f,0.6053860638443279,0.7410735032143134,0.9040542417311522,0.0843604491920022
Swin,g,0.24402792798448353,0.8985,0.999229,0.9078529278256923
Swin,h,0.5944505902426317,0.759,0.9974725555555555,0.8058017727639001
Swin,i,0.007144115434028208,0.9976666666666667,0.9999902222222222,0.9976720984369803
Swin,j,3.9496381425857545,0.419,0.11956033333333334,0.06591639871382636
Swin,k,3.7127543271519245,0.5181666666666667,0.4697328333333333,0.07841887153331208
Swin,l,1.5895203038408208,0.6710908994764951,0.5955901653865907,0.5130734304055112
CaiT,a,0.11189156073487824,0.967934611757309,0.9444355432780847,0.7243243243243244
CaiT,b,0.14077727915177515,0.9566174159069475,0.9445782688766113,0.6600985221674877
CaiT,c,0.1453998264081071,0.9556743162527507,0.9236316758747698,0.6552567237163814
CaiT,d,0.0895651844381368,0.9757937755422823,0.9521049723756906,0.7768115942028986
CaiT,e,0.5067908598680527,0.8507135016465422,0.8893589646560206,0.6633663366336634
CaiT,f,0.09735689565035,0.968553946247386,0.9382155086735556,0.39762611275964393
CaiT,g,0.04386970533267595,0.9845,0.9998996666666666,0.984726556084743
CaiT,h,0.04632043000892736,0.984,0.999908,0.9842416283650689
CaiT,i,0.016718765972414985,0.9946666666666667,0.9999668888888888,0.9946914399469144
CaiT,j,4.091754978463054,0.5111666666666667,0.502447,0.09726069559864574
CaiT,k,4.064604013383389,0.5213333333333333,0.4420845,0.09912170639899624
CaiT,l,1.3512259357719865,0.8281423510126381,0.7136882113330858,0.669379450661241
DeiT,a,0.2868140126428901,0.9104055328513047,0.9108996316758747,0.5060658578856152
DeiT,b,0.21093111757876476,0.9380697893744105,0.9419907918968692,0.5971370143149284
DeiT,c,0.4344255732631803,0.8610499842816725,0.8816003683241251,0.3978201634877384
DeiT,d,0.10285686065156817,0.977051241747878,0.9568195211786372,0.8
DeiT,e,0.6603749339457532,0.8210757409440176,0.8680541890562324,0.6417582417582418
DeiT,f,0.23529704651809683,0.9209975989466347,0.9196866062244752,0.2225609756097561
DeiT,g,0.07966256512608379,0.9715,0.9994743333333334,0.9722086786933203
DeiT,h,0.1981518727680668,0.9306666666666666,0.9987041666666666,0.9349796811503595
DeiT,i,0.022365192129276693,0.9921666666666666,0.9998618888888888,0.9922043456626306
DeiT,j,4.922376271247864,0.4945,0.5104821111111111,0.07839562443026436
DeiT,k,4.865078900694847,0.5151666666666667,0.5016916666666666,0.08146510893590149
DeiT,l,1.6993422816543697,0.7937708212151657,0.7000134906492581,0.6261503067484663
DeiT3,a,0.3992725303153578,0.9091480666457089,0.9363876611418048,0.5126475548060708
DeiT3,b,0.3124380833470795,0.9305249921408362,0.952292817679558,0.579047619047619
DeiT3,c,0.4766911079170793,0.8915435397673688,0.9285046040515654,0.46841294298921415
DeiT3,d,0.11976070332006253,0.9723357434768941,0.9784143646408839,0.7755102040816326
DeiT3,e,0.9584465352031193,0.7969264544456641,0.8915991826231742,0.621676891615542
DeiT3,f,0.33781881941231834,0.921617225621563,0.9456139627538378,0.23100303951367782
DeiT3,g,0.1398290316515031,0.9671666666666666,0.9996258333333332,0.9681590431550025
DeiT3,h,0.22691049999523785,0.9465,0.9994123333333333,0.9491364284582475
DeiT3,i,0.03767789686251308,0.9893333333333333,0.9998997777777778,0.9894284770399736
DeiT3,j,6.353702080726624,0.486,0.2588749444444445,0.06545454545454546
DeiT3,k,6.251550879061222,0.5081666666666667,0.38331972222222227,0.06820334701610357
DeiT3,l,2.203556089656545,0.7932949077256624,0.6245051702293716,0.6248200403109704
Twins_SVT,a,0.42451784632109274,0.8126375353662371,0.8918922651933701,0.3377777777777778
Twins_SVT,b,0.3914457758111573,0.8142093681232316,0.8958011049723758,0.3396648044692737
Twins_SVT,c,0.44262768309920586,0.8047783715812638,0.8853812154696132,0.3286486486486486
Twins_SVT,d,0.07794447650992994,0.9820811065702609,0.9897808471454881,0.8421052631578947
Twins_SVT,e,0.5991019170841715,0.712403951701427,0.818761825474911,0.5371024734982333
Twins_SVT,f,0.3470329082674194,0.8442413445898846,0.9101541579685174,0.13131749460043196
Twins_SVT,g,0.2309408655166626,0.9008333333333334,0.9874507777777777,0.9088681268188084
Twins_SVT,h,0.2580758459568024,0.8958333333333334,0.9890552222222222,0.9047110840067083
Twins_SVT,i,0.06473293882608414,0.9898333333333333,0.9991408888888889,0.9898248540450375
Twins_SVT,j,2.941682351350784,0.41483333333333333,0.16385111111111111,0.02823138665928591
Twins_SVT,k,2.775474429190159,0.5038333333333334,0.41604216666666666,0.03312763884378045
Twins_SVT,l,1.1202095961319853,0.7359737718788008,0.5944821592359222,0.5594282184770141
Twins_PCPVT,a,0.4347801183106501,0.7944042753850991,0.8711482504604051,0.2952586206896552
Twins_PCPVT,b,0.339161620420017,0.8575919522162841,0.9065580110497238,0.3768913342503439
Twins_PCPVT,c,0.467156688444122,0.7742848160955674,0.8578029465930019,0.2762096774193548
Twins_PCPVT,d,0.23605295665344328,0.9245520276642565,0.9460681399631676,0.5330739299610895
Twins_PCPVT,e,0.4829401325446714,0.7694840834248079,0.8557481268447741,0.5661157024793388
Twins_PCPVT,f,0.3720619066015847,0.8374254511656727,0.8931208308558979,0.11546565528866413
Twins_PCPVT,g,0.2366939251422882,0.9141666666666667,0.9769166666666668,0.9182928764080597
Twins_PCPVT,h,0.3045526731014252,0.87,0.9672449999999999,0.8812423873325214
Twins_PCPVT,i,0.18202911043167114,0.9496666666666667,0.9892225555555555,0.9504105090311987
Twins_PCPVT,j,1.547880547761917,0.4866666666666667,0.43741700000000006,0.1760299625468165
Twins_PCPVT,k,1.4932157402038575,0.5221666666666667,0.47360899999999995,0.18666666666666668
Twins_PCPVT,l,0.7149772635186269,0.7421606472423458,0.6893006569431472,0.579510175922732
PiT,a,0.44727815774318297,0.8010059729644766,0.9252882136279927,0.3329820864067439
PiT,b,0.3666396583074745,0.8374724929267526,0.9387182320441989,0.3793517406962785
PiT,c,0.587441599189167,0.7419050613014775,0.9032854511970534,0.27792436235708
PiT,d,0.033625746908820454,0.9855391386356491,0.9966703499079189,0.8729281767955801
PiT,e,0.631099864955006,0.7387486278814489,0.8873495799591311,0.5703971119133574
PiT,f,0.3817344946660815,0.8324684377662458,0.9379145273921177,0.127470754336426
PiT,g,0.19083814918994904,0.9163333333333333,0.9971276666666666,0.9226025285229725
PiT,h,0.30789998161792753,0.8656666666666667,0.9943662222222222,0.8812960235640648
PiT,i,0.01428527906537056,0.9948333333333333,0.9999181111111111,0.9948462177888612
PiT,j,5.1374336256980895,0.427,0.18367044444444444,0.031549295774647886
PiT,k,4.960880736589432,0.5055,0.6351591666666667,0.03637544657356284
PiT,l,1.8333862431563666,0.7295225001321982,0.6306325748279862,0.5562592174893728
Ensemble,a,,0.9239232945614586,0.9640395948434622,0.56
Ensemble,b,,0.926752593524049,0.9696408839779006,0.5693160813308688
Ensemble,c,,0.8563344860106885,0.9442707182320442,0.40261437908496733
Ensemble,d,,0.9874253379440427,0.9976040515653776,0.8850574712643678
Ensemble,e,,0.8254665203073546,0.9312873685007189,0.6595289079229122
Ensemble,f,,0.9207652389435366,0.9667325628328263,0.23140495867768596
Ensemble,g,,0.9656666666666667,0.999739111111111,0.9668063164679342
Ensemble,h,,0.9283333333333333,0.9995118888888889,0.9331259720062208
Ensemble,i,,0.9978333333333333,0.9999951111111111,0.9978380176284717
Ensemble,j,,0.47883333333333333,0.20988066666666666,0.04809741248097413
Ensemble,k,,0.511,0.48139255555555555,0.05109961190168176
Ensemble,l,,0.79144413304426,0.6240045673759117,0.6211335254562921