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swin-gravit-c3

Image Classification
timm
PyTorch
Safetensors
vision-transformer
swin
gravitational-lensing
strong-lensing
astronomy
astrophysics
Eval Results
Model card Files
xet
Community
swin-gravit-c3
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Model,Dataset,Loss,Accuracy,AUCROC,F1
ViT,a,0.3332538347373928,0.886199308393587,0.9282716390423573,0.4676470588235294
ViT,b,0.15735628360080778,0.9440427538509902,0.9576924493554329,0.6411290322580645
ViT,c,0.39000377248233686,0.8729959132348318,0.9239502762430939,0.4404432132963989
ViT,d,0.07890508225652003,0.9745363093366866,0.9801749539594843,0.7969924812030075
ViT,e,0.34977894677943117,0.8880351262349067,0.9340497994399455,0.7571428571428571
ViT,f,0.23130612724766006,0.9195259855936798,0.9467497493631001,0.23434045689019897
ViT,g,0.07770086391766866,0.969,0.9985143333333334,0.9696376101860921
ViT,h,0.20104280499617258,0.9313333333333333,0.9957643333333334,0.9351385390428212
ViT,i,0.03610865117112796,0.9851666666666666,0.9993911111111111,0.9852380162547686
ViT,j,2.548160281856855,0.6111666666666666,0.5926025555555556,0.4136717768283488
ViT,k,2.5065680770576,0.6273333333333333,0.7480725555555555,0.42400824317362185
ViT,l,0.9482682921706662,0.8283538681190842,0.7880956172483574,0.7088789237668162
MLP-Mixer,a,0.693774286923413,0.7667400188619931,0.878732044198895,0.289272030651341
MLP-Mixer,b,0.5321722498988626,0.8346431939641622,0.9091961325966851,0.3647342995169082
MLP-Mixer,c,0.9557083110995204,0.6777742848160956,0.8515027624309391,0.22758100979653353
MLP-Mixer,d,0.08414041630148475,0.9713926438226973,0.972451197053407,0.7684478371501272
MLP-Mixer,e,0.40313906763178325,0.8572996706915478,0.9160977824869447,0.6990740740740741
MLP-Mixer,f,0.5521763351439839,0.8145767175276896,0.9037233142227219,0.11201780415430267
MLP-Mixer,g,0.2688900081912676,0.9158333333333334,0.9949920555555556,0.9221519963002929
MLP-Mixer,h,0.4934347181916237,0.8326666666666667,0.9912926111111112,0.8562839965645577
MLP-Mixer,i,0.03135846547285716,0.9883333333333333,0.9996557777777778,0.988433575677462
MLP-Mixer,j,0.7298590982755025,0.7896666666666666,0.8653722777777778,0.7797556719022688
MLP-Mixer,k,0.4923275619546572,0.8621666666666666,0.9557253333333332,0.8438149197355996
MLP-Mixer,l,0.5266123601464402,0.8324255724181693,0.9252579204980724,0.7723583075928453
CvT,a,0.6393119974430159,0.8154668343288274,0.8805138121546962,0.3382187147688839
CvT,b,0.3633024044679194,0.8953159383841559,0.9188913443830571,0.47393364928909953
CvT,c,1.1649154984175278,0.6969506444514304,0.8355791896869245,0.23734177215189872
CvT,d,0.07392493324370102,0.9795661741590694,0.9774419889502762,0.821917808219178
CvT,e,0.5351559021208603,0.8353457738748628,0.8926663134791492,0.6666666666666666
CvT,f,0.5429993842459881,0.8470296646270622,0.9025078880097911,0.13186813186813187
CvT,g,0.17292167934030295,0.9475,0.998136,0.94991254571474
CvT,h,0.5979102214997013,0.8423333333333334,0.9933014444444443,0.8632947976878613
CvT,i,0.019503380698462327,0.9921666666666666,0.9998416666666667,0.9921939877096828
CvT,j,2.9556157615184784,0.5416666666666666,0.5250468888888888,0.28645563051375195
CvT,k,2.8021974964936573,0.5863333333333334,0.8273376111111111,0.3078639152258784
CvT,l,1.25715323004886,0.765427528951404,0.7598163378053491,0.6245132893177586
Swin,a,0.3497173586513066,0.8616787173844703,0.9157173112338858,0.4037940379403794
Swin,b,0.2814936617454318,0.894687205281358,0.9352283609576427,0.4707740916271722
Swin,c,0.503795853185039,0.8088651367494498,0.8968895027624311,0.32891832229580575
Swin,d,0.04239246920535809,0.9874253379440427,0.9881252302025783,0.8816568047337278
Swin,e,0.26784261316878866,0.897914379802415,0.9381745250889276,0.7621483375959079
Swin,f,0.2793698093965194,0.8924947718999303,0.934230056463828,0.1767497034400949
Swin,g,0.13889798412223656,0.9468333333333333,0.9980561111111113,0.9492603785589311
Swin,h,0.25675517926116787,0.9013333333333333,0.9963051111111111,0.9097560975609756
Swin,i,0.012134499582151572,0.996,0.9999221111111112,0.9959946595460614
Swin,j,1.6750605003833772,0.6498333333333334,0.6798894444444443,0.5336293007769145
Swin,k,1.5482970288371047,0.699,0.8766526666666666,0.5710213776722091
Swin,l,0.6816675912849454,0.8306805562899899,0.8426904510477526,0.7302897574123989
CaiT,a,0.5386943910452451,0.7966048412448915,0.8977044198895028,0.3239289446185998
CaiT,b,0.27990006677237217,0.8972021376925495,0.9328563535911601,0.48665620094191525
CaiT,c,0.8093499287011975,0.703552342030808,0.8726187845303867,0.24740622505985635
CaiT,d,0.05759982030905481,0.9827098396730588,0.9882780847145488,0.8493150684931506
CaiT,e,0.8215033926241484,0.7069154774972558,0.8727011276772875,0.537261698440208
CaiT,f,0.44334294090392135,0.8346371311284951,0.9199878045075582,0.12678936605316973
CaiT,g,0.13352473031356932,0.9495,0.9994326666666666,0.9518971265280203
CaiT,h,0.4142214151509106,0.8468333333333333,0.997650388888889,0.8671005061460593
CaiT,i,0.015668559301644562,0.9948333333333333,0.9999401111111111,0.9948564791770367
CaiT,j,1.9409965459505718,0.6211666666666666,0.5872103888888889,0.47493647493647495
CaiT,k,1.8231403918862343,0.6665,0.8462843333333334,0.5067784076904116
CaiT,l,0.8769211871417011,0.7827190524033631,0.7953060293098494,0.6705155961831449
DeiT,a,0.2227139560325983,0.9198365293932725,0.9217523020257825,0.538878842676311
DeiT,b,0.12757987987644753,0.9575605155611443,0.9520055248618784,0.6882217090069284
DeiT,c,0.3189492260405418,0.8830556428795976,0.9063683241252302,0.44477611940298506
DeiT,d,0.06807509632895331,0.9776799748506759,0.9840036832412522,0.8075880758807588
DeiT,e,0.2424249538883943,0.9220636663007684,0.9449405888140467,0.8075880758807588
DeiT,f,0.16089401494481675,0.9398962125319495,0.9412565697247984,0.2774674115456238
DeiT,g,0.05315884395440419,0.9803333333333333,0.9993382222222222,0.9806176084099869
DeiT,h,0.15461649525165558,0.9408333333333333,0.9978233333333334,0.9438735177865613
DeiT,i,0.0216113910873731,0.991,0.9997796666666667,0.9910358565737052
DeiT,j,1.4732107556263605,0.6831666666666667,0.7790845555555556,0.5584204413472706
DeiT,k,1.441663302719593,0.6938333333333333,0.909922,0.5668474416411223
DeiT,l,0.564133838248539,0.863095552852837,0.87913302847728,0.7700914661220141
DeiT3,a,0.23484845360151366,0.9276956931782459,0.8688867403314917,0.5228215767634855
DeiT3,b,0.2093494395927152,0.9333542911034266,0.8948563535911603,0.5431034482758621
DeiT3,c,0.24055628168418025,0.9305249921408362,0.872364640883978,0.53276955602537
DeiT3,d,0.11087679768584877,0.9685633448601069,0.9730791896869244,0.7159090909090909
DeiT3,e,0.3502105330694651,0.9165751920965971,0.8899114508438659,0.7682926829268293
DeiT3,f,0.14640022547262477,0.9520563860274185,0.9015864990256626,0.2893226176808266
DeiT3,g,0.080124724984169,0.9706666666666667,0.9986111111111111,0.9713261648745519
DeiT3,h,0.0966695581873258,0.9691666666666666,0.9981386666666666,0.9699040182202701
DeiT3,i,0.02791781535744667,0.9893333333333333,0.9996381111111111,0.989379356123465
DeiT3,j,2.1139168503483137,0.6835,0.6340643888888889,0.5698754246885617
DeiT3,k,2.061709966202577,0.7021666666666667,0.830329,0.5847083430165001
DeiT3,l,0.7510140769096566,0.8741473216646396,0.8329381541106192,0.7857785778577858
Twins_SVT,a,0.2616993184595204,0.9207796290474694,0.9109723756906076,0.5209125475285171
Twins_SVT,b,0.25328254044824183,0.9138635649166928,0.9203333333333333,0.5
Twins_SVT,c,0.2903442978858948,0.9047469349261239,0.9014797421731123,0.4748700173310225
Twins_SVT,d,0.06683065037248045,0.981766740018862,0.9800589318600368,0.8253012048192772
Twins_SVT,e,0.501175480276248,0.8507135016465422,0.8861651403920382,0.6682926829268293
Twins_SVT,f,0.19588971365251565,0.9343970257919604,0.9257999765638224,0.24442462087421946
Twins_SVT,g,0.1121031986673673,0.958,0.9983401111111112,0.9594072164948454
Twins_SVT,h,0.13175206087032953,0.9531666666666667,0.9979833333333334,0.9549462882796216
Twins_SVT,i,0.013252561777830124,0.994,0.9998952222222223,0.9939919893190922
Twins_SVT,j,1.9202613861560822,0.6245,0.7093498888888888,0.4644639885904445
Twins_SVT,k,1.8214107508560022,0.6605,0.9014717222222222,0.4896016036081183
Twins_SVT,l,0.7119041901399152,0.8470731320395537,0.8628713312328674,0.7388949079089924
Twins_PCPVT,a,0.30413780080114133,0.9157497642250865,0.9007108655616943,0.49812734082397003
Twins_PCPVT,b,0.15472232246597545,0.9544168500471549,0.9364972375690609,0.6472019464720195
Twins_PCPVT,c,0.4068696537002083,0.8814838101226029,0.8871178637200737,0.41368584758942456
Twins_PCPVT,d,0.08009447079562927,0.9814523734674631,0.9849171270718233,0.8184615384615385
Twins_PCPVT,e,0.4030229083367682,0.8990120746432492,0.9090819647317034,0.7430167597765364
Twins_PCPVT,f,0.1949533162393722,0.9419874525598327,0.9262654450920738,0.2620689655172414
Twins_PCPVT,g,0.04784699815511703,0.9833333333333333,0.9997761111111111,0.9835904168034132
Twins_PCPVT,h,0.18152711460987728,0.9446666666666667,0.9988461666666668,0.9475181789440404
Twins_PCPVT,i,0.00828180085743467,0.9976666666666667,0.999966,0.9976697736351531
Twins_PCPVT,j,3.1867437440951667,0.6673333333333333,0.6140582777777778,0.5245354930919486
Twins_PCPVT,k,3.147178516438852,0.6816666666666666,0.8307092777777778,0.5355058365758755
Twins_PCPVT,l,1.1300106981552416,0.8598170377029242,0.8156386491151393,0.7614505534059209
PiT,a,0.6125603188174733,0.8204966991512103,0.9077661141804788,0.3518728717366629
PiT,b,0.3235708940557548,0.9038038352719271,0.9432992633517496,0.5032467532467533
PiT,c,1.2576219515768996,0.6579691920779629,0.8583489871086556,0.2217453505007153
PiT,d,0.05706561206120041,0.9849104055328513,0.9926353591160222,0.8659217877094972
PiT,e,0.4257534373179487,0.8880351262349067,0.935154771815636,0.7524271844660194
PiT,f,0.5470704378571871,0.8442413445898846,0.9260653695755013,0.13356311934510987
PiT,g,0.15482272257159155,0.9525,0.9987017222222222,0.9545816733067729
PiT,h,0.6500254770293832,0.8221666666666667,0.9941473333333334,0.8488026073402296
PiT,i,0.013530508808791638,0.9955,0.9999065555555556,0.995512713977065
PiT,j,3.0745317553281786,0.5515,0.5528523888888889,0.304471439648488
PiT,k,2.933239512239893,0.5945,0.8885508888888889,0.3262254223206868
PiT,l,1.302048514799378,0.7659034424409074,0.7757457952448608,0.6281394372112558
ResNet-18,a,0.6009161868435675,0.808236403646652,0.9456114180478821,0.35517970401691334
ResNet-18,b,0.4458324937691519,0.8519333542911034,0.9591114180478821,0.4163568773234201
ResNet-18,c,0.7989861659754826,0.7541653568060358,0.9309244935543278,0.3005366726296959
ResNet-18,d,0.015449083624662364,0.9949701351776171,0.999609576427256,0.9545454545454546
ResNet-18,e,0.5140058943913876,0.8331503841931943,0.9492696586694922,0.6885245901639344
ResNet-18,f,0.48200214555188836,0.846719851289598,0.9582666776614167,0.14514038876889848
ResNet-18,g,0.23460300221045813,0.9216666666666666,0.9970519999999999,0.9270865653118213
ResNet-18,h,0.42183320385217665,0.8698333333333333,0.9940301111111111,0.8844161610182033
ResNet-18,i,0.006428073017857969,0.9975,0.9999838888888889,0.9974962443665498
ResNet-18,j,6.947763346751531,0.43466666666666665,0.12029633333333332,0.03745743473325766
ResNet-18,k,6.719588431844177,0.5105,0.7508054444444445,0.043010752688172046
ResNet-18,l,2.462256099074432,0.7395695626883825,0.6324618509475799,0.5668044682909666
Ensemble,a,,0.9195221628418736,0.9235128913443831,0.5412186379928315
Ensemble,b,,0.9519019176359635,0.9473370165745855,0.6637362637362637
Ensemble,c,,0.8695378811694435,0.9035138121546961,0.4211994421199442
Ensemble,d,,0.9867966048412449,0.9853793738489871,0.877906976744186
Ensemble,e,,0.9143798024149287,0.9323620676606372,0.7947368421052632
Ensemble,f,,0.9361784524823794,0.93950146042107,0.2682060390763766
Ensemble,g,,0.9785,0.9996941111111111,0.9789112309955861
Ensemble,h,,0.9348333333333333,0.9986463333333333,0.9387051261953284
Ensemble,i,,0.997,0.9999658888888888,0.997002997002997
Ensemble,j,,0.6451666666666667,0.7836463333333332,0.48287588049550645
Ensemble,k,,0.6636666666666666,0.9382774444444444,0.4962556165751373
Ensemble,l,,0.8500343715297974,0.8794563846610491,0.7448263451502609