Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,Self-supervised learning,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,49.615989905626826,28.410179,20.154792878305397,,cpu,1,false,false,false,2.8.0+cu128
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,289.7575148101896,28.410179,3.4511615709261805,,cpu,1,false,false,true,2.8.0+cu128
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,40.002518353414615,28.410179,24.998426128204997,,cpu,1,true,false,false,2.8.0+cu128
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,24.534996130193274,28.410179,40.75810710112073,,cpu,1,true,true,false,2.8.0+cu128
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,3.6268991558335983,28.410179,275.7176191104112,,cuda,512,false,false,false,2.8.0+cu128
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,1.655480577801427,28.410179,604.0542023924299,,cuda,512,true,false,false,2.8.0+cu128
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,0.8084634376973554,28.410179,1236.9143159376188,,cuda,512,true,true,false,2.8.0+cu128
convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,,28.410179,,168.61767578125,cuda,1,false,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,94.38810159219427,34.492995,10.594555702799495,,cpu,1,false,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,191.3005636120215,34.492995,5.227376130621913,,cpu,1,false,false,true,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,67.71894152327958,34.492995,14.76691716535812,,cpu,1,true,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,55.556143220876244,34.492995,17.99980959845016,,cpu,1,true,true,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,2.199731942943496,34.492995,454.6008449838139,,cuda,512,false,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,1.6742290818759404,34.492995,597.2898277931714,,cuda,512,true,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,0.8614392762259134,34.492995,1160.84792927151,,cuda,512,true,true,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,,34.492995,,159.080078125,cuda,1,false,false,false,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,88.1994826776079,88.449443,11.337934981492586,,cpu,1,false,false,false,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,762.0029422314838,88.449443,1.312330890838236,,cpu,1,false,false,true,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,94.49736267224782,88.449443,10.582305915439925,,cpu,1,true,false,false,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,64.91241437227775,88.449443,15.405373681911168,,cpu,1,true,true,false,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,7.190699328938434,88.449443,139.068532037708,,cuda,512,false,false,false,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,4.7608469445701,88.449443,210.04666010961188,,cuda,512,true,false,false,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,2.629579489882114,88.449443,380.28894119676556,,cuda,512,true,true,false,2.8.0+cu128
focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,,88.449443,,401.52099609375,cuda,1,false,false,false,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,65.92253366459367,51.023555,15.16931987304805,,cpu,1,false,false,false,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,538.4416938596405,51.023555,1.8572113032923436,,cpu,1,false,false,true,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,60.7372256500336,51.023555,16.464367433606128,,cpu,1,true,false,false,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,46.880471721136324,51.023555,21.33084338289933,,cpu,1,true,true,false,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,4.660879566597739,51.023555,214.5517784167852,,cuda,512,false,false,false,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,3.6141351932413577,51.023555,276.69136502421327,,cuda,512,true,false,false,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,2.4725002174485176,51.023555,404.44890275154125,,cuda,512,true,true,false,2.8.0+cu128
"hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,,51.023555,,260.0283203125,cuda,1,false,false,false,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,36.38793713335569,32.215531,27.48163481582283,,cpu,1,false,false,false,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,115.63450968125834,32.215531,8.64793739132425,,cpu,1,false,false,true,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,22.575932863530596,32.215531,44.29495808854971,,cpu,1,true,false,false,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,18.366600218901617,32.215531,54.44665795964079,,cpu,1,true,true,false,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,1.384538693397796,32.215531,722.2622269558249,,cuda,512,false,false,false,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,0.9329045955989083,32.215531,1071.9209710377916,,cuda,512,true,false,false,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,0.4618890535675746,32.215531,2165.022081116931,,cuda,512,true,true,false,2.8.0+cu128
mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,,32.215531,,154.1103515625,cuda,1,false,false,false,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,25.465169079963946,10.941953,39.269324969328494,,cpu,1,false,false,false,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,43.982201288454235,10.941953,22.736469997069246,,cpu,1,false,false,true,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,19.92898705570648,10.941953,50.178164961658666,,cpu,1,true,false,false,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,61.39740434889164,10.941953,16.28733348917302,,cpu,1,true,true,false,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,0.9649423012767026,10.941953,1036.3313937806572,,cuda,512,false,false,false,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,0.5227612437374773,10.941953,1912.9191614330625,,cuda,512,true,false,false,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,0.3646649878252598,10.941953,2742.242972004705,,cuda,512,true,true,false,2.8.0+cu128
regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,,10.941953,,60.15380859375,cuda,1,false,false,false,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,56.23054352770042,38.790491,17.783929111540203,,cpu,1,false,false,false,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,405.663593490608,38.790491,2.465096735438627,,cpu,1,false,false,true,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,33.09582399876995,38.790491,30.21529241988857,,cpu,1,true,false,false,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,39.6050297199852,38.790491,25.249318257559278,,cpu,1,true,true,false,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,3.886649945623638,38.790491,257.29098683713426,,cuda,512,false,false,false,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,3.1425782987389543,38.790491,318.21005077304756,,cuda,512,true,false,false,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,1.8237734806795438,38.790491,548.3137081406605,,cuda,512,true,true,false,2.8.0+cu128
regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,,38.790491,,252.2021484375,cuda,1,false,false,false,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,96.65646351459954,304.026307,10.345919596457762,,cpu,1,false,false,false,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,1295.3518656594679,304.026307,0.7719910138014097,,cpu,1,false,false,true,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,99.18556900332786,304.026307,10.082111843976499,,cpu,1,true,false,false,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,68.12688438221812,304.026307,14.678493065815456,,cpu,1,true,true,false,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,3.7324457863178395,304.026307,267.92083723378806,,cuda,512,false,false,false,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,3.5706920044655517,304.026307,280.0577587619956,,cuda,512,true,false,false,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,2.04418677796942,304.026307,489.19208889186916,,cuda,512,true,true,false,2.8.0+cu128
vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,,304.026307,,1182.3896484375,cuda,1,false,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,85.04507911986568,64.551875,11.758469865029616,,cpu,1,false,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,783.354678391479,64.551875,1.2765609596579868,,cpu,1,false,false,true,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,69.42655467117827,64.551875,14.403710579276952,,cpu,1,true,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,56.113076126720344,64.551875,17.821158079833243,,cpu,1,true,true,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,4.205521064792871,64.551875,237.7826634543921,,cuda,512,false,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,3.2747090334244904,64.551875,305.370642030526,,cuda,512,true,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,1.4608055741549226,64.551875,684.5537953115362,,cuda,512,true,true,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,,64.551875,,268.29833984375,cuda,1,false,false,false,2.8.0+cu128