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,46.165644730079094,28.410179,21.661129306149448,,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,299.8524174001068,28.410179,3.3349739470856234,,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,39.795655473394106,28.410179,25.128371127560964,,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,24.694914701136035,28.410179,40.49416700167817,,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,3.6223044672260585,28.410179,276.06735133609425,,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,1.6556837371626896,28.410179,603.9800824000838,,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,0.8123946269036727,28.410179,1230.9288698909281,,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,93.96618209546433,34.492995,10.642126536375146,,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,198.6942708096467,34.492995,5.032857746351535,,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,67.40857257119691,34.492995,14.834908407885369,,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,56.53426503115851,34.492995,17.68838773173855,,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,2.1997679701174397,34.492995,454.59339966051635,,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,1.6750348922535825,34.492995,597.0024890971707,,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,0.862973694623482,34.492995,1158.7838728228014,,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
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,134.65272467997337,34.492995,7.426511438046882,,cpu,1,false,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,454.7398747690022,34.492995,2.19905940843208,,cpu,1,false,false,true,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,102.6320242178109,34.492995,9.743547470892215,,cpu,1,true,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,72.48454004319177,34.492995,13.796045327791614,,cpu,1,true,true,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,5.802251432539076,34.492995,172.34689182753982,,cuda,512,false,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,4.607020074830264,34.492995,217.06004830830759,,cuda,512,true,false,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,2.3739272029191247,34.492995,421.24290870012334,,cuda,512,true,true,false,2.8.0+cu128
cswin transformer s,CSWin Transformer,0.9706696181516326,0.9950193691200886,0.9425475722002249,19877,583,384,false,false,false,false,,34.492995,,182.2109375,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,87.87751686888643,88.449443,11.37947492863281,,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,801.8616553000176,88.449443,1.247097916941606,,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,91.39547336225708,88.449443,10.941460919364992,,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,64.74730156775978,88.449443,15.444659094456211,,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,7.168479789203654,88.449443,139.49959118334766,,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,4.755845650806805,88.449443,210.26754723008202,,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,2.6441102244280046,88.449443,378.1990594648255,,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,65.09046445109156,51.023555,15.363233438768772,,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,562.9749332810752,51.023555,1.7762780203585589,,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,60.098017715435056,51.023555,16.639483929986074,,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,47.025397925689404,51.023555,21.26510447780203,,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,4.658420051006639,51.023555,214.66505575938987,,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,3.6116899413779415,51.023555,276.8786956331244,,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,2.4753299194162537,51.023555,403.98655232019564,,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,36.40934919214083,32.215531,27.4654730773341,,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,119.6753840893507,32.215531,8.355937251501873,,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,22.723602869858343,32.215531,44.00710599138515,,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,18.118997075750183,32.215531,55.190692719872686,,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,1.3834212755621895,32.215531,722.8456130209677,,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,0.9333972909371367,32.215531,1071.3551557408032,,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,0.4621134392073145,32.215531,2163.9708243831824,,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,25.002214496748316,10.941953,39.99645711903063,,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,45.94125059898943,10.941953,21.76693030689933,,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,21.713965733328628,10.941953,46.05331021892083,,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,63.904359336787216,10.941953,15.648384717071085,,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,0.9654994535685547,10.941953,1035.7333671230251,,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,0.5235899020074916,10.941953,1909.8916846293419,,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,0.3650883871735763,10.941953,2739.06274516632,,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,49.72383299764867,38.790491,20.111080335405514,,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,417.07212429959327,38.790491,2.397666834433833,,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,33.37178221877871,38.790491,29.965435871665484,,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,39.62736129450301,38.790491,25.23508927501355,,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,3.882464967965562,38.790491,257.56832534254823,,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,3.134593385442107,38.790491,319.02064383988954,,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,1.8259590855056254,38.790491,547.6573971114422,,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
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,26.130683673287013,21.394947,38.26918623726191,,cpu,1,false,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,95.59915767982602,21.394947,10.460343210858925,,cpu,1,false,false,true,2.8.0+cu128
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,20.764995462312882,21.394947,48.157968626332476,,cpu,1,true,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,19.5104953711335,21.394947,51.254464890703744,,cpu,1,true,true,false,2.8.0+cu128
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,0.9633186198304124,21.394947,1038.0781388571572,,cuda,512,false,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,0.7584367272647796,21.394947,1318.501549373001,,cuda,512,true,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,0.40868128035072,21.394947,2446.894555928339,,cuda,512,true,true,false,2.8.0+cu128
uniformer s,UniFormer,0.9564320571514816,0.9903405946571414,0.915800924131102,19877,866,256,false,false,false,false,,21.394947,,105.54248046875,cuda,1,false,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,38.92173746005735,21.394947,25.69258376572294,,cpu,1,false,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,220.23530944949016,21.394947,4.5405979745012,,cpu,1,false,false,true,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,27.405271998917065,21.394947,36.48932949979535,,cpu,1,true,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,24.84576274330417,21.394947,40.248311566506274,,cpu,1,true,true,false,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,2.261360794767218,21.394947,442.21161095301414,,cuda,512,false,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,1.8025782611463608,21.394947,554.7609341322267,,cuda,512,true,false,false,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,0.9580158530449503,21.394947,1043.8240628499075,,cuda,512,true,true,false,2.8.0+cu128
uniformer s,UniFormer,0.9700659053177039,0.9943150374805051,0.9400683930540468,19877,595,384,false,false,false,false,,21.394947,,120.22412109375,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,89.64016960235313,304.026307,11.155712940259198,,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,1349.047372487839,304.026307,0.7412638135574549,,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,88.48681124004845,304.026307,11.301119183594308,,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,66.8952135555446,304.026307,14.948752636385223,,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,3.732199261991506,304.026307,267.9385343070881,,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,3.5331795395844288,304.026307,283.03118729075953,,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,2.1038195668885846,304.026307,475.3259337153787,,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,85.65211275204396,64.551875,11.675135240328752,,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,787.3591563804075,64.551875,1.270068420359941,,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,68.51881991450985,64.551875,14.594530396870358,,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,55.54454030986461,64.551875,18.003569647373638,,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,4.19753985255132,64.551875,238.23478397523414,,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,3.234608266263119,64.551875,309.1564472984177,,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,1.4495634284230619,64.551875,689.8628789827231,,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