diff --git "a/results_il-common.csv" "b/results_il-common.csv" --- "a/results_il-common.csv" +++ "b/results_il-common.csv" @@ -1,653 +1,679 @@ Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,46.69523362448677,11.834867,21.4154619728812,,cpu,1,false,false,false,2.5.1+cu124 -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,41.805457279522685,11.834867,23.9203220123566,,cpu,1,true,false,false,2.5.1+cu124 -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,42.5546237445087,11.834867,23.4992090637164,,cpu,1,true,true,false,2.5.1+cu124 -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,1.66826683705068,11.834867,599.424491209029,,cuda,512,false,false,false,2.5.1+cu124 -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,1.2322533173730228,11.834867,811.52145090739,,cuda,512,true,false,false,2.5.1+cu124 -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,0.5887502402097748,11.834867,1698.51310743193,,cuda,512,true,true,false,2.5.1+cu124 -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,98.06697289168392,11.834867,10.1971129577387,,cpu,1,false,false,true,2.5.1+cu124 -cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,,11.834867,,58.48046875,cuda,1,false,false,false,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,27.96165645751171,2.921126,35.763260360469694,,cpu,1,false,false,false,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,32.10232043250774,2.921126,31.150396187166923,,cpu,1,false,false,true,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,16.00213108048774,2.921126,62.49167657546273,,cpu,1,true,false,false,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,354.40668579598423,2.921126,2.8216171987671093,,cpu,1,true,true,false,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.5040002220607676,2.921126,1984.1261099274466,,cuda,512,false,false,false,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.3723508277153087,2.921126,2685.639256224719,,cuda,512,true,false,false,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.17623775417860088,2.921126,5674.153104485156,,cuda,512,true,true,false,2.5.1+cu124 -cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,,2.921126,,29.1640625,cuda,1,false,false,false,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,24.33856402349194,5.520051,41.0870583422582,,cpu,1,false,false,false,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,19.61704805999762,5.520051,50.9760692302714,,cpu,1,true,false,false,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,14.850329293491079,5.520051,67.338574131033,,cpu,1,true,true,false,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.7454091399216642,5.520051,1341.54512796166,,cuda,512,false,false,false,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.5556930121730361,5.520051,1799.55475072379,,cuda,512,true,false,false,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.2956641904199844,5.520051,3382.21547418212,,cuda,512,true,true,false,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,54.583998608480634,5.520051,18.3203873936167,,cpu,1,false,false,true,2.5.1+cu124 -coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,,5.520051,,49.2666015625,cuda,1,false,false,false,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,75.02755781100109,5.402303,13.3284359664093,,cpu,1,false,false,false,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,59.49237965000785,5.402303,16.8088754540157,,cpu,1,true,false,false,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,59.81110446251122,5.402303,16.719303363254,,cpu,1,true,true,false,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,2.0457539656104027,5.402303,488.81733424949,,cuda,512,false,false,false,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,1.458746723735374,5.402303,685.519962944168,,cuda,512,true,false,false,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,0.8657629922802826,5.402303,1155.05052643352,,cuda,512,true,true,false,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,164.45811165807135,5.402303,6.08057571571248,,cpu,1,false,false,true,2.5.1+cu124 -coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,,5.402303,,59.08056640625,cuda,1,false,false,false,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,40.950463093504425,14.187091,24.4197482630818,,cpu,1,false,false,false,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,73.5088387750392,14.187091,13.6038062451282,,cpu,1,false,false,true,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,20.973168628996053,14.187091,47.6799675666303,,cpu,1,true,false,false,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,18.388517582505294,14.187091,54.3817627230263,,cpu,1,true,true,false,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,1.3820914514258218,14.187091,723.541122382574,,cuda,512,false,false,false,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,0.6963918554004078,14.187091,1435.97314104862,,cuda,512,true,false,false,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,0.3616930215332564,14.187091,2764.77548767983,,cuda,512,true,true,false,2.5.1+cu124 -conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,,14.187091,,79.02099609375,cuda,1,false,false,false,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,10.582217349990964,3.506491,94.4981535463221,,cpu,1,false,false,false,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,10.353709629009249,3.506491,96.5837401116773,,cpu,1,true,false,false,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,9.514024565025453,3.506491,105.107990121878,,cpu,1,true,true,false,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.451689437187496,3.506491,2213.91052716803,,cuda,512,false,false,false,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.20169690615716707,3.506491,4957.93425418621,,cuda,512,true,false,false,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.09772173945293654,3.506491,10233.137535191,,cuda,512,true,true,false,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,20.75150577584282,3.506491,48.1892741086826,,cpu,1,false,false,true,2.5.1+cu124 -convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,,3.506491,,31.02978515625,cuda,1,false,false,false,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,29.520737376005876,28.151795,33.8744926071118,,cpu,1,false,false,false,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,138.1623343079507,28.151795,7.23786265633798,,cpu,1,false,false,true,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,23.067712199525,28.151795,43.3506362204654,,cpu,1,true,false,false,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,17.643285790516543,28.151795,56.6787848858352,,cpu,1,true,true,false,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,1.5453979149117456,28.151795,647.08253476394,,cuda,512,false,false,false,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,0.7247659003417073,28.151795,1379.75586258753,,cuda,512,true,false,false,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,0.35405739133807396,28.151795,2824.40085834882,,cuda,512,true,true,false,2.5.1+cu124 -convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,,28.151795,,140.0634765625,cuda,1,false,false,false,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,16.31864741348545,8.541222,61.2795885995807,,cpu,1,false,false,false,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,19.592862788995255,8.541222,51.0389936769052,,cpu,1,true,false,false,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,20.452937955502417,8.541222,48.89273131203,,cpu,1,true,true,false,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.2872779950584455,8.541222,3480.94882727288,,cuda,512,false,false,false,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.2648637542577601,8.541222,3775.52603527178,,cuda,512,true,false,false,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.1489810379345613,8.541222,6712.26361330119,,cuda,512,true,true,false,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,43.633034241308174,8.541222,22.9184153105099,,cpu,1,false,false,true,2.5.1+cu124 -crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,,8.541222,,44.74560546875,cuda,1,false,false,false,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,13.500736825022607,5.601203,74.0700313590718,,cpu,1,false,false,false,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,15.39851959201041,5.601203,64.9413077682386,,cpu,1,true,false,false,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,13.110382243990898,5.601203,76.2754267106397,,cpu,1,true,true,false,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.3146756851805322,5.601203,3177.87502210821,,cuda,512,false,false,false,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.25176241409155875,5.601203,3971.9987735593,,cuda,512,true,false,false,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.11011683454086099,5.601203,9081.26358852906,,cuda,512,true,true,false,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,32.45777104166332,5.601203,30.8092628639343,,cpu,1,false,false,true,2.5.1+cu124 -deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,,5.601203,,33.0390625,cuda,1,false,false,false,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,13.422246928501416,5.600435,74.5031741203147,,cpu,1,false,false,false,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,15.111129586992307,5.600435,66.176389676441,,cpu,1,true,false,false,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,13.406042050482945,5.600435,74.5932316364751,,cpu,1,true,true,false,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.31060685805670146,5.600435,3219.50392936092,,cuda,512,false,false,false,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.25192746167988417,5.600435,3969.39656094605,,cuda,512,true,false,false,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.1117920462647248,5.600435,8945.18021104998,,cuda,512,true,true,false,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,31.67095233317621,5.600435,31.5746741518875,,cpu,1,false,false,true,2.5.1+cu124 -deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,,5.600435,,33.005859375,cuda,1,false,false,false,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,12.523892576515204,5.668006,79.8473792305756,,cpu,1,false,false,false,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,15.257020413002456,5.668006,65.5435971723399,,cpu,1,true,false,false,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,13.658736340003081,5.668006,73.2132149788444,,cpu,1,true,true,false,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.29280913525411756,5.668006,3415.19399363049,,cuda,512,false,false,false,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.24975645242676578,5.668006,4003.90056106047,,cuda,512,true,false,false,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.10902270397963316,5.668006,9172.40137601809,,cuda,512,true,true,false,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,31.665785125612,5.668006,31.5798264920069,,cpu,1,false,false,true,2.5.1+cu124 -deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,,5.668006,,33.263671875,cuda,1,false,false,false,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,12.523892576515204,5.668006,79.8473792305756,,cpu,1,false,false,false,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,15.257020413002456,5.668006,65.5435971723399,,cpu,1,true,false,false,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,13.658736340003081,5.668006,73.2132149788444,,cpu,1,true,true,false,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.29280913525411756,5.668006,3415.19399363049,,cuda,512,false,false,false,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.24975645242676578,5.668006,4003.90056106047,,cuda,512,true,false,false,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.10902270397963316,5.668006,9172.40137601809,,cuda,512,true,true,false,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,31.665785125612,5.668006,31.5798264920069,,cpu,1,false,false,true,2.5.1+cu124 -deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,,5.668006,,33.263671875,cuda,1,false,false,false,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,14.659278581006221,5.394987,68.21618093101,,cpu,1,false,false,false,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,15.802036160981512,5.394987,63.2829839023661,,cpu,1,true,false,false,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,14.102751315978814,5.394987,70.9081495939712,,cpu,1,true,true,false,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.40784050602070404,5.394987,2451.93889581246,,cuda,512,false,false,false,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.3126357407666088,5.394987,3198.61061805639,,cuda,512,true,false,false,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.17161933893561362,5.394987,5826.84915465832,,cuda,512,true,true,false,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,28.854921599850034,5.394987,34.6561329768159,,cpu,1,false,false,true,2.5.1+cu124 -edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,,5.394987,,37.9638671875,cuda,1,false,false,false,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,12.50294145900988,2.215407,79.9811790912113,,cpu,1,false,false,false,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,14.183417174994252,2.215407,70.5048711225266,,cpu,1,true,false,false,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,12.101951185497462,2.215407,82.631303388363,,cpu,1,true,true,false,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.28073060601087685,2.215407,3562.13386993955,,cuda,512,false,false,false,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.2041170532078242,2.215407,4899.14970005881,,cuda,512,true,false,false,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.11386625732910707,2.215407,8782.23297626886,,cuda,512,true,true,false,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,15.593834358151067,2.215407,64.1279095976346,,cpu,1,false,false,true,2.5.1+cu124 -edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,,2.215407,,22.36962890625,cuda,1,false,false,false,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,9.29103735150424,1.220915,107.630608097609,,cpu,1,false,false,false,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,13.05971091400715,1.220915,76.5713733316603,,cpu,1,true,false,false,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,10.662589945481153,1.220915,93.7858442567046,,cpu,1,true,true,false,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.17238892289554988,1.220915,5800.8367544932,,cuda,512,false,false,false,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.11495853743184628,1.220915,8698.78847052012,,cuda,512,true,false,false,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.06506827542466441,1.220915,15368.4724771566,,cuda,512,true,true,false,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,9.30039515757621,1.220915,107.522313090685,,cpu,1,false,false,true,2.5.1+cu124 -edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,,1.220915,,17.31494140625,cuda,1,false,false,false,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,18.441069477994454,6.52752,54.2267898937906,,cpu,1,false,false,false,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,14.641514187504075,6.52752,68.2989468980919,,cpu,1,true,false,false,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,12.521546703501375,6.52752,79.8623383899029,,cpu,1,true,true,false,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.4493546779735885,6.52752,2225.41357421626,,cuda,512,false,false,false,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.3354205678368774,6.52752,2981.33178429989,,cuda,512,true,false,false,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.19008297238769947,6.52752,5260.86049391298,,cuda,512,true,true,false,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,36.791841575177415,6.52752,27.179938736056,,cpu,1,false,false,true,2.5.1+cu124 -edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,,6.52752,,42.818359375,cuda,1,false,false,false,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,16.708741779497355,3.885552,59.848911018965,,cpu,1,false,false,false,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,12.760619659500657,3.885552,78.3661002900804,,cpu,1,true,false,false,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,12.102760821988335,3.885552,82.6257756150313,,cpu,1,true,true,false,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.3364571980955585,3.885552,2972.14625117334,,cuda,512,false,false,false,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.24462866546855347,3.885552,4087.82837483348,,cuda,512,true,false,false,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.14844344658200717,3.885552,6736.57223020319,,cuda,512,true,true,false,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,24.299983407642387,3.885552,41.1522914738081,,cpu,1,false,false,true,2.5.1+cu124 -edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,,3.885552,,31.09521484375,cuda,1,false,false,false,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,15.122228414489644,11.725014,66.127820093091,,cpu,1,false,false,false,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,10.675524350517659,11.725014,93.6722138572528,,cpu,1,true,false,false,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,9.896915349498178,11.725014,101.041583633501,,cpu,1,true,true,false,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.5675669061474774,11.725014,1761.90681515909,,cuda,512,false,false,false,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.2707840177686195,11.725014,3692.98014055794,,cuda,512,true,false,false,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.1573605135544653,11.725014,6354.83436989345,,cuda,512,true,true,false,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,42.50046403418907,11.725014,23.5291548627695,,cpu,1,false,false,true,2.5.1+cu124 -efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,,11.725014,,63.419921875,cuda,1,false,false,false,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,16.239702016988296,3.35311,61.5774845470627,,cpu,1,false,false,false,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,12.986972441518455,3.35311,77.0002403949876,,cpu,1,true,false,false,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,13.067232295492435,3.35311,76.5272995372518,,cpu,1,true,true,false,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.8732635459765005,3.35311,1145.12967432046,,cuda,512,false,false,false,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.2416801161865581,3.35311,4137.70075825385,,cuda,512,true,false,false,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.12296362005884026,3.35311,8132.4866616767,,cuda,512,true,true,false,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,18.630901675593734,3.35311,53.6742674837895,,cpu,1,false,false,true,2.5.1+cu124 -efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,,3.35311,,29.20849609375,cuda,1,false,false,false,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,21.461055413499686,5.867278,46.5960308443623,,cpu,1,false,false,false,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,16.166937714500804,5.867278,61.854633057877,,cpu,1,true,false,false,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,16.0492063415004,5.867278,62.3083770450491,,cpu,1,true,true,false,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,1.028082240483172,5.867278,972.68483067077,,cuda,512,false,false,false,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,0.3390730485742215,5.867278,2949.21700266338,,cuda,512,true,false,false,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,0.17565429602541371,5.867278,5693.00052789668,,cuda,512,true,true,false,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,26.66544775808388,5.867278,37.5017141685476,,cpu,1,false,false,true,2.5.1+cu124 -efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,,5.867278,,38.88330078125,cuda,1,false,false,false,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,11.59037315298337,3.846259,86.2784991303407,,cpu,1,false,false,false,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,7.600046466512135,3.846259,131.578142897714,,cpu,1,true,false,false,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,7.4211452919989584,3.846259,134.750090539009,,cpu,1,true,true,false,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.41133982005362607,3.846259,2431.07997633108,,cuda,512,false,false,false,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.2743730441503086,3.846259,3644.6729054483,,cuda,512,true,false,false,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.13928961410158527,3.846259,7179.28616896512,,cuda,512,true,true,false,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,15.294588890780375,3.846259,65.3826008100684,,cpu,1,false,false,true,2.5.1+cu124 -efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,,3.846259,,38.7734375,cuda,1,false,false,false,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,14.672462792485026,4.482799,68.1548840261624,,cpu,1,false,false,false,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,9.978348736010958,4.482799,100.216982434287,,cpu,1,true,false,false,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,37.713419016508816,4.482799,26.5157608638521,,cpu,1,true,true,false,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.48074708119628373,4.482799,2080.0958323275,,cuda,512,false,false,false,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.3424231713768227,4.482799,2920.36311672244,,cuda,512,true,false,false,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.20824884558606963,4.482799,4801.94738744277,,cuda,512,true,true,false,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,19.254204708461963,4.482799,51.9367075992764,,cpu,1,false,false,true,2.5.1+cu124 -efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,,4.482799,,41.2119140625,cuda,1,false,false,false,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,20.31839527600095,6.988435,49.2164851808523,,cpu,1,false,false,false,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,13.822580779000422,6.988435,72.3453901979884,,cpu,1,true,false,false,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,51.71759578699139,6.988435,19.3357789507209,,cpu,1,true,true,false,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.6836282058202431,6.988435,1462.78341280574,,cuda,512,false,false,false,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.4863810091845272,6.988435,2056.00132636061,,cuda,512,true,false,false,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.29819524715833245,6.988435,3353.50750734478,,cuda,512,true,true,false,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,27.7521137002623,6.988435,36.033291402613,,cpu,1,false,false,true,2.5.1+cu124 -efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,,6.988435,,50.8798828125,cuda,1,false,false,false,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,22.752117074996942,8.223733,43.9519538645014,,cpu,1,false,false,false,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,35.77179904168586,8.223733,27.9549820470218,,cpu,1,false,false,true,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,12.51021776651032,8.223733,79.9346597048843,,cpu,1,true,false,false,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,41.503552391004604,8.223733,24.0943230733362,,cpu,1,true,true,false,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.7177660845997017,8.223733,1393.21155102738,,cuda,512,false,false,false,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.5104271631248032,8.223733,1959.143384686,,cuda,512,true,false,false,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.31352293101576784,8.223733,3189.55936256448,,cuda,512,true,true,false,2.5.1+cu124 -efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,,8.223733,,55.63330078125,cuda,1,false,false,false,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,32.75701137000576,20.652739,30.5278155172501,,cpu,1,false,false,false,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,25.10888454399537,20.652739,39.8265402131989,,cpu,1,true,false,false,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,74.79314138248428,20.652739,13.3702099085009,,cpu,1,true,true,false,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.9253567635008173,20.652739,1080.66427938214,,cuda,512,false,false,false,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.65398529734864,20.652739,1529.08636333899,,cuda,512,true,false,false,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.36476490856443833,20.652739,2741.4917842168,,cuda,512,true,true,false,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,76.58025697455759,20.652739,13.0581959307375,,cpu,1,false,false,true,2.5.1+cu124 -efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,,20.652739,,99.05126953125,cuda,1,false,false,false,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,10.835040676989593,2.604259,92.2931468198087,,cpu,1,false,false,false,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,6.525464242993619,2.604259,153.245801794669,,cpu,1,true,false,false,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,6.1692939089843915,2.604259,162.093104130392,,cpu,1,true,true,false,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.16981132808581387,2.604259,5888.8886346537,,cuda,512,false,false,false,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.12144758588874535,2.604259,8234.00475754266,,cuda,512,true,false,false,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.06834946797852114,2.604259,14630.6917899383,,cuda,512,true,true,false,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,6.95342544155814,2.604259,143.814010577198,,cpu,1,false,false,true,2.5.1+cu124 -efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,,2.604259,,23.3681640625,cuda,1,false,false,false,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,13.570655821502447,2.228039,73.6884063049863,,cpu,1,false,false,false,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,8.746366913983332,2.228039,114.333186548719,,cpu,1,true,false,false,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,14.536375730996943,2.228039,68.7929383847467,,cpu,1,true,true,false,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.047995416416028974,2.228039,20835.3229260874,,cuda,512,false,false,false,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.03201021139147995,2.228039,31240.0311191374,,cuda,512,true,false,false,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.01564665659657293,2.228039,63911.417357944,,cuda,512,true,true,false,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,7.871736941160636,2.228039,127.036765516272,,cpu,1,false,false,true,2.5.1+cu124 -efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,,2.228039,,18.74951171875,cuda,1,false,false,false,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,9.206875138479484,3.099751,108.614484823474,,cpu,1,false,false,false,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,8.113634115492449,3.099751,123.24933387008,,cpu,1,true,false,false,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,9.73507552599769,3.099751,102.721339688581,,cpu,1,true,true,false,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.12450144398428611,3.099751,8032.03535636273,,cuda,512,false,false,false,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.10827569654793477,3.099751,9235.68290837353,,cuda,512,true,false,false,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.051241675039079705,3.099751,19515.365163948,,cuda,512,true,true,false,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,10.495689749950545,3.099751,95.2772065318253,,cpu,1,false,false,true,2.5.1+cu124 -fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,,3.099751,,33.54541015625,cuda,1,false,false,false,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,11.312828944995994,6.789619,88.3952196981048,,cpu,1,false,false,false,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,9.174582231004024,6.789619,108.996788608059,,cpu,1,true,false,false,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,7.469469132018294,6.789619,133.87832285342,,cpu,1,true,true,false,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.20020207161621797,6.789619,4994.95330856003,,cuda,512,false,false,false,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.16626445709960078,6.789619,6014.51457181224,,cuda,512,true,false,false,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.0804976980859351,6.789619,12422.7154785526,,cuda,512,true,true,false,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,22.441099991556253,6.789619,44.5610955067382,,cpu,1,false,false,true,2.5.1+cu124 -fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,,6.789619,,41.84423828125,cuda,1,false,false,false,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,16.719590608496226,10.900595,59.8100768981652,,cpu,1,false,false,false,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,10.823788876004986,10.900595,92.3890895744352,,cpu,1,true,false,false,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,16.704946395999297,10.900595,59.862508762045,,cpu,1,true,true,false,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.5204016208057286,10.900595,1921.59278530247,,cuda,512,false,false,false,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.4597712820702774,10.900595,2174.99447877031,,cuda,512,true,false,false,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.2388715357861316,10.900595,4186.35061188424,,cuda,512,true,true,false,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,43.7351635172187,10.900595,22.864896791944,,cpu,1,false,false,true,2.5.1+cu124 -fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,,10.900595,,63.0517578125,cuda,1,false,false,false,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,14.650026674993557,6.864115,68.2592613777913,,cpu,1,false,false,false,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,10.440734330506528,6.864115,95.778703714175,,cpu,1,true,false,false,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,15.727525966503894,6.864115,63.5827912241109,,cpu,1,true,true,false,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.45221350891608825,6.864115,2211.34481894825,,cuda,512,false,false,false,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.4135374639062654,6.864115,2418.16059554562,,cuda,512,true,false,false,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.2131908328124154,6.864115,4690.63320785416,,cuda,512,true,true,false,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,33.96219984182003,6.864115,29.4445001989721,,cpu,1,false,false,true,2.5.1+cu124 -fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,,6.864115,,45.6455078125,cuda,1,false,false,false,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,10.666116327483905,3.512339,93.7548372150462,,cpu,1,false,false,false,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,8.280372814013402,3.512339,120.767509200508,,cpu,1,true,false,false,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,14.228429815993866,3.512339,70.2818239912827,,cpu,1,true,true,false,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.3100026030469392,3.512339,3225.77936498354,,cuda,512,false,false,false,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.2922453776562861,3.512339,3421.78209291,,cuda,512,true,false,false,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.15287833628406125,3.512339,6541.14915367677,,cuda,512,true,true,false,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,19.50105020854,3.512339,51.2792895411384,,cpu,1,false,false,true,2.5.1+cu124 -fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,,3.512339,,29.064453125,cuda,1,false,false,false,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,25.780939581483835,5.351159,38.7883458180171,,cpu,1,false,false,false,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,15.708153997024045,5.351159,63.6612042503182,,cpu,1,true,false,false,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,28.303005246009004,5.351159,35.3319370613836,,cpu,1,true,true,false,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.40958732742666437,5.351159,2441.48178676023,,cuda,512,false,false,false,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.29795912441898065,5.351159,3356.16505099482,,cuda,512,true,false,false,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.19867922770998817,5.351159,5033.23881175791,,cuda,512,true,true,false,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,22.508054983336454,5.351159,44.4285390603647,,cpu,1,false,false,true,2.5.1+cu124 -ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,,5.351159,,37.72802734375,cuda,1,false,false,false,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,70.52609626899361,5.631851,14.1791486116841,,cpu,1,false,false,false,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,76.32421462476465,5.631851,13.1020018341012,,cpu,1,false,false,true,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,52.66591077650082,5.631851,18.9876142889414,,cpu,1,true,false,false,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,47.60062263949664,5.631851,21.008128561122,,cpu,1,true,true,false,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,1.171291784970663,5.631851,853.758229018098,,cuda,512,false,false,false,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,0.8685151670505289,5.631851,1151.39037052858,,cuda,512,true,false,false,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,0.4851932499707337,5.631851,2061.03444361668,,cuda,512,true,true,false,2.5.1+cu124 -groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,,5.631851,,38.607421875,cuda,1,false,false,false,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,12.059639051003613,3.552051,82.9212214205349,,cpu,1,false,false,false,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,9.528393329004754,3.552051,104.949487859193,,cpu,1,true,false,false,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,9.688133450021297,3.552051,103.219057123723,,cpu,1,true,true,false,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.25907213508787685,3.552051,3859.92881735738,,cuda,512,false,false,false,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.21444042961917373,3.552051,4663.29974145224,,cuda,512,true,false,false,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.10987346948724053,3.552051,9101.37820045929,,cuda,512,true,true,false,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,16.883584991834752,3.552051,59.2291270179657,,cpu,1,false,false,true,2.5.1+cu124 -inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,,3.552051,,29.9365234375,cuda,1,false,false,false,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,11.716381078993432,8.728838,85.3505867774242,,cpu,1,false,false,false,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,8.793355211499112,8.728838,113.722234112901,,cpu,1,true,false,false,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,11.0188999310194,8.728838,90.7531610469473,,cpu,1,true,true,false,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.1929456858837852,8.728838,5182.80569694789,,cuda,512,false,false,false,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.11507328579597241,8.728838,8690.11424400467,,cuda,512,true,false,false,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.06284019112314368,8.728838,15913.3825363511,,cuda,512,true,true,false,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,17.83928033255506,8.728838,56.0560729669734,,cpu,1,false,false,true,2.5.1+cu124 -levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,,8.728838,,48.41552734375,cuda,1,false,false,false,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,8.997692514007213,7.29196,111.139605898206,,cpu,1,false,false,false,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,6.774671239516469,7.29196,147.608638802578,,cpu,1,true,false,false,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,8.040990517474723,7.29196,124.362788120045,,cpu,1,true,true,false,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.1268497489743936,7.29196,7883.34236437365,,cuda,512,false,false,false,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.07759925649423843,7.29196,12886.7214091703,,cuda,512,true,false,false,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.04440307181141626,7.29196,22520.9644109103,,cuda,512,true,true,false,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,13.061820533281814,7.29196,76.5590062619508,,cpu,1,false,false,true,2.5.1+cu124 -levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,,7.29196,,42.609375,cuda,1,false,false,false,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,9.14687105352643,1.412763,109.327003097356,,cpu,1,false,false,false,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,6.286117501993438,1.412763,159.08070437482,,cpu,1,true,false,false,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,6.147462269495018,1.412763,162.668749503711,,cpu,1,true,true,false,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.18776621438462368,1.412763,5325.77174907293,,cuda,512,false,false,false,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.12742411688464023,1.412763,7847.80796954882,,cuda,512,true,false,false,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.06188306048329632,1.412763,16159.5110550475,,cuda,512,true,true,false,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,6.909614949836388,1.412763,144.725864937478,,cpu,1,false,false,true,2.5.1+cu124 -mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,,1.412763,,18.7685546875,cuda,1,false,false,false,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,11.78610075148754,3.577563,84.845702670053,,cpu,1,false,false,false,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,6.632248829002488,3.577563,150.778420077825,,cpu,1,true,false,false,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,7.130269030487383,3.577563,140.247162585904,,cpu,1,true,true,false,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.33461390335929775,3.577563,2988.51897652989,,cuda,512,false,false,false,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.22488860408202546,3.577563,4446.64594758773,,cuda,512,true,false,false,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.11488002078124278,3.577563,8704.73380139984,,cuda,512,true,true,false,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,14.158934108369676,3.577563,70.6267853460012,,cpu,1,false,false,true,2.5.1+cu124 -mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,,3.577563,,29.830078125,cuda,1,false,false,false,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,21.96517496148588,11.212979,45.5266120917961,,cpu,1,false,false,false,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,14.478326819487835,11.212979,69.0687544540022,,cpu,1,true,false,false,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,23.41701754950919,11.212979,42.7039864442925,,cpu,1,true,true,false,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.6837293557518361,11.212979,1462.56701074417,,cuda,512,false,false,false,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.5748708945705525,11.212979,1739.52101149082,,cuda,512,true,false,false,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.2932701690184555,11.212979,3409.82515660183,,cuda,512,true,true,false,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,53.32426362438126,11.212979,18.7531891118844,,cpu,1,false,false,true,2.5.1+cu124 -mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,,11.212979,,62.259765625,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,11.552874618500937,2.700211,86.5585434813415,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,7.05424101502283,2.700211,141.758694928396,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,6.720079662482038,2.700211,148.807759762576,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.4266841893459633,2.700211,2343.65374900072,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.2886371504882844,2.700211,3464.55748439974,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.14445538206075526,2.700211,6922.55273382212,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,14.120036099726955,2.700211,70.8213486804993,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,,2.700211,,34.38525390625,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,10.376862804987466,3.122547,96.368239495213,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,5.731562164495691,3.122547,174.472503533945,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,21.773150674504006,3.122547,45.9281256511481,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.231365980048963,3.122547,4322.15661000971,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.16097485278322665,3.122547,6212.15042418227,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.08398448840807728,3.122547,11906.9606656534,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,9.669546591855259,3.122547,103.417465389981,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,,3.122547,,28.9345703125,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,11.475591862021252,4.677283,87.1414748819644,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,7.3748962395184146,4.677283,135.595128056378,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,23.23877527948935,4.677283,43.031527607335,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.2914648433008434,4.677283,3430.94552562493,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.201562327270608,4.677283,4961.24456162608,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.10703531846672831,4.677283,9342.71055876615,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,12.127693400058584,4.677283,82.4559103708187,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,,4.677283,,36.8876953125,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,7.116319672495582,1.898131,140.522074052544,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,4.854212679987552,1.898131,206.006630925484,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,24.2265236124804,1.898131,41.2770736732878,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.09453858833495599,1.898131,10577.6912646182,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.06706456388684517,1.898131,14911.0042926284,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.0367307942724438,1.898131,27225.1123289817,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,4.410184117538546,1.898131,226.747902887585,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,,1.898131,,21.248046875,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,24.24437480099734,10.268899,41.2466812697048,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,14.861160108994216,10.268899,67.2894977690728,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,17.096297056006733,10.268899,58.4921984406356,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.43497526926245156,10.268899,2298.98127701745,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.29413320653304725,10.268899,3399.82014199286,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.16140434060559988,10.268899,6195.62024322229,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,32.32738695902903,10.268899,30.9335239890368,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,,10.268899,,57.9521484375,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,30.065958440478454,31.785115,33.2602069539775,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,18.401922946999537,31.785115,54.3421468984605,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,15.363468534982525,31.785115,65.0894684180858,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.5965685359910816,31.785115,1676.25333833387,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.40016388983417517,31.785115,2498.97610805011,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.18859761852525017,31.785115,5302.29388801172,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,58.63898186653386,31.785115,17.0535020931309,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,,31.785115,,140.28076171875,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,16.65613064251373,8.909763,60.0379536798038,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,9.840905146003978,8.909763,101.616668910386,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,9.9030006740068,8.909763,100.979494288512,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.35251326370115454,8.909763,2836.77269190006,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.24598534615222406,8.909763,4065.28281315248,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.11668750375008584,8.909763,8569.89795704036,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,24.921459466956236,8.909763,40.126060888445,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,,8.909763,,52.70263671875,cuda,1,false,false,false,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,8.632568321481786,2.968275,115.840380609736,,cpu,1,false,false,false,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,5.934314769518094,2.968275,168.511452263461,,cpu,1,true,false,false,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,6.224223918514313,2.968275,160.662600364592,,cpu,1,true,true,false,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.12285907542946005,2.968275,8139.40684889944,,cuda,512,false,false,false,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.09267514128424632,2.968275,10790.3800969979,,cuda,512,true,false,false,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.03720659723143168,2.968275,26876.9539385669,,cuda,512,true,true,false,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,7.069911899937648,2.968275,141.444478255637,,cpu,1,false,false,true,2.5.1+cu124 -mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,,2.968275,,25.3408203125,cuda,1,false,false,false,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,9.816365698497968,1.433779,101.870695399318,,cpu,1,false,false,false,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,4.101006243494339,1.433779,243.842593896646,,cpu,1,true,false,false,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,5.035462127474592,1.433779,198.591504550055,,cpu,1,true,true,false,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.20446151309101881,1.433779,4890.89601696744,,cuda,512,false,false,false,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.15740500351085976,1.433779,6353.03819888424,,cuda,512,true,false,false,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.07955762889167747,1.433779,12569.504822241,,cuda,512,true,true,false,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,8.702946525105874,1.433779,114.903613059697,,cpu,1,false,false,true,2.5.1+cu124 -mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,,1.433779,,20.546875,cuda,1,false,false,false,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,11.516661918023596,3.959091,86.8307159763888,,cpu,1,false,false,false,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,6.304088505508839,3.959091,158.627214564984,,cpu,1,true,false,false,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,5.786981064477016,3.959091,172.801671347852,,cpu,1,true,true,false,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.3366144121238792,3.959091,2970.75812556708,,cuda,512,false,false,false,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.25548857442856876,3.959091,3914.06935608225,,cuda,512,true,false,false,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.1302804527830404,3.959091,7675.74857653686,,cuda,512,true,true,false,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,21.37359085900242,3.959091,46.7867101319948,,cpu,1,false,false,true,2.5.1+cu124 -mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,,3.959091,,34.046875,cuda,1,false,false,false,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,18.38863855699309,2.075712,54.381404958319,,cpu,1,false,false,false,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,15.022653465013716,2.075712,66.5661364238283,,cpu,1,true,false,false,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,14.955254321976108,2.075712,66.8661313589661,,cpu,1,true,true,false,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.6417574567089445,2.075712,1558.22108422112,,cuda,512,false,false,false,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.47814409777828415,2.075712,2091.41973025818,,cuda,512,true,false,false,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.23525414649412843,2.075712,4250.72210161855,,cuda,512,true,true,false,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,33.26649564939244,2.075712,30.0602747743363,,cpu,1,false,false,true,2.5.1+cu124 -mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,,2.075712,,35.88525390625,cuda,1,false,false,false,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,14.758874059014497,1.07008,67.7558461439147,,cpu,1,false,false,false,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,11.656805404520123,1.07008,85.7867970938447,,cpu,1,true,false,false,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,11.798351289500719,1.07008,84.7576051486019,,cpu,1,true,true,false,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.2976812142676977,1.07008,3359.29830997237,,cuda,512,false,false,false,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.22744367610357602,1.07008,4396.69291813859,,cuda,512,true,false,false,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.10461993882302062,1.07008,9558.40742453158,,cuda,512,true,true,false,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,16.001398566489407,1.07008,62.4945373271452,,cpu,1,false,false,true,2.5.1+cu124 -mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,,1.07008,,20.041015625,cuda,1,false,false,false,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,28.158329459518402,10.110729,35.5134704080241,,cpu,1,false,false,false,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,15.958905135485121,10.110729,62.6609401779367,,cpu,1,true,false,false,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,14.048559733986629,10.110729,71.1816740602081,,cpu,1,true,true,false,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,1.1590139782569502,10.110729,862.80236369876,,cuda,512,false,false,false,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,0.7970736263135351,10.110729,1254.58924619674,,cuda,512,true,false,false,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,0.411005030200328,10.110729,2433.06024627628,,cuda,512,true,true,false,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,83.73219109101558,10.110729,11.9428380766128,,cpu,1,false,false,true,2.5.1+cu124 -mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,,10.110729,,81.1787109375,cuda,1,false,false,false,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,20.69400718502585,4.578825,48.3231686864204,,cpu,1,false,false,false,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,11.685531356517451,4.578825,85.5759117399709,,cpu,1,true,false,false,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,12.371392887522235,4.578825,80.8316419251868,,cpu,1,true,true,false,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.7677379733203784,4.578825,1302.52773049002,,cuda,512,false,false,false,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.5226970151710477,4.578825,1913.15421931912,,cuda,512,true,false,false,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.27209986912083634,4.578825,3675.1212091025,,cuda,512,true,true,false,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,42.60582239949151,4.578825,23.4709704843518,,cpu,1,false,false,true,2.5.1+cu124 -mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,,4.578825,,49.05517578125,cuda,1,false,false,false,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,41.55118599801787,2.834269,24.0667017313947,,cpu,1,false,false,false,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,26.1424177355075,2.834269,38.252009057363,,cpu,1,true,false,false,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,26.688705295004183,2.834269,37.4690337708959,,cpu,1,true,true,false,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,1.1473370624463537,2.834269,871.583454183724,,cuda,512,false,false,false,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,0.7752316051417533,2.834269,1289.93708895182,,cuda,512,true,false,false,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,0.45704970702615805,2.834269,2187.94582870779,,cuda,512,true,true,false,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,41.12133099988573,2.834269,24.3182789974084,,cpu,1,false,false,true,2.5.1+cu124 -moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,,2.834269,,33.84716796875,cuda,1,false,false,false,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,11.29714283248177,4.78103,88.5179566929773,,cpu,1,false,false,false,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,13.442661804001544,4.78103,74.3900288931114,,cpu,1,true,false,false,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,12.443081741512293,4.78103,80.3659431621208,,cpu,1,true,true,false,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.20238270044927728,4.78103,4941.13379147556,,cuda,512,false,false,false,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.19564486902368117,4.78103,5111.3019471978,,cuda,512,true,false,false,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.08232201151855602,4.78103,12147.4194028239,,cuda,512,true,true,false,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,25.215715684074283,4.78103,39.657807556562,,cpu,1,false,false,true,2.5.1+cu124 -pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,,4.78103,,30.52587890625,cuda,1,false,false,false,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,16.16859196097356,11.592499,61.8483045656492,,cpu,1,false,false,false,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,51.386256324864625,11.592499,19.46045638503,,cpu,1,false,false,true,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,13.8623342210194,11.592499,72.1379230983844,,cpu,1,true,false,false,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,10.235911409487018,11.592499,97.6952574123652,,cpu,1,true,true,false,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.550756234561048,11.592499,1815.68530185954,,cuda,512,false,false,false,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.37085472456055824,11.592499,2696.47366953446,,cuda,512,true,false,false,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.21477880457950937,11.592499,4655.95290912334,,cuda,512,true,true,false,2.5.1+cu124 -poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,,11.592499,,66.48681640625,cuda,1,false,false,false,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,15.088983266032308,11.569035,66.2735177293992,,cpu,1,false,false,false,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,47.30297448307588,11.569035,21.1403196295358,,cpu,1,false,false,true,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,15.18935799249448,11.569035,65.8355672763872,,cpu,1,true,false,false,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,9.632575118448582,11.569035,103.81439933801,,cpu,1,true,true,false,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.7357488781735793,11.569035,1359.15939482286,,cuda,512,false,false,false,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.37775052830966216,11.569035,2647.24977215716,,cuda,512,true,false,false,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.2276036936837044,11.569035,4393.6018076652,,cuda,512,true,true,false,2.5.1+cu124 -poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,,11.569035,,69.40234375,cuda,1,false,false,false,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,14.797805715003056,3.505107,67.577586789515,,cpu,1,false,false,false,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,13.913955016498212,3.505107,71.8702912877229,,cpu,1,true,false,false,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,12.680212097475309,3.505107,78.8630341758325,,cpu,1,true,true,false,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.3737290790380145,3.505107,2675.73506073977,,cuda,512,false,false,false,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.2668865788379546,3.505107,3746.91003329609,,cuda,512,true,false,false,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.13659176326683567,3.505107,7321.08566492749,,cuda,512,true,true,false,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,29.736202382870612,3.505107,33.629042038537,,cpu,1,false,false,true,2.5.1+cu124 -pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,,3.505107,,36.271484375,cuda,1,false,false,false,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,14.702874595997864,3.232211,68.0139107132289,,cpu,1,false,false,false,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,14.35885849499028,3.232211,69.643419102493,,cpu,1,true,false,false,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,12.541712948994245,3.232211,79.7339250281751,,cpu,1,true,true,false,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.42169221757831044,3.232211,2371.39780701382,,cuda,512,false,false,false,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.314482600600456,3.232211,3179.82615919181,,cuda,512,true,false,false,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.16887841845203866,3.232211,5921.41973596229,,cuda,512,true,true,false,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,30.226831233206536,3.232211,33.0831899739931,,cpu,1,false,false,true,2.5.1+cu124 -pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,,3.232211,,35.23046875,cuda,1,false,false,false,2.5.1+cu124 -regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,29.31204804149452,13.572127,34.1156646094598,,cpu,1,false,false,false,2.5.1+cu124 -regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,1.012454633442416,13.572127,987.698576280826,,cuda,512,false,false,false,2.5.1+cu124 -regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,80.07592579136433,13.572127,12.4881478436537,,cpu,1,false,false,true,2.5.1+cu124 -regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,,13.572127,,76.1162109375,cuda,1,false,false,false,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,12.734391117497575,5.243747,78.5275079721683,,cpu,1,false,false,false,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,10.720787260506768,5.243747,93.2767319881255,,cpu,1,true,false,false,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,9.053539417509477,5.243747,110.454039451798,,cpu,1,true,true,false,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.21778960756847698,5.243747,4591.58731752424,,cuda,512,false,false,false,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.14850754409650346,5.243747,6733.66465039768,,cuda,512,true,false,false,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.06833061942870682,5.243747,14634.7275695833,,cuda,512,true,true,false,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,14.788545791331368,5.243747,67.6199008415129,,cpu,1,false,false,true,2.5.1+cu124 -regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,,5.243747,,35.66748046875,cuda,1,false,false,false,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,25.017334860516712,10.643249,39.97228344168016,,cpu,1,false,false,false,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,49.84833791580361,10.643249,20.060849404629117,,cpu,1,false,false,true,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,19.938438675017096,10.643249,50.1543784997068,,cpu,1,true,false,false,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,781.4910627525531,10.643249,1.2796051646167503,,cpu,1,true,true,false,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.6449105464957939,10.643249,1550.6026462640925,,cuda,512,false,false,false,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.5648768260061842,10.643249,1770.2974417807893,,cuda,512,true,false,false,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.37150902989196766,10.643249,2691.7246137753186,,cuda,512,true,true,false,2.5.1+cu124 -regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,,10.643249,,59.88427734375,cuda,1,false,false,false,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,10.04382536699995,2.930895,99.5636586121465,,cpu,1,false,false,false,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,6.397506307490421,2.930895,156.310904895735,,cpu,1,true,false,false,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,36.35914516649785,2.930895,27.5033968873785,,cpu,1,true,true,false,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.15003715037124726,2.930895,6665.01594788778,,cuda,512,false,false,false,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.1066717433300823,2.930895,9374.55383011437,,cuda,512,true,false,false,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.04867128183121849,2.930895,20545.9967844649,,cuda,512,true,true,false,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,9.217000174491316,2.930895,108.495169910875,,cpu,1,false,false,true,2.5.1+cu124 -regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,,2.930895,,26.08837890625,cuda,1,false,false,false,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,13.445447583973875,4.066755,74.3746159251654,,cpu,1,false,false,false,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,9.375708615989428,4.066755,106.658604800771,,cpu,1,true,false,false,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,48.21130444749728,4.066755,20.7420232964037,,cpu,1,true,true,false,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.2843153270458746,4.066755,3517.2215665976,,cuda,512,false,false,false,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.20695914694840684,4.066755,4831.87148161802,,cuda,512,true,false,false,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.09020221727041605,4.066755,11086.2019832851,,cuda,512,true,true,false,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,15.63637783304633,4.066755,63.9534303070225,,cpu,1,false,false,true,2.5.1+cu124 -regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,,4.066755,,33.33642578125,cuda,1,false,false,false,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,13.772278727003139,5.672099,72.6096254528535,,cpu,1,false,false,false,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,9.258216623507945,5.672099,108.012162672977,,cpu,1,true,false,false,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,44.749010181520184,5.672099,22.3468630019657,,cpu,1,true,true,false,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.3246504112595968,5.672099,3080.2363567634,,cuda,512,false,false,false,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.23662964522941377,5.672099,4226.01318203598,,cuda,512,true,false,false,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.09992975581070587,5.672099,10007.029356644,,cuda,512,true,true,false,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,19.476436566522654,5.672099,51.3440945208049,,cpu,1,false,false,true,2.5.1+cu124 -regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,,5.672099,,39.68115234375,cuda,1,false,false,false,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,17.023218087997517,6.478017,58.7432995824136,,cpu,1,false,false,false,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,15.770543194492355,6.478017,63.4093567778462,,cpu,1,true,false,false,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,60.78681554651102,6.478017,16.4509357993075,,cpu,1,true,true,false,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.4302627345995803,6.478017,2324.16130792884,,cuda,512,false,false,false,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.36053759129401863,6.478017,2773.63588193637,,cuda,512,true,false,false,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.17404274298826283,6.478017,5745.7150055802,,cuda,512,true,true,false,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,23.485908725221346,6.478017,42.5787229142259,,cpu,1,false,false,true,2.5.1+cu124 -regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,,6.478017,,44.873046875,cuda,1,false,false,false,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,13.759823015017899,3.253023,72.6753533754445,,cpu,1,false,false,false,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,8.414063328498708,3.253023,118.84864196505,,cpu,1,true,false,false,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,24.11144062600212,3.253023,41.4740875715898,,cpu,1,true,true,false,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.20451759206565606,3.253023,4889.55492727966,,cuda,512,false,false,false,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.1635165037254182,3.253023,6115.59064202614,,cuda,512,true,false,false,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.08602070782700395,3.253023,11625.1077823156,,cuda,512,true,true,false,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,11.780114832799875,3.253023,84.88881595752,,cpu,1,false,false,true,2.5.1+cu124 -repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,,3.253023,,27.93408203125,cuda,1,false,false,false,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,12.424232220510026,9.322387,80.4878709808073,,cpu,1,false,false,false,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,6.86900421450262,9.322387,145.58150916383,,cpu,1,true,false,false,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,14.190670034004144,9.322387,70.4688360453571,,cpu,1,true,true,false,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.6989590103222533,9.322387,1430.69906136406,,cuda,512,false,false,false,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.45233765080553284,9.322387,2210.73792601429,,cuda,512,true,false,false,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.24155578822274043,9.322387,4139.8304191241,,cuda,512,true,true,false,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,68.20752544153945,9.322387,14.6611388336775,,cpu,1,false,false,true,2.5.1+cu124 -resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,,9.322387,,63.16748046875,cuda,1,false,false,false,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,16.673781657504158,5.601203,59.9743969629075,,cpu,1,false,false,false,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,33.74644954989589,5.601203,29.6327469507999,,cpu,1,false,false,true,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,16.60104281849635,5.601203,60.2371797322173,,cpu,1,true,false,false,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,13.453885577997426,5.601203,74.3279697305741,,cpu,1,true,true,false,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.3513135614940671,5.601203,2846.45999928724,,cuda,512,false,false,false,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.23415552957999355,5.601203,4270.6657485036,,cuda,512,true,false,false,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.10994241787130925,5.601203,9095.67043696027,,cuda,512,true,true,false,2.5.1+cu124 -rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,,5.601203,,33.35595703125,cuda,1,false,false,false,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,10.887262207019374,1.283315,91.8504561555675,,cpu,1,false,false,false,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,8.900185397505988,1.283315,112.357210028481,,cpu,1,true,false,false,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,7.911810041987317,1.283315,126.393327783792,,cpu,1,true,true,false,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.2628138018897627,1.283315,3804.97520605653,,cuda,512,false,false,false,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.15682558273425679,1.283315,6376.51065958106,,cuda,512,true,false,false,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.08459937856940787,1.283315,11820.4177963266,,cuda,512,true,true,false,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,12.030217557912692,1.283315,83.1240162687054,,cpu,1,false,false,true,2.5.1+cu124 -shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,,1.283315,,19.35107421875,cuda,1,false,false,false,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,10.730181907507362,1.633879,93.1950649690618,,cpu,1,false,false,false,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,8.477909528999609,1.633879,117.953605966116,,cpu,1,true,false,false,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,7.543026260012998,1.633879,132.572785183208,,cpu,1,true,true,false,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.15376979504878813,1.633879,6503.22776123048,,cuda,512,false,false,false,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.09970477642099285,1.633879,10029.6097729321,,cuda,512,true,false,false,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.06811832364746787,1.633879,14680.3377777658,,cuda,512,true,true,false,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,9.76247779132491,1.633879,102.433011513595,,cpu,1,false,false,true,2.5.1+cu124 -shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,,1.633879,,19.41943359375,cuda,1,false,false,false,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,32.29748469050541,11.183859,30.9621634496501,,cpu,1,false,false,false,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,89.32474188331994,11.183859,11.1951065171422,,cpu,1,false,false,true,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,30.02976609150206,11.183859,33.3002926813667,,cpu,1,true,false,false,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,25.565582814997466,11.183859,39.1150871558998,,cpu,1,true,true,false,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,1.2400289196582999,11.183859,806.43280503132,,cuda,512,false,false,false,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,0.8749918754297404,11.183859,1142.86775463928,,cuda,512,true,false,false,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,0.5141224264453113,11.183859,1945.06200967363,,cuda,512,true,true,false,2.5.1+cu124 -smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,,11.183859,,68.341796875,cuda,1,false,false,false,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,14.220951595023504,0.833235,70.3187823485695,,cpu,1,false,false,false,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,9.557655587472212,0.833235,104.628168576273,,cpu,1,true,false,false,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,9.523813327512448,0.833235,104.999958064192,,cpu,1,true,true,false,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.2160662511766986,0.833235,4628.21007239211,,cuda,512,false,false,false,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.12972302505374952,0.833235,7708.73173506137,,cuda,512,true,false,false,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.05838451005871556,0.833235,17127.8306351176,,cuda,512,true,true,false,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,16.666867366681497,0.833235,59.9992774886471,,cpu,1,false,false,true,2.5.1+cu124 -squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,,0.833235,,20.29052734375,cuda,1,false,false,false,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,8.480090919008914,0.940519,117.923263978032,,cpu,1,false,false,false,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,5.242694451502756,0.940519,190.741613735159,,cpu,1,true,false,false,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,5.599752992508008,0.940519,178.579305433278,,cpu,1,true,true,false,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.16717046352539444,0.940519,5981.91797110195,,cuda,512,false,false,false,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.11319573908679098,0.940519,8834.2547879233,,cuda,512,true,false,false,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.05468234509294231,0.940519,18287.4380807978,,cuda,512,true,true,false,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,7.678818057562866,0.940519,130.228375318139,,cpu,1,false,false,true,2.5.1+cu124 -starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,,0.940519,,20.89794921875,cuda,1,false,false,false,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,14.129444013495238,2.744403,70.7741931702964,,cpu,1,false,false,false,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,9.657408509519838,2.744403,103.547447435225,,cpu,1,true,false,false,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,8.7170337095158,2.744403,114.717922784716,,cpu,1,true,true,false,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.31190073894521214,2.744403,3206.14822325143,,cuda,512,false,false,false,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.19470799074696293,2.744403,5135.89604701726,,cuda,512,true,false,false,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.08625833482426487,2.744403,11593.0825935524,,cuda,512,true,true,false,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,14.823987857865482,2.744403,67.4582311850322,,cpu,1,false,false,true,2.5.1+cu124 -starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,,2.744403,,29.056640625,cuda,1,false,false,false,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,21.60395544001949,5.190855,46.2878199678002,,cpu,1,false,false,false,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,16.722550146019792,5.190855,59.7994917801466,,cpu,1,true,false,false,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,17.877736527501835,5.190855,55.9354926425765,,cpu,1,true,true,false,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.5356786663722332,5.190855,1866.79078853799,,cuda,512,false,false,false,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.4336683297950108,5.190855,2305.90968095984,,cuda,512,true,false,false,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.21134459980942202,5.190855,4731.60895003582,,cuda,512,true,true,false,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,49.43691232474517,5.190855,20.2278005032175,,cpu,1,false,false,true,2.5.1+cu124 -tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,,5.190855,,46.37353515625,cuda,1,false,false,false,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,79.80397553750639,12.567139,12.530704056592,,cpu,1,false,false,false,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,48.136647471983494,12.567139,20.7741928970442,,cpu,1,true,false,false,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,48.03461302648072,12.567139,20.8183211437285,,cpu,1,true,true,false,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,1.5960274091210636,12.567139,626.555655802116,,cuda,512,false,false,false,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,1.277200275287952,12.567139,782.962562214093,,cuda,512,true,false,false,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,0.964531973813509,12.567139,1036.7722658755,,cuda,512,true,true,false,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,214.6896049748952,12.567139,4.65788737240881,,cpu,1,false,false,true,2.5.1+cu124 -transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,,12.567139,,94.49853515625,cuda,1,false,false,false,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,19.271457653521786,3.944147,51.8902107966521,,cpu,1,false,false,false,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,15.566327117994659,3.944147,64.2412299587358,,cpu,1,true,false,false,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,15.510835575492823,3.944147,64.4710592883857,,cpu,1,true,true,false,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.7551245694435265,3.944147,1324.28481401013,,cuda,512,false,false,false,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.6654410479492847,3.944147,1502.76272117829,,cuda,512,true,false,false,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.4297190932419426,3.944147,2327.10162458845,,cuda,512,true,true,false,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,39.91662159193458,3.944147,25.0522203562953,,cpu,1,false,false,true,2.5.1+cu124 -van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,,3.944147,,34.03662109375,cuda,1,false,false,false,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,36.87202925648311,86.090099,27.1208289905599,,cpu,1,false,false,false,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,36.413913815515144,86.090099,27.4620301752327,,cpu,1,true,false,false,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,27.91342392200018,86.090099,35.8250568899877,,cpu,1,true,true,false,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,1.1899362570702017,86.090099,840.38114987953,,cuda,512,false,false,false,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,1.1453125609912715,86.090099,873.124100843264,,cuda,512,true,false,false,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,0.6368231793408095,86.090099,1570.29460051238,,cuda,512,true,true,false,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,375.14516611602863,86.090099,2.66563477374172,,cpu,1,false,false,true,2.5.1+cu124 -"vitreg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,,86.090099,,348.42236328125,cuda,1,false,false,false,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,20.823667513497654,2.970547,48.0222803860949,,cpu,1,false,false,false,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,17.310775496502178,2.970547,57.7674870893023,,cpu,1,true,false,false,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,16.958619925513634,2.970547,58.967062437406,,cpu,1,true,true,false,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.29181170212893925,2.970547,3426.86736928097,,cuda,512,false,false,false,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.22231498379881023,2.970547,4498.12236185113,,cuda,512,true,false,false,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.09834149957526966,2.970547,10168.6470545897,,cuda,512,true,true,false,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,24.226357041819302,2.970547,41.2773574778003,,cpu,1,false,false,true,2.5.1+cu124 -xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,,2.970547,,22.73828125,cuda,1,false,false,false,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,39.44926350848988,2.966339,25.3490156992358,,cpu,1,false,false,false,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,24.722790679981706,2.966339,40.4485081374616,,cpu,1,true,false,false,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,23.538501644507058,2.966339,42.4835877449897,,cpu,1,true,true,false,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,1.5311090988575409,2.966339,653.12132280199,,cuda,512,false,false,false,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,1.2459193958397912,2.966339,802.620140066097,,cuda,512,true,false,false,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,0.4234294331152446,2.966339,2361.66860825622,,cuda,512,true,true,false,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,146.3153330250255,2.966339,6.8345536952642,,cpu,1,false,false,true,2.5.1+cu124 -xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,,2.966339,,27.2197265625,cuda,1,false,false,false,2.5.1+cu124 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,45.786012735552504,11.834867,21.840731268209066,,cpu,1,false,false,false,2.7.1+cu128 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,92.78937379000125,11.834867,10.777096117311629,,cpu,1,false,false,true,2.7.1+cu128 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,31.829820718889497,11.834867,31.41707924878594,,cpu,1,true,false,false,2.7.1+cu128 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,38.97292390555473,11.834867,25.658839516977377,,cpu,1,true,true,false,2.7.1+cu128 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,1.7500663508854095,11.834867,571.4069066547511,,cuda,512,false,false,false,2.7.1+cu128 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,1.2905259893880345,11.834867,774.8778468802465,,cuda,512,true,false,false,2.7.1+cu128 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,0.608863029882798,11.834867,1642.4055180234761,,cuda,512,true,true,false,2.7.1+cu128 +cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,,11.834867,,58.48046875,cuda,1,false,false,false,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,23.20668873221924,2.921126,43.091024813533174,,cpu,1,false,false,false,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,22.725591720009103,2.921126,44.00325467079188,,cpu,1,false,false,true,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,15.677929457775058,2.921126,63.78393286519581,,cpu,1,true,false,false,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,34.47943815000246,2.921126,29.002792784775377,,cpu,1,true,true,false,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.548996560703093,2.921126,1821.505035877297,,cuda,512,false,false,false,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.39017806960941925,2.921126,2562.932358041117,,cuda,512,true,false,false,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.18783866371099595,2.921126,5323.717600219814,,cuda,512,true,true,false,2.7.1+cu128 +cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,,2.921126,,29.1640625,cuda,1,false,false,false,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,24.46235349555435,5.520051,40.87914109252547,,cpu,1,false,false,false,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,56.086657530031516,5.520051,17.829552411187127,,cpu,1,false,false,true,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,19.546106084445555,5.520051,51.16108526576463,,cpu,1,true,false,false,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,14.392434531109757,5.520051,69.48094833007332,,cpu,1,true,true,false,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.7761156641536596,5.520051,1288.467745449362,,cuda,512,false,false,false,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.581130758945297,5.520051,1720.7831191295313,,cuda,512,true,false,false,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.3103351757030737,5.520051,3222.3224381009013,,cuda,512,true,true,false,2.7.1+cu128 +coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,,5.520051,,49.2666015625,cuda,1,false,false,false,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,77.37919617666599,5.402303,12.923370226241174,,cpu,1,false,false,false,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,156.90563818003284,5.402303,6.373257274876282,,cpu,1,false,false,true,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,57.726634262225055,5.402303,17.323026238763003,,cpu,1,true,false,false,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,59.155304622222005,5.402303,16.904654728535448,,cpu,1,true,true,false,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,2.1540996229296634,5.402303,464.23108260887165,,cuda,512,false,false,false,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,1.525704630768227,5.402303,655.4348592993897,,cuda,512,true,false,false,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,0.9002647755337989,5.402303,1110.784323875234,,cuda,512,true,true,false,2.7.1+cu128 +coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,,5.402303,,59.08056640625,cuda,1,false,false,false,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,35.28357632111389,14.187091,28.34179820376072,,cpu,1,false,false,false,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,66.23297687001468,14.187091,15.098219153920061,,cpu,1,false,false,true,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,19.09755247222266,14.187091,52.36273085017032,,cpu,1,true,false,false,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,19.47466919222077,14.187091,51.34875412412416,,cpu,1,true,true,false,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,1.4497492359244766,14.187091,689.774462520975,,cuda,512,false,false,false,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,0.7327096763281323,14.187091,1364.7970435048082,,cuda,512,true,false,false,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,0.3772244401822415,14.187091,2650.9417033448003,,cuda,512,true,true,false,2.7.1+cu128 +conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,,14.187091,,79.02099609375,cuda,1,false,false,false,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,10.47371601111081,3.506491,95.47709704360632,,cpu,1,false,false,false,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,21.86457825002435,3.506491,45.73607542596374,,cpu,1,false,false,true,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,10.259653033337802,3.506491,97.46918309523643,,cpu,1,true,false,false,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,9.24752858110878,3.506491,108.13700019731107,,cpu,1,true,true,false,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.46757590937507604,3.506491,2138.690167627581,,cuda,512,false,false,false,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.205155178945328,3.506491,4874.359034662688,,cuda,512,true,false,false,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.09885983104159853,3.506491,10115.331874067406,,cuda,512,true,true,false,2.7.1+cu128 +convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,,3.506491,,31.02978515625,cuda,1,false,false,false,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,23.577546609998937,28.151795,42.41323393571037,,cpu,1,false,false,false,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,127.26786547995289,28.151795,7.857443009897255,,cpu,1,false,false,true,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,22.936494704441024,28.151795,43.59864106900246,,cpu,1,true,false,false,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,17.821249513338746,28.151795,56.11278823359304,,cpu,1,true,true,false,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,1.6172791957812178,28.151795,618.3224285630878,,cuda,512,false,false,false,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,0.7379799507942646,28.151795,1355.050362714775,,cuda,512,true,false,false,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,0.359181070716185,28.151795,2784.111083599315,,cuda,512,true,true,false,2.7.1+cu128 +convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,,28.151795,,140.0634765625,cuda,1,false,false,false,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,15.955403153331847,8.541222,62.674693355597064,,cpu,1,false,false,false,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,44.26482016999216,8.541222,22.59130379745485,,cpu,1,false,false,true,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,18.343632312219903,8.541222,54.51483015901023,,cpu,1,true,false,false,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,22.337123118882626,8.541222,44.76852254776949,,cpu,1,true,true,false,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.2962279577603984,8.541222,3375.778598213346,,cuda,512,false,false,false,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.2871287502864561,8.541222,3482.7581668583957,,cuda,512,true,false,false,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.1570781210937374,8.541222,6366.258986528388,,cuda,512,true,true,false,2.7.1+cu128 +crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,,8.541222,,44.74560546875,cuda,1,false,false,false,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,13.26267073333535,5.601203,75.39959485584816,,cpu,1,false,false,false,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,32.017386309962596,5.601203,31.23303040163643,,cpu,1,false,false,true,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,15.227390543328108,5.601203,65.67113368207075,,cpu,1,true,false,false,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,13.279371277781642,5.601203,75.30477001370903,,cpu,1,true,true,false,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.34194068084635393,5.601203,2924.483853529365,,cuda,512,false,false,false,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.2750210330338139,5.601203,3636.0855348727077,,cuda,512,true,false,false,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.11530179406245604,5.601203,8672.891936601833,,cuda,512,true,true,false,2.7.1+cu128 +deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,,5.601203,,33.0390625,cuda,1,false,false,false,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,13.304903010001807,5.600435,75.16026229189808,,cpu,1,false,false,false,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,31.123345689993585,5.600435,32.130221794294705,,cpu,1,false,false,true,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,14.986374131104743,5.600435,66.72728114564184,,cpu,1,true,false,false,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,13.640148547775528,5.600435,73.31298456885814,,cpu,1,true,true,false,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.3376753827343274,5.600435,2961.4240514144,,cuda,512,false,false,false,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.27509227229169636,5.600435,3635.1439161462226,,cuda,512,true,false,false,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.11752333453131314,5.600435,8508.94849085105,,cuda,512,true,true,false,2.7.1+cu128 +deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,,5.600435,,33.005859375,cuda,1,false,false,false,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,12.830208242222499,5.668006,77.94105762906746,,cpu,1,false,false,false,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,31.061937409976963,5.668006,32.19374203229204,,cpu,1,false,false,true,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,15.009159641114014,5.668006,66.62598199440417,,cpu,1,true,false,false,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,13.867859314446429,5.668006,72.1091826305362,,cpu,1,true,true,false,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.3190323899088791,5.668006,3134.4779766268134,,cuda,512,false,false,false,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.2726580062239729,5.668006,3667.5981528983875,,cuda,512,true,false,false,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.11436578826826842,5.668006,8743.873628136895,,cuda,512,true,true,false,2.7.1+cu128 +deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,,5.668006,,33.263671875,cuda,1,false,false,false,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,12.839269956659539,5.668006,77.8860483014702,,cpu,1,false,false,false,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,30.99409515998559,5.668006,32.26421016126431,,cpu,1,false,false,true,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,14.952384183335301,5.668006,66.87896644031645,,cpu,1,true,false,false,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,13.367083603330277,5.668006,74.81063406761814,,cpu,1,true,true,false,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.3191179076822929,5.668006,3133.6379937523875,,cuda,512,false,false,false,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.27255683029949296,5.668006,3668.9596034015085,,cuda,512,true,false,false,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.11422495322913544,5.668006,8754.654492998552,,cuda,512,true,true,false,2.7.1+cu128 +deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,,5.668006,,33.263671875,cuda,1,false,false,false,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,14.538972301112759,5.394987,68.7806523933926,,cpu,1,false,false,false,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,28.76056155000697,5.394987,34.76983570926687,,cpu,1,false,false,true,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,16.202761245553525,5.394987,61.71787541919295,,cpu,1,true,false,false,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,14.849478256663941,5.394987,67.34243336470317,,cpu,1,true,true,false,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.4206217254035967,5.394987,2377.4330701546046,,cuda,512,false,false,false,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.32732079919270524,5.394987,3055.1068018481315,,cuda,512,true,false,false,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.17716776161459316,5.394987,5644.367750016382,,cuda,512,true,true,false,2.7.1+cu128 +edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,,5.394987,,37.9638671875,cuda,1,false,false,false,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,12.391963238890943,2.215407,80.69746340608884,,cpu,1,false,false,false,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,15.33498816002975,2.215407,65.21035357604475,,cpu,1,false,false,true,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,13.946593479995498,2.215407,71.70209710596102,,cpu,1,true,false,false,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,12.100227685554676,2.215407,82.64307300546136,,cpu,1,true,true,false,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.2848866349610072,2.215407,3510.168176674456,,cuda,512,false,false,false,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.21204403149738482,2.215407,4716.001638614069,,cuda,512,true,false,false,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.11827179044265299,2.215407,8455.101561051237,,cuda,512,true,true,false,2.7.1+cu128 +edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,,2.215407,,22.36962890625,cuda,1,false,false,false,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,9.279433606667832,1.220915,107.76519800534375,,cpu,1,false,false,false,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,9.151115070053494,1.220915,109.27630046664406,,cpu,1,false,false,true,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,12.425436925550457,1.220915,80.48006729998343,,cpu,1,true,false,false,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,10.314641512223817,1.220915,96.94956424950942,,cpu,1,true,true,false,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.17370380473958374,1.220915,5756.926288973332,,cuda,512,false,false,false,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.11924661597655965,1.220915,8385.982208472653,,cuda,512,true,false,false,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.0664938594530895,1.220915,15038.98267035449,,cuda,512,true,true,false,2.7.1+cu128 +edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,,1.220915,,17.31494140625,cuda,1,false,false,false,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,18.212270975555942,6.52752,54.90803433257584,,cpu,1,false,false,false,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,37.46264415996848,6.52752,26.693257307997808,,cpu,1,false,false,true,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,14.795821373328282,6.52752,67.58664995798422,,cpu,1,true,false,false,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,12.563681981110776,6.52752,79.59450115845644,,cpu,1,true,true,false,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.47323635328126556,6.52752,2113.109005819879,,cuda,512,false,false,false,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.35662965136718106,6.52752,2804.029323322904,,cuda,512,true,false,false,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.19778534091149896,6.52752,5055.986431509401,,cuda,512,true,true,false,2.7.1+cu128 +edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,,6.52752,,42.818359375,cuda,1,false,false,false,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,16.663442038892146,3.885552,60.01161090643935,,cpu,1,false,false,false,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,24.53420600999379,3.885552,40.75941970947251,,cpu,1,false,false,true,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,12.751267718890125,3.885552,78.42357497667223,,cpu,1,true,false,false,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,12.5287805444451,3.885552,79.81622764103496,,cpu,1,true,true,false,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.35248637170572766,3.885552,2836.9891158085607,,cuda,512,false,false,false,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.25998240053382915,3.885552,3846.414210910708,,cuda,512,true,false,false,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.14496329174477296,3.885552,6898.298099912302,,cuda,512,true,true,false,2.7.1+cu128 +edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,,3.885552,,31.09521484375,cuda,1,false,false,false,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,15.305613674451402,11.725014,65.33550508133042,,cpu,1,false,false,false,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,42.920999030029634,11.725014,23.298618918454135,,cpu,1,false,false,true,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,11.598089263328195,11.725014,86.22109877718249,,cpu,1,true,false,false,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,9.955706681115164,11.725014,100.44490381550568,,cpu,1,true,true,false,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.5989341173957995,11.725014,1669.6327207874854,,cuda,512,false,false,false,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.28254072910158357,11.725014,3539.312732644871,,cuda,512,true,false,false,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.16824846256506967,11.725014,5943.590715506553,,cuda,512,true,true,false,2.7.1+cu128 +efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,,11.725014,,63.419921875,cuda,1,false,false,false,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,16.276364484446177,3.35311,61.43878142785559,,cpu,1,false,false,false,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,18.828794459986966,3.35311,53.11014479047493,,cpu,1,false,false,true,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,13.709932985560346,3.35311,72.93981677760392,,cpu,1,true,false,false,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,13.187661316664565,3.35311,75.82845631138188,,cpu,1,true,true,false,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.9020332402212716,3.35311,1108.6065960880742,,cuda,512,false,false,false,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.2544447878646376,3.35311,3930.125699929807,,cuda,512,true,false,false,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.12747261908856444,3.35311,7844.8219480391135,,cuda,512,true,true,false,2.7.1+cu128 +efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,,3.35311,,29.20849609375,cuda,1,false,false,false,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,21.32260003554822,5.867278,46.89859577785253,,cpu,1,false,false,false,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,28.08674265004811,5.867278,35.6039862813457,,cpu,1,false,false,true,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,16.365506853334306,5.867278,61.10412643872744,,cpu,1,true,false,false,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,16.524101626669616,5.867278,60.51766217571655,,cpu,1,true,true,false,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,1.078102397513021,5.867278,927.5556777415684,,cuda,512,false,false,false,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,0.3573947247266081,5.867278,2798.0267497371647,,cuda,512,true,false,false,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,0.18221347755210596,5.867278,5488.068245193547,,cuda,512,true,true,false,2.7.1+cu128 +efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,,5.867278,,38.88330078125,cuda,1,false,false,false,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,13.28137354111176,3.846259,75.29341727378987,,cpu,1,false,false,false,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,15.987258910026867,3.846259,62.5498095469525,,cpu,1,false,false,true,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,8.088429815559518,3.846259,123.63339026275828,,cpu,1,true,false,false,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,7.669683454441838,3.846259,130.383477485092,,cpu,1,true,true,false,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.4292249491536874,3.846259,2329.780694183138,,cuda,512,false,false,false,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.2889842410677564,3.846259,3460.396305020439,,cuda,512,true,false,false,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.1466081705338714,3.846259,6820.9022482070095,,cuda,512,true,true,false,2.7.1+cu128 +efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,,3.846259,,38.7734375,cuda,1,false,false,false,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,13.77163833666095,4.482799,72.61300184872982,,cpu,1,false,false,false,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,19.0514092399826,4.482799,52.48955536062555,,cpu,1,false,false,true,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,11.252559210002396,4.482799,88.86867256926764,,cpu,1,true,false,false,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,32.618260561106986,4.482799,30.657674038951342,,cpu,1,true,true,false,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.5028182436979023,4.482799,1988.7902090537689,,cuda,512,false,false,false,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.3606272807682368,4.482799,2772.946067390467,,cuda,512,true,false,false,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.2189975626692823,4.482799,4566.260865241424,,cuda,512,true,true,false,2.7.1+cu128 +efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,,4.482799,,41.2119140625,cuda,1,false,false,false,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,19.45013940444268,6.988435,51.41351325078865,,cpu,1,false,false,false,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,26.837360939971408,6.988435,37.26148790250855,,cpu,1,false,false,true,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,15.762644166663652,6.988435,63.441132682224456,,cpu,1,true,false,false,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,45.056552826661374,6.988435,22.194329953450605,,cpu,1,true,true,false,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.7151044789453447,6.988435,1398.3970586715202,,cuda,512,false,false,false,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.5114791379687252,6.988435,1955.113954346943,,cuda,512,true,false,false,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.3130463544270394,6.988435,3194.4150949474374,,cuda,512,true,true,false,2.7.1+cu128 +efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,,6.988435,,50.8798828125,cuda,1,false,false,false,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,20.970104877778795,8.223733,47.686933652852694,,cpu,1,false,false,false,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,28.918141280009873,8.223733,34.58036912943869,,cpu,1,false,false,true,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,14.96597476221925,8.223733,66.8182337527685,,cpu,1,true,false,false,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,40.44187151332961,8.223733,24.726847759021258,,cpu,1,true,true,false,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.7576871876952395,8.223733,1319.805872713562,,cuda,512,false,false,false,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.5369667177082723,8.223733,1862.3128157140054,,cuda,512,true,false,false,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.32943578805988716,8.223733,3035.4929131689028,,cuda,512,true,true,false,2.7.1+cu128 +efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,,8.223733,,55.63330078125,cuda,1,false,false,false,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,32.29168762221687,20.652739,30.967721839102463,,cpu,1,false,false,false,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,75.53059949997989,20.652739,13.239667189458313,,cpu,1,false,false,true,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,26.865017418887064,20.652739,37.22312866609066,,cpu,1,true,false,false,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,62.69811215444254,20.652739,15.949443542043616,,cpu,1,true,true,false,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.9708508078906182,20.652739,1030.02437848583,,cuda,512,false,false,false,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.687626214973894,20.652739,1454.278470226685,,cuda,512,true,false,false,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.38551453563807553,20.652739,2593.935915658467,,cuda,512,true,true,false,2.7.1+cu128 +efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,,20.652739,,99.05126953125,cuda,1,false,false,false,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,10.599608634446566,2.604259,94.34310590960915,,cpu,1,false,false,false,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,7.345707750064322,2.604259,136.13392119925322,,cpu,1,false,false,true,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,6.329696542217991,2.604259,157.9854568588196,,cpu,1,true,false,false,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,6.222472386669122,2.604259,160.70782445614003,,cpu,1,true,true,false,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.18582186434893325,2.604259,5381.498046549659,,cuda,512,false,false,false,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.13496490341140088,2.604259,7409.333646924442,,cuda,512,true,false,false,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.06913712763018035,2.604259,14464.008475288047,,cuda,512,true,true,false,2.7.1+cu128 +efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,,2.604259,,23.3681640625,cuda,1,false,false,false,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,13.610876950002018,2.228039,73.47065172019293,,cpu,1,false,false,false,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,7.812843889987563,2.228039,127.99436595444274,,cpu,1,false,false,true,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,8.45483703999586,2.228039,118.27549073618687,,cpu,1,true,false,false,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,13.51533379111465,2.228039,73.99003350234882,,cpu,1,true,true,false,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.04956332042970265,2.228039,20176.210781082234,,cuda,512,false,false,false,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.033166291497366274,2.228039,30151.094827090023,,cuda,512,true,false,false,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.01753181635422152,2.228039,57039.155544154906,,cuda,512,true,true,false,2.7.1+cu128 +efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,,2.228039,,18.74951171875,cuda,1,false,false,false,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,9.13281666333205,3.099751,109.49524520895794,,cpu,1,false,false,false,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,10.517433099957998,3.099751,95.08023397876366,,cpu,1,false,false,true,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,8.83084140888564,3.099751,113.23949255773007,,cpu,1,true,false,false,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,9.905367351109616,3.099751,100.95536738352045,,cpu,1,true,true,false,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.13041987255206777,3.099751,7667.543146852625,,cuda,512,false,false,false,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.11147421276045105,3.099751,8970.684566742966,,cuda,512,true,false,false,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.05396583833335929,3.099751,18530.241183742426,,cuda,512,true,true,false,2.7.1+cu128 +fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,,3.099751,,25.38818359375,cuda,1,false,false,false,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,10.970537052223031,6.789619,91.15324028711643,,cpu,1,false,false,false,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,22.463207420005347,6.789619,44.517240183136856,,cpu,1,false,false,true,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,9.432512576669172,6.789619,106.01629119196173,,cpu,1,true,false,false,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,7.366943988890853,6.789619,135.74149627144882,,cpu,1,true,true,false,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.21001174359374392,6.789619,4761.638482152905,,cuda,512,false,false,false,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.17675638281247075,6.789619,5657.504323682317,,cuda,512,true,false,false,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.08429463958331476,6.789619,11863.150550772856,,cuda,512,true,true,false,2.7.1+cu128 +fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,,6.789619,,41.84423828125,cuda,1,false,false,false,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,16.047870298886362,10.900595,62.313564440347875,,cpu,1,false,false,false,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,43.22324608998315,10.900595,23.135698737623198,,cpu,1,false,false,true,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,10.482066137774382,10.900595,95.40103896084807,,cpu,1,true,false,false,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,15.318798860001456,10.900595,65.27926955233258,,cpu,1,true,true,false,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.5440958198307536,10.900595,1837.9115654868656,,cuda,512,false,false,false,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.47743445374995497,10.900595,2094.528352835898,,cuda,512,true,false,false,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.24843279006518057,10.900595,4025.2335440005036,,cuda,512,true,true,false,2.7.1+cu128 +fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,,10.900595,,63.0517578125,cuda,1,false,false,false,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,14.214861468887344,6.864115,70.34890928685738,,cpu,1,false,false,false,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,34.591560249973554,6.864115,28.908785633650755,,cpu,1,false,false,true,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,10.015999129997606,6.864115,99.84026426330561,,cpu,1,true,false,false,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,13.86081858000479,6.864115,72.14581117471451,,cpu,1,true,true,false,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.472350517695285,6.864115,2117.071883141459,,cuda,512,false,false,false,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.4293536867187224,6.864115,2329.0821318954195,,cuda,512,true,false,false,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.2222727258853752,6.864115,4498.977533193589,,cuda,512,true,true,false,2.7.1+cu128 +fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,,6.864115,,45.6455078125,cuda,1,false,false,false,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,11.322700394448475,3.512339,88.31815425322924,,cpu,1,false,false,false,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,20.691801120046875,3.512339,48.328320681140134,,cpu,1,false,false,true,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,7.101471463336363,3.512339,140.81588656137288,,cpu,1,true,false,false,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,12.483991911107701,3.512339,80.10258314171483,,cpu,1,true,true,false,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.325655302148391,3.512339,3070.731517045379,,cuda,512,false,false,false,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.3026329710937148,3.512339,3304.3326257083045,,cuda,512,true,false,false,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.15983052130205047,3.512339,6256.627281532685,,cuda,512,true,true,false,2.7.1+cu128 +fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,,3.512339,,29.06494140625,cuda,1,false,false,false,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,25.41813528444133,5.351159,39.34198904874462,,cpu,1,false,false,false,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,21.61291208001785,5.351159,46.2686377614309,,cpu,1,false,false,true,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,15.395046896665006,5.351159,64.9559567250573,,cpu,1,true,false,false,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,24.63198510888712,5.351159,40.59762116530365,,cpu,1,true,true,false,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.43118268395829773,5.351159,2319.2025960316996,,cuda,512,false,false,false,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.2731683523436838,5.351159,3660.7461714373885,,cuda,512,true,false,false,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.15826496161461515,5.351159,6318.517944831409,,cuda,512,true,true,false,2.7.1+cu128 +ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,,5.351159,,37.72802734375,cuda,1,false,false,false,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,73.16239081222092,5.631851,13.66822473812545,,cpu,1,false,false,false,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,69.52551239999592,5.631851,14.383209349781916,,cpu,1,false,false,true,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,52.620716905552804,5.631851,19.003922006514415,,cpu,1,true,false,false,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,48.74219891556196,5.631851,20.516103545766157,,cpu,1,true,true,false,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,1.2161336419140412,5.631851,822.2780503186525,,cuda,512,false,false,false,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,0.907728649492204,5.631851,1101.6508078261206,,cuda,512,true,false,false,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,0.4910048226301456,5.631851,2036.6398738068206,,cuda,512,true,true,false,2.7.1+cu128 +groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,,5.631851,,38.607421875,cuda,1,false,false,false,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,18.704181367777185,13.447043,53.463981146096025,,cpu,1,false,false,false,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,99.48623931006296,13.447043,10.05164138211475,,cpu,1,false,false,true,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,14.13808917110954,13.447043,70.73091617242369,,cpu,1,true,false,false,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,12.283990683338038,13.447043,81.406769654783,,cpu,1,true,true,false,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,0.681170456809923,13.447043,1468.061320044954,,cuda,512,false,false,false,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,0.530818721705657,13.447043,1883.8823106817765,,cuda,512,true,false,false,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,0.23423160408848767,13.447043,4269.27870767696,,cuda,512,true,true,false,2.7.1+cu128 +hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,,13.447043,,86.1123046875,cuda,1,false,false,false,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,12.2587475288876,3.552051,81.57440208663334,,cpu,1,false,false,false,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,16.59889366994321,3.552051,60.24497896572292,,cpu,1,false,false,true,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,9.673537090000334,3.552051,103.37480393120252,,cpu,1,true,false,false,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,9.629047963333303,3.552051,103.85242692817872,,cpu,1,true,true,false,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.273082813697935,3.552051,3661.8928392400762,,cuda,512,false,false,false,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.18442997682285522,3.552051,5422.112051559269,,cuda,512,true,false,false,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.09825994915369543,3.552051,10177.086479414194,,cuda,512,true,true,false,2.7.1+cu128 +inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,,3.552051,,29.9365234375,cuda,1,false,false,false,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,11.768609284441078,8.728838,84.9718072739546,,cpu,1,false,false,false,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,17.719312729968806,8.728838,56.435597431986885,,cpu,1,false,false,true,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,8.614512242226434,8.728838,116.08318287577805,,cpu,1,true,false,false,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,10.408052592223006,8.728838,96.07945301383367,,cpu,1,true,true,false,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.2023020547916114,8.728838,4943.103524233041,,cuda,512,false,false,false,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.12084755124997551,8.728838,8274.8883999435,,cuda,512,true,false,false,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.061682626302115295,8.728838,16212.020465894248,,cuda,512,true,true,false,2.7.1+cu128 +levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,,8.728838,,48.41552734375,cuda,1,false,false,false,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,9.10554348554999,7.29196,109.82320842099612,,cpu,1,false,false,false,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,13.069411739998033,7.29196,76.51453790682629,,cpu,1,false,false,true,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,6.3192361877817245,7.29196,158.24697325501222,,cpu,1,true,false,false,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,8.013283831112656,7.29196,124.79278421629907,,cpu,1,true,true,false,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.1328320652343488,7.29196,7528.3027350041675,,cuda,512,false,false,false,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.08104900795567953,7.29196,12338.21394269052,,cuda,512,true,false,false,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.04375893410156095,7.29196,22852.47619786809,,cuda,512,true,true,false,2.7.1+cu128 +levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,,7.29196,,42.609375,cuda,1,false,false,false,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,9.189707266664804,1.412763,108.81739439377455,,cpu,1,false,false,false,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,7.165895690050092,1.412763,139.54989623816442,,cpu,1,false,false,true,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,6.4800133866649245,1.412763,154.32066885199308,,cpu,1,true,false,false,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,6.134231515550507,1.412763,163.0196052211206,,cpu,1,true,true,false,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.19633116398438233,1.412763,5093.434886779093,,cuda,512,false,false,false,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.13422071102866087,1.412763,7450.4150092489435,,cuda,512,true,false,false,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.06442446451823494,1.412763,15522.053733437802,,cuda,512,true,true,false,2.7.1+cu128 +mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,,1.412763,,18.24365234375,cuda,1,false,false,false,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,11.706644603327732,3.577563,85.4215732931484,,cpu,1,false,false,false,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,14.678235969986417,3.577563,68.12807765488766,,cpu,1,false,false,true,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,6.49237468888815,3.577563,154.02684655762755,,cpu,1,true,false,false,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,7.656169294447561,3.577563,130.61362171356689,,cpu,1,true,true,false,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.34957684385422755,3.577563,2860.6013744348493,,cuda,512,false,false,false,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.2369225275130778,3.577563,4220.789008528543,,cuda,512,true,false,false,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.12051633278645113,3.577563,8297.630510977708,,cuda,512,true,true,false,2.7.1+cu128 +mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,,3.577563,,29.830078125,cuda,1,false,false,false,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,21.51839343999907,11.212979,46.47187081081845,,cpu,1,false,false,false,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,54.59356494000531,11.212979,18.317177145308854,,cpu,1,false,false,true,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,15.068029576666758,11.212979,66.36567806772337,,cpu,1,true,false,false,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,22.439923801106893,11.212979,44.56343118021965,,cpu,1,true,true,false,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.715003200950548,11.212979,1398.595137295285,,cuda,512,false,false,false,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.5977431724218718,11.212979,1672.9593011465226,,cuda,512,true,false,false,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.3075168021354102,11.212979,3251.854835429986,,cuda,512,true,true,false,2.7.1+cu128 +mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,,11.212979,,62.259765625,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,11.624493117778911,2.700211,86.02525631595623,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,14.412779549966217,2.700211,69.38286931630367,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,7.224830966669187,2.700211,138.41154272167324,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,6.835279361112042,2.700211,146.2997994916346,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.44678070158852284,2.700211,2238.2345442507103,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.3036695146093394,2.700211,3293.053638546716,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.15133173546881076,2.700211,6607.999286482103,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,,2.700211,,34.38525390625,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,10.335720235557853,3.122547,96.75184478772096,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,9.3212578100065,3.122547,107.28165880429636,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,6.321259629993518,3.122547,158.19631822352872,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,17.799532497778674,3.122547,56.18125083480685,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.24307756425779797,3.122547,4113.91319907847,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.1692006009765616,3.122547,5910.144492563147,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.08822458751306309,3.122547,11334.708704100585,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,,3.122547,,28.9345703125,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,11.538855775555323,4.677283,86.6637056092222,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,11.933093039988309,4.677283,83.80057011614315,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,7.659163854445474,4.677283,130.56255473886847,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,19.090505565561923,4.677283,52.38205958274554,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.3058318678905418,4.677283,3269.770435950459,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.21240204332030999,4.677283,4708.052636254369,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.11399086805984854,4.677283,8772.632553995209,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,,4.677283,,36.8876953125,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,6.969292117775896,1.898131,143.48659563994988,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,4.164182620006613,1.898131,240.14316643932676,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,4.731046309995387,1.898131,211.36973398194763,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,20.20204680556263,1.898131,49.499934814756,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.09842848829426507,1.898131,10159.660250093113,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.07090872765625515,1.898131,14102.63634749884,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.039339843164043486,1.898131,25419.521776690697,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,,1.898131,,19.720703125,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,24.05659973888962,10.268899,41.56863442273646,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,32.09506626997609,10.268899,31.15743683431706,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,15.808532918890704,10.268899,63.25697679416103,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,16.999440203330273,10.268899,58.825466488249134,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.4569339175650574,10.268899,2188.5002657033483,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.3080040214714094,10.268899,3246.7108553413013,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.1686248020573089,10.268899,5930.3257160245,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,,10.268899,,57.9521484375,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,29.421248894440293,31.785115,33.98903981227558,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,58.35571223004081,31.785115,17.136283009587057,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,17.2319404722172,31.785115,58.03176964383582,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,15.960669544446217,31.785115,62.65401318004023,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.6267598874868933,31.785115,1595.5073385593967,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.41631453074217006,31.785115,2402.030018546999,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.20313760528646677,31.785115,4922.771431659783,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,,31.785115,,140.28076171875,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,16.57789472666789,8.909763,60.32129027767069,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,25.15115737995075,8.909763,39.759601711098604,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,8.999378207776722,8.909763,111.1187880886993,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,10.382202563325537,8.909763,96.31867553157127,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.3703630005208917,8.909763,2700.0537272717966,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.25778171826829066,8.909763,3879.2510451002317,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.12223584893225353,8.909763,8180.906082259284,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,,8.909763,,52.70263671875,cuda,1,false,false,false,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,8.636498526668422,2.968275,115.78766521086361,,cpu,1,false,false,false,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,7.163463039978524,2.968275,139.5972861755699,,cpu,1,false,false,true,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,5.592659908894954,2.968275,178.80579478997655,,cpu,1,true,false,false,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,5.856388665561098,2.968275,170.75369431686966,,cpu,1,true,true,false,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.1299981596874507,2.968275,7692.416588082933,,cuda,512,false,false,false,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.09659974739586612,2.968275,10351.993943648697,,cuda,512,true,false,false,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.03870339772134912,2.968275,25837.524839541195,,cuda,512,true,true,false,2.7.1+cu128 +mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,,2.968275,,25.37744140625,cuda,1,false,false,false,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,10.15903812999669,1.433779,98.43451586693925,,cpu,1,false,false,false,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,8.916564639948774,1.433779,112.15081596781258,,cpu,1,false,false,true,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,4.2198646377720355,1.433779,236.97442592091548,,cpu,1,true,false,false,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,5.398279143329193,1.433779,185.24421828680877,,cpu,1,true,true,false,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.2147707030858707,1.433779,4656.128539096764,,cuda,512,false,false,false,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.16569770328127711,1.433779,6035.086668053981,,cuda,512,true,false,false,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.0859014596223536,1.433779,11641.245729656686,,cuda,512,true,true,false,2.7.1+cu128 +mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,,1.433779,,20.546875,cuda,1,false,false,false,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,11.69605198222497,3.959091,85.49893601018071,,cpu,1,false,false,false,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,21.892830290016718,3.959091,45.67705439419621,,cpu,1,false,false,true,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,6.267260277778001,3.959091,159.55935379702163,,cpu,1,true,false,false,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,5.751501891103948,3.959091,173.86762952242708,,cpu,1,true,true,false,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.3526631431900758,3.959091,2835.567082384414,,cuda,512,false,false,false,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.26918186953120465,3.959091,3714.960453100189,,cuda,512,true,false,false,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.13654303138016152,3.959091,7323.698543178023,,cuda,512,true,true,false,2.7.1+cu128 +mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,,3.959091,,34.046875,cuda,1,false,false,false,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,18.63438944555431,2.075712,53.6642213538461,,cpu,1,false,false,false,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,33.85083512002893,2.075712,29.541368667986507,,cpu,1,false,false,true,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,14.534450556667352,2.075712,68.80205041815444,,cpu,1,true,false,false,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,15.725555508882584,2.075712,63.590758331885304,,cpu,1,true,true,false,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.6696326719922278,2.075712,1493.3560470173813,,cuda,512,false,false,false,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.5020147863802057,2.075712,1991.973199057608,,cuda,512,true,false,false,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.2474367403254973,2.075712,4041.437010059715,,cuda,512,true,true,false,2.7.1+cu128 +mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,,2.075712,,35.88525390625,cuda,1,false,false,false,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,14.593502268883942,1.07008,68.52364713932897,,cpu,1,false,false,false,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,16.63875977996213,1.07008,60.10063329385215,,cpu,1,false,false,true,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,11.009800619997097,1.07008,90.82816615077482,,cpu,1,true,false,false,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,13.007196314437252,1.07008,76.88051873946553,,cpu,1,true,true,false,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.30745572596354503,1.07008,3252.5008173650663,,cuda,512,false,false,false,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.23859678221346786,1.07008,4191.171359156552,,cuda,512,true,false,false,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.1111314466666613,1.07008,8998.353121412154,,cuda,512,true,true,false,2.7.1+cu128 +mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,,1.07008,,20.041015625,cuda,1,false,false,false,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,27.44803162666762,10.110729,36.43248498112456,,cpu,1,false,false,false,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,85.87327690998791,10.110729,11.64506626488933,,cpu,1,false,false,true,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,16.14247181556291,10.110729,61.94838135234673,,cpu,1,true,false,false,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,14.054765575557314,10.110729,71.15024399546749,,cpu,1,true,true,false,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,1.2106758678255385,10.110729,825.984911879075,,cuda,512,false,false,false,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,0.8377988024479539,10.110729,1193.603997854989,,cuda,512,true,false,false,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,0.4285045782942613,10.110729,2333.6973527346613,,cuda,512,true,true,false,2.7.1+cu128 +mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,,10.110729,,81.1787109375,cuda,1,false,false,false,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,20.36339332222673,4.578825,49.10772896128739,,cpu,1,false,false,false,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,43.07168266997906,4.578825,23.217110129226494,,cpu,1,false,false,true,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,11.740792548888646,4.578825,85.17312573542213,,cpu,1,true,false,false,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,12.021276381112534,4.578825,83.18584219319422,,cpu,1,true,true,false,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.8028061845181846,4.578825,1245.6306631471255,,cuda,512,false,false,false,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.5510468303515381,4.578825,1814.7277961149944,,cuda,512,true,false,false,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.2748286513281073,4.578825,3638.630816574283,,cuda,512,true,true,false,2.7.1+cu128 +mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,,4.578825,,49.05517578125,cuda,1,false,false,false,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,40.524944976665815,2.834269,24.67615935261104,,cpu,1,false,false,false,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,41.96728943999915,2.834269,23.828081664166213,,cpu,1,false,false,true,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,26.556714628895858,2.834269,37.65526022228363,,cpu,1,true,false,false,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,25.749369682218656,2.834269,38.835902095520204,,cpu,1,true,true,false,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,1.2011357764583863,2.834269,832.5453454967047,,cuda,512,false,false,false,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,0.8121377806119766,2.834269,1231.3181628448094,,cuda,512,true,false,false,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,0.4262928531641326,2.834269,2345.805219528221,,cuda,512,true,true,false,2.7.1+cu128 +moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,,2.834269,,33.84716796875,cuda,1,false,false,false,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,11.1824645100003,4.78103,89.42572534933744,,cpu,1,false,false,false,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,24.525788680039113,4.78103,40.77340847407176,,cpu,1,false,false,true,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,12.770752077776706,4.78103,78.3039239905198,,cpu,1,true,false,false,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,11.731698727776854,4.78103,85.23914764639538,,cpu,1,true,true,false,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.23081719640629217,4.78103,4332.432832429723,,cuda,512,false,false,false,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.20529895699221848,4.78103,4870.945350384334,,cuda,512,true,false,false,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.07891046506510217,4.78103,12672.59037410294,,cuda,512,true,true,false,2.7.1+cu128 +pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,,4.78103,,30.52587890625,cuda,1,false,false,false,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,16.45248089221746,11.592499,60.781106907289065,,cpu,1,false,false,false,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,51.08185839999351,11.592499,19.57642167537364,,cpu,1,false,false,true,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,10.799605978884049,11.592499,92.59597081182888,,cpu,1,true,false,false,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,9.11864815667084,11.592499,109.66537833444531,,cpu,1,true,true,false,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.5706687421614258,11.592499,1752.330075434776,,cuda,512,false,false,false,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.37623150591144844,11.592499,2657.9379565180925,,cuda,512,true,false,false,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.2243543302734944,11.592499,4457.235119023427,,cuda,512,true,true,false,2.7.1+cu128 +poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,,11.592499,,66.48681640625,cuda,1,false,false,false,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,13.596715461107022,11.569035,73.54717415838175,,cpu,1,false,false,false,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,47.5903236099839,11.569035,21.012674933570143,,cpu,1,false,false,true,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,10.951805740001468,11.569035,91.30914332670275,,cpu,1,true,false,false,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,9.427427695554796,11.569035,106.07347330507962,,cpu,1,true,true,false,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.762686904739572,11.569035,1311.1540184913247,,cuda,512,false,false,false,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.3766207185285945,11.569035,2655.1911533355437,,cuda,512,true,false,false,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.2315836315755367,11.569035,4318.094474970807,,cuda,512,true,true,false,2.7.1+cu128 +poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,,11.569035,,69.40234375,cuda,1,false,false,false,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,14.247039317779125,3.505107,70.19002177891674,,cpu,1,false,false,false,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,32.28218937998463,3.505107,30.976833331509194,,cpu,1,false,false,true,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,14.113699803330949,3.505107,70.85314367845572,,cpu,1,true,false,false,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,12.347475982217778,3.505107,80.98821179649593,,cpu,1,true,true,false,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.38593858962239364,3.505107,2591.085801962459,,cuda,512,false,false,false,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.28056869593749906,3.505107,3564.1894996823353,,cuda,512,true,false,false,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.1398921356380356,3.505107,7148.364669958672,,cuda,512,true,true,false,2.7.1+cu128 +pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,,3.505107,,36.271484375,cuda,1,false,false,false,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,14.4143202677838,3.232211,69.37545312039538,,cpu,1,false,false,false,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,32.54014641002868,3.232211,30.731269226613126,,cpu,1,false,false,true,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,13.754101268884066,3.232211,72.70558653383644,,cpu,1,true,false,false,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,13.360513372220643,3.232211,74.8474233092879,,cpu,1,true,true,false,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.43378160880214034,3.232211,2305.3075089131485,,cuda,512,false,false,false,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.32765074834638125,3.232211,3052.030264075069,,cuda,512,true,false,false,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.17383671535156964,3.232211,5752.5247067490145,,cuda,512,true,true,false,2.7.1+cu128 +pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,,3.232211,,35.23046875,cuda,1,false,false,false,2.7.1+cu128 +regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,29.387427945556638,13.572127,34.0281565931053,,cpu,1,false,false,false,2.7.1+cu128 +regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,81.27376010001171,13.572127,12.30409419681637,,cpu,1,false,false,true,2.7.1+cu128 +regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,24.777260904447758,13.572127,40.35958631006264,,cpu,1,true,false,false,2.7.1+cu128 +regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,23.175867378886323,13.572127,43.14833113478289,,cpu,1,true,true,false,2.7.1+cu128 +regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,1.0576355906119754,13.572127,945.5052466808289,,cuda,512,false,false,false,2.7.1+cu128 +regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,,13.572127,,76.11865234375,cuda,1,false,false,false,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,12.653260198882588,5.243747,79.03101527053954,,cpu,1,false,false,false,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,15.9312740599853,5.243747,62.76961881609378,,cpu,1,false,false,true,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,11.03020348111588,5.243747,90.66015887304684,,cpu,1,true,false,false,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,8.967235645549307,5.243747,111.51708726382454,,cpu,1,true,true,false,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.24238003701820313,5.243747,4125.752319795621,,cuda,512,false,false,false,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.16187478572912065,5.243747,6177.614354797591,,cuda,512,true,false,false,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.07752324028643898,5.243747,12899.35761592422,,cuda,512,true,true,false,2.7.1+cu128 +regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,,5.243747,,35.66748046875,cuda,1,false,false,false,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,25.26601298556165,10.643249,39.578860367540116,,cpu,1,false,false,false,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,46.24854970999877,10.643249,21.62229964551307,,cpu,1,false,false,true,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,29.818169266671045,10.643249,33.53659948257587,,cpu,1,true,false,false,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,66.07826422999399,10.643249,15.133569436984148,,cpu,1,true,true,false,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.6706467159244766,10.643249,1491.0980345613334,,cuda,512,false,false,false,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.5809826666015283,10.643249,1721.2217463380161,,cuda,512,true,false,false,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.36689217511726235,10.643249,2725.5964226557576,,cuda,512,true,true,false,2.7.1+cu128 +regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,,10.643249,,59.88427734375,cuda,1,false,false,false,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,9.933365410001391,2.930895,100.67081585392516,,cpu,1,false,false,false,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,9.993996749981306,2.930895,100.06006856084583,,cpu,1,false,false,true,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,6.48099232333253,2.930895,154.29735912506055,,cpu,1,true,false,false,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,28.622139118888295,2.930895,34.93798963963811,,cpu,1,true,true,false,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.157946060976523,2.930895,6331.275334233497,,cuda,512,false,false,false,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.11304687826822146,2.930895,8845.887788491984,,cuda,512,true,false,false,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.053261879609370524,2.930895,18775.15415028776,,cuda,512,true,true,false,2.7.1+cu128 +regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,,2.930895,,26.08837890625,cuda,1,false,false,false,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,12.913050204442698,4.066755,77.44103710337569,,cpu,1,false,false,false,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,16.264438209982472,4.066755,61.48383283144937,,cpu,1,false,false,true,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,9.505010043333943,4.066755,105.20767420980478,,cpu,1,true,false,false,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,36.487731961104956,4.066755,27.406471881178472,,cpu,1,true,true,false,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.29729248169275024,4.066755,3363.6908485075423,,cuda,512,false,false,false,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.22107176334638248,4.066755,4523.418028892126,,cuda,512,true,false,false,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.09477210182296858,4.066755,10551.628388151292,,cuda,512,true,true,false,2.7.1+cu128 +regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,,4.066755,,33.33642578125,cuda,1,false,false,false,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,13.631034103325673,5.672099,73.36200558371591,,cpu,1,false,false,false,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,20.069968179959687,5.672099,49.82568936001216,,cpu,1,false,false,true,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,9.281007344446454,5.672099,107.7469247557893,,cpu,1,true,false,false,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,34.81798351888655,5.672099,28.720790204796423,,cpu,1,true,true,false,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.33856380871090624,5.672099,2953.652972559399,,cuda,512,false,false,false,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.25384115279952846,5.672099,3939.4715512884236,,cuda,512,true,false,false,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.11461182459631421,5.672099,8725.103221436359,,cuda,512,true,true,false,2.7.1+cu128 +regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,,5.672099,,39.68115234375,cuda,1,false,false,false,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,16.564398187773705,6.478017,60.37043958156638,,cpu,1,false,false,false,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,22.610794520005584,6.478017,44.22666346886748,,cpu,1,false,false,true,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,18.253065868888775,6.478017,54.785317008275214,,cpu,1,true,false,false,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,45.16191534778046,6.478017,22.142550693416204,,cpu,1,true,true,false,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.44949862335935603,6.478017,2224.7009179392753,,cuda,512,false,false,false,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.38648231489579155,6.478017,2587.440515278515,,cuda,512,true,false,false,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.3423637154427676,6.478017,2920.8702759482944,,cuda,512,true,true,false,2.7.1+cu128 +regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,,6.478017,,44.873046875,cuda,1,false,false,false,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,13.87754759666374,3.253023,72.05884130712022,,cpu,1,false,false,false,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,11.48075114004314,3.253023,87.1023148051829,,cpu,1,false,false,true,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,8.1561544244404,3.253023,122.6068007005165,,cpu,1,true,false,false,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,19.09396427777311,3.253023,52.37257100999604,,cpu,1,true,true,false,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.21704212100255896,3.253023,4607.400606761532,,cuda,512,false,false,false,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.1718614108332872,3.253023,5818.641864694349,,cuda,512,true,false,false,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.08738170574218883,3.253023,11444.043023724005,,cuda,512,true,true,false,2.7.1+cu128 +repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,,3.253023,,27.93408203125,cuda,1,false,false,false,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,15.253935782222673,2.562062,65.5568513121332,,cpu,1,false,false,false,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,26.022827309934655,2.562062,38.42779987316109,,cpu,1,false,false,true,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,10.354461095549697,2.562062,96.57673062577788,,cpu,1,true,false,false,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,30.484781835556433,2.562062,32.80325263255233,,cpu,1,true,true,false,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,0.35935527652336907,2.562062,2782.7614211613486,,cuda,512,false,false,false,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,0.2425033043098779,2.562062,4123.655151198148,,cuda,512,true,false,false,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,0.12740761229167674,2.562062,7848.8245875817875,,cuda,512,true,true,false,2.7.1+cu128 +repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,,2.562062,,24.16357421875,cuda,1,false,false,false,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,11.834631696668415,9.322387,84.49777108665845,,cpu,1,false,false,false,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,69.77428204998432,9.322387,14.331928192161524,,cpu,1,false,false,true,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,7.072726339999159,9.322387,141.38819345300993,,cpu,1,true,false,false,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,11.868860141104152,9.322387,84.25408911314129,,cpu,1,true,true,false,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.6951763653646027,9.322387,1438.4838867120072,,cuda,512,false,false,false,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.44100287447918163,9.322387,2267.5589159843603,,cuda,512,true,false,false,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.25432496497397017,9.322387,3931.9773428548338,,cuda,512,true,true,false,2.7.1+cu128 +resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,,9.322387,,63.16748046875,cuda,1,false,false,false,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,18.551886108883384,5.601203,53.902875110965674,,cpu,1,false,false,false,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,34.70101086997601,5.601203,28.81760429824306,,cpu,1,false,false,true,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,15.788771931111112,5.601203,63.33614826809563,,cpu,1,true,false,false,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,14.393101596659916,5.601203,69.47772815221852,,cpu,1,true,true,false,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.38211992265625366,5.601203,2616.97948918402,,cuda,512,false,false,false,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.25658087503899196,5.601203,3897.4066163272396,,cuda,512,true,false,false,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.1152192786197285,5.601203,8679.103115203625,,cuda,512,true,true,false,2.7.1+cu128 +rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,,5.601203,,33.35595703125,cuda,1,false,false,false,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,10.944942782225553,1.283315,91.36639815276031,,cpu,1,false,false,false,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,12.43275695000193,1.283315,80.43268311457216,,cpu,1,false,false,true,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,8.606232573333223,1.283315,116.19486127978257,,cpu,1,true,false,false,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,9.620126754444856,1.283315,103.94873430726501,,cpu,1,true,true,false,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.33704279524736575,1.283315,2966.982276734532,,cuda,512,false,false,false,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.22622346027342624,1.283315,4420.4080283775365,,cuda,512,true,false,false,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.11083167143226547,1.283315,9022.691682594968,,cuda,512,true,true,false,2.7.1+cu128 +shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,,1.283315,,19.35107421875,cuda,1,false,false,false,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,11.04950853555541,1.633879,90.50176275100135,,cpu,1,false,false,false,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,10.01820442994358,1.633879,99.81828649963292,,cpu,1,false,false,true,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,8.421733381110243,1.633879,118.74040114389958,,cpu,1,true,false,false,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,8.27434872222107,1.633879,120.85543328799557,,cpu,1,true,true,false,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.16219257199215537,1.633879,6165.510465228741,,cuda,512,false,false,false,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.10436196289058823,1.633879,9582.035181231571,,cuda,512,true,false,false,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.07435792549472353,1.633879,13448.465558267362,,cuda,512,true,true,false,2.7.1+cu128 +shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,,1.633879,,19.41943359375,cuda,1,false,false,false,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,32.379774459995026,11.183859,30.883476388493456,,cpu,1,false,false,false,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,105.07077861002473,11.183859,9.51739401981162,,cpu,1,false,false,true,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,31.42688454666414,11.183859,31.819889703516495,,cpu,1,true,false,false,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,26.87979164111312,11.183859,37.20266932688877,,cpu,1,true,true,false,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,1.3103722993228455,11.183859,763.1418952589008,,cuda,512,false,false,false,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,0.9909038604556978,11.183859,1009.1796388199749,,cuda,512,true,false,false,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,0.5439329099089226,11.183859,1838.4620268103329,,cuda,512,true,true,false,2.7.1+cu128 +smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,,11.183859,,68.341796875,cuda,1,false,false,false,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,13.830823321113712,0.833235,72.30227563339852,,cpu,1,false,false,false,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,17.111432509991573,0.833235,58.44046075137706,,cpu,1,false,false,true,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,9.755016491108108,0.833235,102.51135924900997,,cpu,1,true,false,false,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,9.914045296665991,0.833235,100.86699930010319,,cpu,1,true,true,false,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.22480833264324926,0.833235,4448.233694197228,,cuda,512,false,false,false,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.14414173009110223,0.833235,6937.616187678389,,cuda,512,true,false,false,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.06107797944006658,0.833235,16372.512797042684,,cuda,512,true,true,false,2.7.1+cu128 +squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,,0.833235,,20.29052734375,cuda,1,false,false,false,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,8.246733191109444,0.940519,121.26013741757404,,cpu,1,false,false,false,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,7.925402830005623,0.940519,126.1765517096486,,cpu,1,false,false,true,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,6.110964014442287,0.940519,163.64030251800855,,cpu,1,true,false,false,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,5.747652232223319,0.940519,173.98408247347592,,cpu,1,true,true,false,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.17385435100266022,0.940519,5751.941175085682,,cuda,512,false,false,false,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.11755511497398174,0.940519,8506.648138801345,,cuda,512,true,false,false,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.05412085799482232,0.940519,18477.164572957598,,cuda,512,true,true,false,2.7.1+cu128 +starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,,0.940519,,20.89794921875,cuda,1,false,false,false,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,13.961498753326143,2.744403,71.62554806386837,,cpu,1,false,false,false,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,15.248775869986275,2.744403,65.57903457472092,,cpu,1,false,false,true,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,8.62413622222246,2.744403,115.95364152797414,,cpu,1,true,false,false,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,8.459935666671502,2.744403,118.20420856621509,,cpu,1,true,true,false,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.32804945736974866,2.744403,3048.3208477704857,,cuda,512,false,false,false,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.20261419748701806,2.744403,4935.488294516342,,cuda,512,true,false,false,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.09218893865882667,2.744403,10847.288346607455,,cuda,512,true,true,false,2.7.1+cu128 +starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,,2.744403,,29.056640625,cuda,1,false,false,false,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,15.914452467776654,3.197342,62.835966366093025,,cpu,1,false,false,false,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,21.250260309971054,3.197342,47.0582470714855,,cpu,1,false,false,true,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,12.224476387782486,3.197342,81.8030947320926,,cpu,1,true,false,false,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,10.918772627774159,3.197342,91.58538547238294,,cpu,1,true,true,false,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,0.4716568290885448,3.197342,2120.185563585402,,cuda,512,false,false,false,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,0.3029562243098856,3.197342,3300.8069145234904,,cuda,512,true,false,false,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,0.161574809856783,3.197342,6189.083563745995,,cuda,512,true,true,false,2.7.1+cu128 +swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,,3.197342,,29.40478515625,cuda,1,false,false,false,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,21.058805574438235,5.190855,47.48607400667718,,cpu,1,false,false,false,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,50.03168285998981,5.190855,19.987334881347696,,cpu,1,false,false,true,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,15.899608352216699,5.190855,62.89463097753484,,cpu,1,true,false,false,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,17.366129478889178,5.190855,57.583355071470116,,cpu,1,true,true,false,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.5605328643620547,5.190855,1784.0167161975505,,cuda,512,false,false,false,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.4298823442317712,5.190855,2326.2178905883366,,cuda,512,true,false,false,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.20448602518229111,5.190855,4890.309736856297,,cuda,512,true,true,false,2.7.1+cu128 +tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,,5.190855,,46.37353515625,cuda,1,false,false,false,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,75.47493363333666,12.567139,13.249431988348357,,cpu,1,false,false,false,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,234.47854511003243,12.567139,4.2647825178663386,,cpu,1,false,false,true,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,47.144911744439426,12.567139,21.211196776032708,,cpu,1,true,false,false,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,47.26478661333709,12.567139,21.1574000784301,,cpu,1,true,true,false,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,1.6613548832031217,12.567139,601.918355981825,,cuda,512,false,false,false,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,1.2072926533464092,12.567139,828.299581901845,,cuda,512,true,false,false,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,0.7985408160156264,12.567139,1252.2841412034113,,cuda,512,true,true,false,2.7.1+cu128 +transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,,12.567139,,94.49853515625,cuda,1,false,false,false,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,18.951283506669117,3.944147,52.76687458388196,,cpu,1,false,false,false,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,40.173346480005414,3.944147,24.892125939712482,,cpu,1,false,false,true,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,15.90281475222178,3.944147,62.881949867415145,,cpu,1,true,false,false,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,14.694421312225233,3.944147,68.05303718684286,,cpu,1,true,true,false,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.7895798556250119,3.944147,1266.4963434362503,,cuda,512,false,false,false,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.6964401465234952,3.944147,1435.873570746634,,cuda,512,true,false,false,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.3841226601041588,3.944147,2603.33509022571,,cuda,512,true,true,false,2.7.1+cu128 +van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,,3.944147,,34.03662109375,cuda,1,false,false,false,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,35.25593103555568,86.090099,28.364021900074004,,cpu,1,false,false,false,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,378.42179180996027,86.090099,2.642553948114569,,cpu,1,false,false,true,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,35.01111309778126,86.090099,28.562359534446575,,cpu,1,true,false,false,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,29.222315015560724,86.090099,34.220423654577175,,cpu,1,true,true,false,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,1.19737516315098,86.090099,835.1601325756809,,cuda,512,false,false,false,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,1.1366174688541264,86.090099,879.8034760174359,,cuda,512,true,false,false,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,0.6349877511719152,86.090099,1574.833527346675,,cuda,512,true,true,false,2.7.1+cu128 +"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,,86.090099,,348.42236328125,cuda,1,false,false,false,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,21.135298228893788,2.970547,47.31421289494335,,cpu,1,false,false,false,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,24.00206942002114,2.970547,41.66307423333497,,cpu,1,false,false,true,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,16.48004093666613,2.970547,60.67946092143006,,cpu,1,true,false,false,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,17.40816099222381,2.970547,57.444321686058515,,cpu,1,true,true,false,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.3039553246353914,2.970547,3289.957171171608,,cuda,512,false,false,false,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.2310061622656197,2.970547,4328.8888495111305,,cuda,512,true,false,false,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.10398963347663918,2.970547,9616.343154288024,,cuda,512,true,true,false,2.7.1+cu128 +xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,,2.970547,,22.73828125,cuda,1,false,false,false,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,37.90361334666765,2.966339,26.38270897431251,,cpu,1,false,false,false,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,137.59962609998183,2.966339,7.267461608314153,,cpu,1,false,false,true,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,23.582597936660427,2.966339,42.40414913937221,,cpu,1,true,false,false,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,22.4373917177824,2.966339,44.568460210438175,,cpu,1,true,true,false,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,1.5764835056510642,2.966339,634.3231606391054,,cuda,512,false,false,false,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,1.2749682177343402,2.966339,784.3332767753477,,cuda,512,true,false,false,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,0.44427930320315073,2.966339,2250.836338290422,,cuda,512,true,true,false,2.7.1+cu128 +xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,,2.966339,,27.2197265625,cuda,1,false,false,false,2.7.1+cu128