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 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 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