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,45.786012735552504,11.834867,21.840731268209066,,cpu,1,false,false,false,2.7.1+cu128
cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,92.78937379000125,11.834867,10.777096117311629,,cpu,1,false,false,true,2.7.1+cu128
cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,31.829820718889497,11.834867,31.41707924878594,,cpu,1,true,false,false,2.7.1+cu128
cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,38.97292390555473,11.834867,25.658839516977377,,cpu,1,true,true,false,2.7.1+cu128
cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,1.7500663508854095,11.834867,571.4069066547511,,cuda,512,false,false,false,2.7.1+cu128
cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,1.2905259893880345,11.834867,774.8778468802465,,cuda,512,true,false,false,2.7.1+cu128
cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,0.608863029882798,11.834867,1642.4055180234761,,cuda,512,true,true,false,2.7.1+cu128
cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482156,15816,1213,256,false,false,false,,11.834867,,58.48046875,cuda,1,false,false,false,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,23.20668873221924,2.921126,43.091024813533174,,cpu,1,false,false,false,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,22.725591720009103,2.921126,44.00325467079188,,cpu,1,false,false,true,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,15.677929457775058,2.921126,63.78393286519581,,cpu,1,true,false,false,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,34.47943815000246,2.921126,29.002792784775377,,cpu,1,true,true,false,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.548996560703093,2.921126,1821.505035877297,,cuda,512,false,false,false,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.39017806960941925,2.921126,2562.932358041117,,cuda,512,true,false,false,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,0.18783866371099595,2.921126,5323.717600219814,,cuda,512,true,true,false,2.7.1+cu128
cas vit xs,CAS ViT,0.9334850784016187,0.9761001517450683,0.9123426400164477,15816,1052,256,false,false,false,,2.921126,,29.1640625,cuda,1,false,false,false,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,24.46235349555435,5.520051,40.87914109252547,,cpu,1,false,false,false,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,56.086657530031516,5.520051,17.829552411187127,,cpu,1,false,false,true,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,19.546106084445555,5.520051,51.16108526576463,,cpu,1,true,false,false,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,14.392434531109757,5.520051,69.48094833007332,,cpu,1,true,true,false,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.7761156641536596,5.520051,1288.467745449362,,cuda,512,false,false,false,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.581130758945297,5.520051,1720.7831191295313,,cuda,512,true,false,false,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,0.3103351757030737,5.520051,3222.3224381009013,,cuda,512,true,true,false,2.7.1+cu128
coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,false,,5.520051,,49.2666015625,cuda,1,false,false,false,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,77.37919617666599,5.402303,12.923370226241174,,cpu,1,false,false,false,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,156.90563818003284,5.402303,6.373257274876282,,cpu,1,false,false,true,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,57.726634262225055,5.402303,17.323026238763003,,cpu,1,true,false,false,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,59.155304622222005,5.402303,16.904654728535448,,cpu,1,true,true,false,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,2.1540996229296634,5.402303,464.23108260887165,,cuda,512,false,false,false,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,1.525704630768227,5.402303,655.4348592993897,,cuda,512,true,false,false,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,0.9002647755337989,5.402303,1110.784323875234,,cuda,512,true,true,false,2.7.1+cu128
coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,false,,5.402303,,59.08056640625,cuda,1,false,false,false,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,35.28357632111389,14.187091,28.34179820376072,,cpu,1,false,false,false,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,66.23297687001468,14.187091,15.098219153920061,,cpu,1,false,false,true,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,19.09755247222266,14.187091,52.36273085017032,,cpu,1,true,false,false,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,19.47466919222077,14.187091,51.34875412412416,,cpu,1,true,true,false,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,1.4497492359244766,14.187091,689.774462520975,,cuda,512,false,false,false,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,0.7327096763281323,14.187091,1364.7970435048082,,cuda,512,true,false,false,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,0.3772244401822415,14.187091,2650.9417033448003,,cuda,512,true,true,false,2.7.1+cu128
conv2former n,Conv2Former,0.9585862417804755,0.9874810318664643,0.9426536984630685,15816,655,256,false,false,false,,14.187091,,79.02099609375,cuda,1,false,false,false,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,10.47371601111081,3.506491,95.47709704360632,,cpu,1,false,false,false,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,21.86457825002435,3.506491,45.73607542596374,,cpu,1,false,false,true,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,10.259653033337802,3.506491,97.46918309523643,,cpu,1,true,false,false,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,9.24752858110878,3.506491,108.13700019731107,,cpu,1,true,true,false,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.46757590937507604,3.506491,2138.690167627581,,cuda,512,false,false,false,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.205155178945328,3.506491,4874.359034662688,,cuda,512,true,false,false,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,0.09885983104159853,3.506491,10115.331874067406,,cuda,512,true,true,false,2.7.1+cu128
convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634193,15816,1931,256,false,false,false,,3.506491,,31.02978515625,cuda,1,false,false,false,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,23.577546609998937,28.151795,42.41323393571037,,cpu,1,false,false,false,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,127.26786547995289,28.151795,7.857443009897255,,cpu,1,false,false,true,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,22.936494704441024,28.151795,43.59864106900246,,cpu,1,true,false,false,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,17.821249513338746,28.151795,56.11278823359304,,cpu,1,true,true,false,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,1.6172791957812178,28.151795,618.3224285630878,,cuda,512,false,false,false,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,0.7379799507942646,28.151795,1355.050362714775,,cuda,512,true,false,false,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,0.359181070716185,28.151795,2784.111083599315,,cuda,512,true,true,false,2.7.1+cu128
convnext v2 tiny (i),ConvNeXt v2,0.978439554881133,0.9955741021750126,0.9707692292594396,15816,341,256,true,false,false,,28.151795,,140.0634765625,cuda,1,false,false,false,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,15.955403153331847,8.541222,62.674693355597064,,cpu,1,false,false,false,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,44.26482016999216,8.541222,22.59130379745485,,cpu,1,false,false,true,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,18.343632312219903,8.541222,54.51483015901023,,cpu,1,true,false,false,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,22.337123118882626,8.541222,44.76852254776949,,cpu,1,true,true,false,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.2962279577603984,8.541222,3375.778598213346,,cuda,512,false,false,false,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.2871287502864561,8.541222,3482.7581668583957,,cuda,512,true,false,false,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,0.1570781210937374,8.541222,6366.258986528388,,cuda,512,true,true,false,2.7.1+cu128
crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525117,15816,2619,240,false,false,false,,8.541222,,44.74560546875,cuda,1,false,false,false,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,13.26267073333535,5.601203,75.39959485584816,,cpu,1,false,false,false,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,32.017386309962596,5.601203,31.23303040163643,,cpu,1,false,false,true,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,15.227390543328108,5.601203,65.67113368207075,,cpu,1,true,false,false,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,13.279371277781642,5.601203,75.30477001370903,,cpu,1,true,true,false,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.34194068084635393,5.601203,2924.483853529365,,cuda,512,false,false,false,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.2750210330338139,5.601203,3636.0855348727077,,cuda,512,true,false,false,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,0.11530179406245604,5.601203,8672.891936601833,,cuda,512,true,true,false,2.7.1+cu128
deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,false,,5.601203,,33.0390625,cuda,1,false,false,false,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,13.304903010001807,5.600435,75.16026229189808,,cpu,1,false,false,false,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,31.123345689993585,5.600435,32.130221794294705,,cpu,1,false,false,true,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,14.986374131104743,5.600435,66.72728114564184,,cpu,1,true,false,false,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,13.640148547775528,5.600435,73.31298456885814,,cpu,1,true,true,false,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.3376753827343274,5.600435,2961.4240514144,,cuda,512,false,false,false,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.27509227229169636,5.600435,3635.1439161462226,,cuda,512,true,false,false,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,0.11752333453131314,5.600435,8508.94849085105,,cuda,512,true,true,false,2.7.1+cu128
deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,false,,5.600435,,33.005859375,cuda,1,false,false,false,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,12.830208242222499,5.668006,77.94105762906746,,cpu,1,false,false,false,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,31.061937409976963,5.668006,32.19374203229204,,cpu,1,false,false,true,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,15.009159641114014,5.668006,66.62598199440417,,cpu,1,true,false,false,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,13.867859314446429,5.668006,72.1091826305362,,cpu,1,true,true,false,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.3190323899088791,5.668006,3134.4779766268134,,cuda,512,false,false,false,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.2726580062239729,5.668006,3667.5981528983875,,cuda,512,true,false,false,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,0.11436578826826842,5.668006,8743.873628136895,,cuda,512,true,true,false,2.7.1+cu128
deit t16 (d),DeiT,0.8562215477996965,0.9327263530601922,0.8213258874591614,15816,2274,256,false,false,true,,5.668006,,33.263671875,cuda,1,false,false,false,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,12.839269956659539,5.668006,77.8860483014702,,cpu,1,false,false,false,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,30.99409515998559,5.668006,32.26421016126431,,cpu,1,false,false,true,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,14.952384183335301,5.668006,66.87896644031645,,cpu,1,true,false,false,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,13.367083603330277,5.668006,74.81063406761814,,cpu,1,true,true,false,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.3191179076822929,5.668006,3133.6379937523875,,cuda,512,false,false,false,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.27255683029949296,5.668006,3668.9596034015085,,cuda,512,true,false,false,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,0.11422495322913544,5.668006,8754.654492998552,,cuda,512,true,true,false,2.7.1+cu128
deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.81563398778625,15816,2356,256,false,false,false,,5.668006,,33.263671875,cuda,1,false,false,false,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,14.538972301112759,5.394987,68.7806523933926,,cpu,1,false,false,false,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,28.76056155000697,5.394987,34.76983570926687,,cpu,1,false,false,true,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,16.202761245553525,5.394987,61.71787541919295,,cpu,1,true,false,false,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,14.849478256663941,5.394987,67.34243336470317,,cpu,1,true,true,false,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.4206217254035967,5.394987,2377.4330701546046,,cuda,512,false,false,false,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.32732079919270524,5.394987,3055.1068018481315,,cuda,512,true,false,false,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,0.17716776161459316,5.394987,5644.367750016382,,cuda,512,true,true,false,2.7.1+cu128
edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023406,15816,936,256,false,false,false,,5.394987,,37.9638671875,cuda,1,false,false,false,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,12.391963238890943,2.215407,80.69746340608884,,cpu,1,false,false,false,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,15.33498816002975,2.215407,65.21035357604475,,cpu,1,false,false,true,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,13.946593479995498,2.215407,71.70209710596102,,cpu,1,true,false,false,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,12.100227685554676,2.215407,82.64307300546136,,cpu,1,true,true,false,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.2848866349610072,2.215407,3510.168176674456,,cuda,512,false,false,false,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.21204403149738482,2.215407,4716.001638614069,,cuda,512,true,false,false,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,0.11827179044265299,2.215407,8455.101561051237,,cuda,512,true,true,false,2.7.1+cu128
edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,false,,2.215407,,22.36962890625,cuda,1,false,false,false,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,9.279433606667832,1.220915,107.76519800534375,,cpu,1,false,false,false,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,9.151115070053494,1.220915,109.27630046664406,,cpu,1,false,false,true,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,12.425436925550457,1.220915,80.48006729998343,,cpu,1,true,false,false,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,10.314641512223817,1.220915,96.94956424950942,,cpu,1,true,true,false,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.17370380473958374,1.220915,5756.926288973332,,cuda,512,false,false,false,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.11924661597655965,1.220915,8385.982208472653,,cuda,512,true,false,false,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,0.0664938594530895,1.220915,15038.98267035449,,cuda,512,true,true,false,2.7.1+cu128
edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863584,15816,1659,256,false,false,false,,1.220915,,17.31494140625,cuda,1,false,false,false,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,18.212270975555942,6.52752,54.90803433257584,,cpu,1,false,false,false,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,37.46264415996848,6.52752,26.693257307997808,,cpu,1,false,false,true,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,14.795821373328282,6.52752,67.58664995798422,,cpu,1,true,false,false,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,12.563681981110776,6.52752,79.59450115845644,,cpu,1,true,true,false,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.47323635328126556,6.52752,2113.109005819879,,cuda,512,false,false,false,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.35662965136718106,6.52752,2804.029323322904,,cuda,512,true,false,false,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,0.19778534091149896,6.52752,5055.986431509401,,cuda,512,true,true,false,2.7.1+cu128
edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,false,,6.52752,,42.818359375,cuda,1,false,false,false,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,16.663442038892146,3.885552,60.01161090643935,,cpu,1,false,false,false,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,24.53420600999379,3.885552,40.75941970947251,,cpu,1,false,false,true,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,12.751267718890125,3.885552,78.42357497667223,,cpu,1,true,false,false,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,12.5287805444451,3.885552,79.81622764103496,,cpu,1,true,true,false,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.35248637170572766,3.885552,2836.9891158085607,,cuda,512,false,false,false,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.25998240053382915,3.885552,3846.414210910708,,cuda,512,true,false,false,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,0.14496329174477296,3.885552,6898.298099912302,,cuda,512,true,true,false,2.7.1+cu128
edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,false,,3.885552,,31.09521484375,cuda,1,false,false,false,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,15.305613674451402,11.725014,65.33550508133042,,cpu,1,false,false,false,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,42.920999030029634,11.725014,23.298618918454135,,cpu,1,false,false,true,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,11.598089263328195,11.725014,86.22109877718249,,cpu,1,true,false,false,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,9.955706681115164,11.725014,100.44490381550568,,cpu,1,true,true,false,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.5989341173957995,11.725014,1669.6327207874854,,cuda,512,false,false,false,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.28254072910158357,11.725014,3539.312732644871,,cuda,512,true,false,false,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,0.16824846256506967,11.725014,5943.590715506553,,cuda,512,true,true,false,2.7.1+cu128
efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.9032892047163472,15816,1155,256,false,false,false,,11.725014,,63.419921875,cuda,1,false,false,false,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,16.276364484446177,3.35311,61.43878142785559,,cpu,1,false,false,false,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,18.828794459986966,3.35311,53.11014479047493,,cpu,1,false,false,true,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,13.709932985560346,3.35311,72.93981677760392,,cpu,1,true,false,false,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,13.187661316664565,3.35311,75.82845631138188,,cpu,1,true,true,false,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.9020332402212716,3.35311,1108.6065960880742,,cuda,512,false,false,false,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.2544447878646376,3.35311,3930.125699929807,,cuda,512,true,false,false,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,0.12747261908856444,3.35311,7844.8219480391135,,cuda,512,true,true,false,2.7.1+cu128
efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,false,,3.35311,,29.20849609375,cuda,1,false,false,false,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,21.32260003554822,5.867278,46.89859577785253,,cpu,1,false,false,false,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,28.08674265004811,5.867278,35.6039862813457,,cpu,1,false,false,true,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,16.365506853334306,5.867278,61.10412643872744,,cpu,1,true,false,false,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,16.524101626669616,5.867278,60.51766217571655,,cpu,1,true,true,false,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,1.078102397513021,5.867278,927.5556777415684,,cuda,512,false,false,false,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,0.3573947247266081,5.867278,2798.0267497371647,,cuda,512,true,false,false,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,0.18221347755210596,5.867278,5488.068245193547,,cuda,512,true,true,false,2.7.1+cu128
efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,false,,5.867278,,38.88330078125,cuda,1,false,false,false,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,13.28137354111176,3.846259,75.29341727378987,,cpu,1,false,false,false,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,15.987258910026867,3.846259,62.5498095469525,,cpu,1,false,false,true,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,8.088429815559518,3.846259,123.63339026275828,,cpu,1,true,false,false,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,7.669683454441838,3.846259,130.383477485092,,cpu,1,true,true,false,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.4292249491536874,3.846259,2329.780694183138,,cuda,512,false,false,false,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.2889842410677564,3.846259,3460.396305020439,,cuda,512,true,false,false,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,0.1466081705338714,3.846259,6820.9022482070095,,cuda,512,true,true,false,2.7.1+cu128
efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058971,15816,1197,256,false,false,false,,3.846259,,38.7734375,cuda,1,false,false,false,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,13.77163833666095,4.482799,72.61300184872982,,cpu,1,false,false,false,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,19.0514092399826,4.482799,52.48955536062555,,cpu,1,false,false,true,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,11.252559210002396,4.482799,88.86867256926764,,cpu,1,true,false,false,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,32.618260561106986,4.482799,30.657674038951342,,cpu,1,true,true,false,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.5028182436979023,4.482799,1988.7902090537689,,cuda,512,false,false,false,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.3606272807682368,4.482799,2772.946067390467,,cuda,512,true,false,false,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,0.2189975626692823,4.482799,4566.260865241424,,cuda,512,true,true,false,2.7.1+cu128
efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017323,15816,1034,256,false,false,false,,4.482799,,41.2119140625,cuda,1,false,false,false,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,19.45013940444268,6.988435,51.41351325078865,,cpu,1,false,false,false,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,26.837360939971408,6.988435,37.26148790250855,,cpu,1,false,false,true,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,15.762644166663652,6.988435,63.441132682224456,,cpu,1,true,false,false,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,45.056552826661374,6.988435,22.194329953450605,,cpu,1,true,true,false,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.7151044789453447,6.988435,1398.3970586715202,,cuda,512,false,false,false,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.5114791379687252,6.988435,1955.113954346943,,cuda,512,true,false,false,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,0.3130463544270394,6.988435,3194.4150949474374,,cuda,512,true,true,false,2.7.1+cu128
efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,false,,6.988435,,50.8798828125,cuda,1,false,false,false,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,20.970104877778795,8.223733,47.686933652852694,,cpu,1,false,false,false,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,28.918141280009873,8.223733,34.58036912943869,,cpu,1,false,false,true,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,14.96597476221925,8.223733,66.8182337527685,,cpu,1,true,false,false,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,40.44187151332961,8.223733,24.726847759021258,,cpu,1,true,true,false,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.7576871876952395,8.223733,1319.805872713562,,cuda,512,false,false,false,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.5369667177082723,8.223733,1862.3128157140054,,cuda,512,true,false,false,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,0.32943578805988716,8.223733,3035.4929131689028,,cuda,512,true,true,false,2.7.1+cu128
efficientnet v1 b2,EfficientNet v1,0.9408194233687405,0.9827389984825493,0.9204250745066693,15816,936,256,false,false,false,,8.223733,,55.63330078125,cuda,1,false,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,32.29168762221687,20.652739,30.967721839102463,,cpu,1,false,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,75.53059949997989,20.652739,13.239667189458313,,cpu,1,false,false,true,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,26.865017418887064,20.652739,37.22312866609066,,cpu,1,true,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,62.69811215444254,20.652739,15.949443542043616,,cpu,1,true,true,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.9708508078906182,20.652739,1030.02437848583,,cuda,512,false,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.687626214973894,20.652739,1454.278470226685,,cuda,512,true,false,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,0.38551453563807553,20.652739,2593.935915658467,,cuda,512,true,true,false,2.7.1+cu128
efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764586,15816,650,256,false,false,false,,20.652739,,99.05126953125,cuda,1,false,false,false,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,10.599608634446566,2.604259,94.34310590960915,,cpu,1,false,false,false,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,7.345707750064322,2.604259,136.13392119925322,,cpu,1,false,false,true,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,6.329696542217991,2.604259,157.9854568588196,,cpu,1,true,false,false,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,6.222472386669122,2.604259,160.70782445614003,,cpu,1,true,true,false,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.18582186434893325,2.604259,5381.498046549659,,cuda,512,false,false,false,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.13496490341140088,2.604259,7409.333646924442,,cuda,512,true,false,false,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,0.06913712763018035,2.604259,14464.008475288047,,cuda,512,true,true,false,2.7.1+cu128
efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956513,15816,2041,256,false,false,false,,2.604259,,23.3681640625,cuda,1,false,false,false,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,13.610876950002018,2.228039,73.47065172019293,,cpu,1,false,false,false,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,7.812843889987563,2.228039,127.99436595444274,,cpu,1,false,false,true,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,8.45483703999586,2.228039,118.27549073618687,,cpu,1,true,false,false,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,13.51533379111465,2.228039,73.99003350234882,,cpu,1,true,true,false,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.04956332042970265,2.228039,20176.210781082234,,cuda,512,false,false,false,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.033166291497366274,2.228039,30151.094827090023,,cuda,512,true,false,false,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,0.01753181635422152,2.228039,57039.155544154906,,cuda,512,true,true,false,2.7.1+cu128
efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.777362213694913,15816,2892,256,false,false,false,,2.228039,,18.74951171875,cuda,1,false,false,false,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,9.13281666333205,3.099751,109.49524520895794,,cpu,1,false,false,false,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,10.517433099957998,3.099751,95.08023397876366,,cpu,1,false,false,true,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,8.83084140888564,3.099751,113.23949255773007,,cpu,1,true,false,false,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,9.905367351109616,3.099751,100.95536738352045,,cpu,1,true,true,false,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.13041987255206777,3.099751,7667.543146852625,,cuda,512,false,false,false,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.11147421276045105,3.099751,8970.684566742966,,cuda,512,true,false,false,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,0.05396583833335929,3.099751,18530.241183742426,,cuda,512,true,true,false,2.7.1+cu128
fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,false,,3.099751,,25.38818359375,cuda,1,false,false,false,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,10.970537052223031,6.789619,91.15324028711643,,cpu,1,false,false,false,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,22.463207420005347,6.789619,44.517240183136856,,cpu,1,false,false,true,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,9.432512576669172,6.789619,106.01629119196173,,cpu,1,true,false,false,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,7.366943988890853,6.789619,135.74149627144882,,cpu,1,true,true,false,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.21001174359374392,6.789619,4761.638482152905,,cuda,512,false,false,false,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.17675638281247075,6.789619,5657.504323682317,,cuda,512,true,false,false,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,0.08429463958331476,6.789619,11863.150550772856,,cuda,512,true,true,false,2.7.1+cu128
fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,false,,6.789619,,41.84423828125,cuda,1,false,false,false,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,16.047870298886362,10.900595,62.313564440347875,,cpu,1,false,false,false,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,43.22324608998315,10.900595,23.135698737623198,,cpu,1,false,false,true,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,10.482066137774382,10.900595,95.40103896084807,,cpu,1,true,false,false,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,15.318798860001456,10.900595,65.27926955233258,,cpu,1,true,true,false,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.5440958198307536,10.900595,1837.9115654868656,,cuda,512,false,false,false,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.47743445374995497,10.900595,2094.528352835898,,cuda,512,true,false,false,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,0.24843279006518057,10.900595,4025.2335440005036,,cuda,512,true,true,false,2.7.1+cu128
fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026686,15816,1046,256,false,false,false,,10.900595,,63.0517578125,cuda,1,false,false,false,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,14.214861468887344,6.864115,70.34890928685738,,cpu,1,false,false,false,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,34.591560249973554,6.864115,28.908785633650755,,cpu,1,false,false,true,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,10.015999129997606,6.864115,99.84026426330561,,cpu,1,true,false,false,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,13.86081858000479,6.864115,72.14581117471451,,cpu,1,true,true,false,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.472350517695285,6.864115,2117.071883141459,,cuda,512,false,false,false,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.4293536867187224,6.864115,2329.0821318954195,,cuda,512,true,false,false,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,0.2222727258853752,6.864115,4498.977533193589,,cuda,512,true,true,false,2.7.1+cu128
fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366994,15816,1175,256,false,false,false,,6.864115,,45.6455078125,cuda,1,false,false,false,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,11.322700394448475,3.512339,88.31815425322924,,cpu,1,false,false,false,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,20.691801120046875,3.512339,48.328320681140134,,cpu,1,false,false,true,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,7.101471463336363,3.512339,140.81588656137288,,cpu,1,true,false,false,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,12.483991911107701,3.512339,80.10258314171483,,cpu,1,true,true,false,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.325655302148391,3.512339,3070.731517045379,,cuda,512,false,false,false,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.3026329710937148,3.512339,3304.3326257083045,,cuda,512,true,false,false,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,0.15983052130205047,3.512339,6256.627281532685,,cuda,512,true,true,false,2.7.1+cu128
fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.8830829238225312,15816,1443,256,false,false,false,,3.512339,,29.06494140625,cuda,1,false,false,false,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,25.41813528444133,5.351159,39.34198904874462,,cpu,1,false,false,false,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,21.61291208001785,5.351159,46.2686377614309,,cpu,1,false,false,true,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,15.395046896665006,5.351159,64.9559567250573,,cpu,1,true,false,false,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,24.63198510888712,5.351159,40.59762116530365,,cpu,1,true,true,false,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.43118268395829773,5.351159,2319.2025960316996,,cuda,512,false,false,false,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.2731683523436838,5.351159,3660.7461714373885,,cuda,512,true,false,false,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,0.15826496161461515,5.351159,6318.517944831409,,cuda,512,true,true,false,2.7.1+cu128
ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.8681805196186574,15816,1638,256,false,false,false,,5.351159,,37.72802734375,cuda,1,false,false,false,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,73.16239081222092,5.631851,13.66822473812545,,cpu,1,false,false,false,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,69.52551239999592,5.631851,14.383209349781916,,cpu,1,false,false,true,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,52.620716905552804,5.631851,19.003922006514415,,cpu,1,true,false,false,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,48.74219891556196,5.631851,20.516103545766157,,cpu,1,true,true,false,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,1.2161336419140412,5.631851,822.2780503186525,,cuda,512,false,false,false,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,0.907728649492204,5.631851,1101.6508078261206,,cuda,512,true,false,false,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,0.4910048226301456,5.631851,2036.6398738068206,,cuda,512,true,true,false,2.7.1+cu128
groupmixformer mobile,GroupMixFormer,0.9496712190187152,0.9814112291350531,0.93146047453614,15816,796,256,false,false,false,,5.631851,,38.607421875,cuda,1,false,false,false,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,18.704181367777185,13.447043,53.463981146096025,,cpu,1,false,false,false,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,99.48623931006296,13.447043,10.05164138211475,,cpu,1,false,false,true,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,14.13808917110954,13.447043,70.73091617242369,,cpu,1,true,false,false,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,12.283990683338038,13.447043,81.406769654783,,cpu,1,true,true,false,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,0.681170456809923,13.447043,1468.061320044954,,cuda,512,false,false,false,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,0.530818721705657,13.447043,1883.8823106817765,,cuda,512,true,false,false,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,0.23423160408848767,13.447043,4269.27870767696,,cuda,512,true,true,false,2.7.1+cu128
hgnet v1 tiny,HGNet v1,0.9496079919069297,0.9842564491654021,0.9328900932081385,15816,797,256,false,false,false,,13.447043,,86.1123046875,cuda,1,false,false,false,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,12.2587475288876,3.552051,81.57440208663334,,cpu,1,false,false,false,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,16.59889366994321,3.552051,60.24497896572292,,cpu,1,false,false,true,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,9.673537090000334,3.552051,103.37480393120252,,cpu,1,true,false,false,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,9.629047963333303,3.552051,103.85242692817872,,cpu,1,true,true,false,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.273082813697935,3.552051,3661.8928392400762,,cuda,512,false,false,false,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.18442997682285522,3.552051,5422.112051559269,,cuda,512,true,false,false,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,0.09825994915369543,3.552051,10177.086479414194,,cuda,512,true,true,false,2.7.1+cu128
inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,false,,3.552051,,29.9365234375,cuda,1,false,false,false,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,11.768609284441078,8.728838,84.9718072739546,,cpu,1,false,false,false,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,17.719312729968806,8.728838,56.435597431986885,,cpu,1,false,false,true,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,8.614512242226434,8.728838,116.08318287577805,,cpu,1,true,false,false,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,10.408052592223006,8.728838,96.07945301383367,,cpu,1,true,true,false,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.2023020547916114,8.728838,4943.103524233041,,cuda,512,false,false,false,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.12084755124997551,8.728838,8274.8883999435,,cuda,512,true,false,false,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,0.061682626302115295,8.728838,16212.020465894248,,cuda,512,true,true,false,2.7.1+cu128
levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,false,,8.728838,,48.41552734375,cuda,1,false,false,false,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,9.10554348554999,7.29196,109.82320842099612,,cpu,1,false,false,false,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,13.069411739998033,7.29196,76.51453790682629,,cpu,1,false,false,true,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,6.3192361877817245,7.29196,158.24697325501222,,cpu,1,true,false,false,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,8.013283831112656,7.29196,124.79278421629907,,cpu,1,true,true,false,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.1328320652343488,7.29196,7528.3027350041675,,cuda,512,false,false,false,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.08104900795567953,7.29196,12338.21394269052,,cuda,512,true,false,false,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,0.04375893410156095,7.29196,22852.47619786809,,cuda,512,true,true,false,2.7.1+cu128
levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183789,15816,2455,256,false,false,false,,7.29196,,42.609375,cuda,1,false,false,false,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,9.189707266664804,1.412763,108.81739439377455,,cpu,1,false,false,false,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,7.165895690050092,1.412763,139.54989623816442,,cpu,1,false,false,true,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,6.4800133866649245,1.412763,154.32066885199308,,cpu,1,true,false,false,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,6.134231515550507,1.412763,163.0196052211206,,cpu,1,true,true,false,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.19633116398438233,1.412763,5093.434886779093,,cuda,512,false,false,false,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.13422071102866087,1.412763,7450.4150092489435,,cuda,512,true,false,false,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,0.06442446451823494,1.412763,15522.053733437802,,cuda,512,true,true,false,2.7.1+cu128
mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520995,15816,1884,256,false,false,false,,1.412763,,18.24365234375,cuda,1,false,false,false,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,11.706644603327732,3.577563,85.4215732931484,,cpu,1,false,false,false,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,14.678235969986417,3.577563,68.12807765488766,,cpu,1,false,false,true,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,6.49237468888815,3.577563,154.02684655762755,,cpu,1,true,false,false,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,7.656169294447561,3.577563,130.61362171356689,,cpu,1,true,true,false,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.34957684385422755,3.577563,2860.6013744348493,,cuda,512,false,false,false,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.2369225275130778,3.577563,4220.789008528543,,cuda,512,true,false,false,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,0.12051633278645113,3.577563,8297.630510977708,,cuda,512,true,true,false,2.7.1+cu128
mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,false,,3.577563,,29.830078125,cuda,1,false,false,false,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,21.51839343999907,11.212979,46.47187081081845,,cpu,1,false,false,false,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,54.59356494000531,11.212979,18.317177145308854,,cpu,1,false,false,true,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,15.068029576666758,11.212979,66.36567806772337,,cpu,1,true,false,false,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,22.439923801106893,11.212979,44.56343118021965,,cpu,1,true,true,false,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.715003200950548,11.212979,1398.595137295285,,cuda,512,false,false,false,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.5977431724218718,11.212979,1672.9593011465226,,cuda,512,true,false,false,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,0.3075168021354102,11.212979,3251.854835429986,,cuda,512,true,true,false,2.7.1+cu128
mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,false,,11.212979,,62.259765625,cuda,1,false,false,false,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,11.624493117778911,2.700211,86.02525631595623,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,14.412779549966217,2.700211,69.38286931630367,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,7.224830966669187,2.700211,138.41154272167324,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,6.835279361112042,2.700211,146.2997994916346,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.44678070158852284,2.700211,2238.2345442507103,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.3036695146093394,2.700211,3293.053638546716,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,0.15133173546881076,2.700211,6607.999286482103,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,false,,2.700211,,34.38525390625,cuda,1,false,false,false,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,10.335720235557853,3.122547,96.75184478772096,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,9.3212578100065,3.122547,107.28165880429636,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,6.321259629993518,3.122547,158.19631822352872,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,17.799532497778674,3.122547,56.18125083480685,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.24307756425779797,3.122547,4113.91319907847,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.1692006009765616,3.122547,5910.144492563147,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,0.08822458751306309,3.122547,11334.708704100585,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,false,,3.122547,,28.9345703125,cuda,1,false,false,false,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,11.538855775555323,4.677283,86.6637056092222,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,11.933093039988309,4.677283,83.80057011614315,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,7.659163854445474,4.677283,130.56255473886847,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,19.090505565561923,4.677283,52.38205958274554,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.3058318678905418,4.677283,3269.770435950459,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.21240204332030999,4.677283,4708.052636254369,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,0.11399086805984854,4.677283,8772.632553995209,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.8602601682601081,15816,1765,256,false,false,false,,4.677283,,36.8876953125,cuda,1,false,false,false,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,6.969292117775896,1.898131,143.48659563994988,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,4.164182620006613,1.898131,240.14316643932676,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,4.731046309995387,1.898131,211.36973398194763,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,20.20204680556263,1.898131,49.499934814756,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.09842848829426507,1.898131,10159.660250093113,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.07090872765625515,1.898131,14102.63634749884,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,0.039339843164043486,1.898131,25419.521776690697,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,false,,1.898131,,19.720703125,cuda,1,false,false,false,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,24.05659973888962,10.268899,41.56863442273646,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,32.09506626997609,10.268899,31.15743683431706,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,15.808532918890704,10.268899,63.25697679416103,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,16.999440203330273,10.268899,58.825466488249134,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.4569339175650574,10.268899,2188.5002657033483,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.3080040214714094,10.268899,3246.7108553413013,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,0.1686248020573089,10.268899,5930.3257160245,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9300075872534143,0.9740768841679313,0.9063046471101439,15816,1107,256,false,false,false,,10.268899,,57.9521484375,cuda,1,false,false,false,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,29.421248894440293,31.785115,33.98903981227558,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,58.35571223004081,31.785115,17.136283009587057,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,17.2319404722172,31.785115,58.03176964383582,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,15.960669544446217,31.785115,62.65401318004023,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.6267598874868933,31.785115,1595.5073385593967,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.41631453074217006,31.785115,2402.030018546999,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,0.20313760528646677,31.785115,4922.771431659783,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736323,15816,1172,256,false,false,false,,31.785115,,140.28076171875,cuda,1,false,false,false,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,16.57789472666789,8.909763,60.32129027767069,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,25.15115737995075,8.909763,39.759601711098604,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,8.999378207776722,8.909763,111.1187880886993,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,10.382202563325537,8.909763,96.31867553157127,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.3703630005208917,8.909763,2700.0537272717966,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.25778171826829066,8.909763,3879.2510451002317,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,0.12223584893225353,8.909763,8180.906082259284,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.9046672965935242,15816,1150,256,false,false,false,,8.909763,,52.70263671875,cuda,1,false,false,false,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,8.636498526668422,2.968275,115.78766521086361,,cpu,1,false,false,false,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,7.163463039978524,2.968275,139.5972861755699,,cpu,1,false,false,true,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,5.592659908894954,2.968275,178.80579478997655,,cpu,1,true,false,false,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,5.856388665561098,2.968275,170.75369431686966,,cpu,1,true,true,false,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.1299981596874507,2.968275,7692.416588082933,,cuda,512,false,false,false,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.09659974739586612,2.968275,10351.993943648697,,cuda,512,true,false,false,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,0.03870339772134912,2.968275,25837.524839541195,,cuda,512,true,true,false,2.7.1+cu128
mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,false,,2.968275,,25.37744140625,cuda,1,false,false,false,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,10.15903812999669,1.433779,98.43451586693925,,cpu,1,false,false,false,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,8.916564639948774,1.433779,112.15081596781258,,cpu,1,false,false,true,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,4.2198646377720355,1.433779,236.97442592091548,,cpu,1,true,false,false,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,5.398279143329193,1.433779,185.24421828680877,,cpu,1,true,true,false,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.2147707030858707,1.433779,4656.128539096764,,cuda,512,false,false,false,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.16569770328127711,1.433779,6035.086668053981,,cuda,512,true,false,false,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,0.0859014596223536,1.433779,11641.245729656686,,cuda,512,true,true,false,2.7.1+cu128
mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,false,,1.433779,,20.546875,cuda,1,false,false,false,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,11.69605198222497,3.959091,85.49893601018071,,cpu,1,false,false,false,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,21.892830290016718,3.959091,45.67705439419621,,cpu,1,false,false,true,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,6.267260277778001,3.959091,159.55935379702163,,cpu,1,true,false,false,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,5.751501891103948,3.959091,173.86762952242708,,cpu,1,true,true,false,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.3526631431900758,3.959091,2835.567082384414,,cuda,512,false,false,false,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.26918186953120465,3.959091,3714.960453100189,,cuda,512,true,false,false,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,0.13654303138016152,3.959091,7323.698543178023,,cuda,512,true,true,false,2.7.1+cu128
mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,false,,3.959091,,34.046875,cuda,1,false,false,false,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,18.63438944555431,2.075712,53.6642213538461,,cpu,1,false,false,false,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,33.85083512002893,2.075712,29.541368667986507,,cpu,1,false,false,true,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,14.534450556667352,2.075712,68.80205041815444,,cpu,1,true,false,false,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,15.725555508882584,2.075712,63.590758331885304,,cpu,1,true,true,false,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.6696326719922278,2.075712,1493.3560470173813,,cuda,512,false,false,false,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.5020147863802057,2.075712,1991.973199057608,,cuda,512,true,false,false,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,0.2474367403254973,2.075712,4041.437010059715,,cuda,512,true,true,false,2.7.1+cu128
mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,false,,2.075712,,35.88525390625,cuda,1,false,false,false,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,14.593502268883942,1.07008,68.52364713932897,,cpu,1,false,false,false,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,16.63875977996213,1.07008,60.10063329385215,,cpu,1,false,false,true,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,11.009800619997097,1.07008,90.82816615077482,,cpu,1,true,false,false,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,13.007196314437252,1.07008,76.88051873946553,,cpu,1,true,true,false,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.30745572596354503,1.07008,3252.5008173650663,,cuda,512,false,false,false,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.23859678221346786,1.07008,4191.171359156552,,cuda,512,true,false,false,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,0.1111314466666613,1.07008,8998.353121412154,,cuda,512,true,true,false,2.7.1+cu128
mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.8697549371273253,15816,1594,256,false,false,false,,1.07008,,20.041015625,cuda,1,false,false,false,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,27.44803162666762,10.110729,36.43248498112456,,cpu,1,false,false,false,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,85.87327690998791,10.110729,11.64506626488933,,cpu,1,false,false,true,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,16.14247181556291,10.110729,61.94838135234673,,cpu,1,true,false,false,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,14.054765575557314,10.110729,71.15024399546749,,cpu,1,true,true,false,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,1.2106758678255385,10.110729,825.984911879075,,cuda,512,false,false,false,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,0.8377988024479539,10.110729,1193.603997854989,,cuda,512,true,false,false,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,0.4285045782942613,10.110729,2333.6973527346613,,cuda,512,true,true,false,2.7.1+cu128
mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.9296663081814772,15816,797,256,false,false,false,,10.110729,,81.1787109375,cuda,1,false,false,false,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,20.36339332222673,4.578825,49.10772896128739,,cpu,1,false,false,false,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,43.07168266997906,4.578825,23.217110129226494,,cpu,1,false,false,true,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,11.740792548888646,4.578825,85.17312573542213,,cpu,1,true,false,false,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,12.021276381112534,4.578825,83.18584219319422,,cpu,1,true,true,false,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.8028061845181846,4.578825,1245.6306631471255,,cuda,512,false,false,false,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.5510468303515381,4.578825,1814.7277961149944,,cuda,512,true,false,false,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,0.2748286513281073,4.578825,3638.630816574283,,cuda,512,true,true,false,2.7.1+cu128
mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,false,,4.578825,,49.05517578125,cuda,1,false,false,false,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,40.524944976665815,2.834269,24.67615935261104,,cpu,1,false,false,false,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,41.96728943999915,2.834269,23.828081664166213,,cpu,1,false,false,true,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,26.556714628895858,2.834269,37.65526022228363,,cpu,1,true,false,false,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,25.749369682218656,2.834269,38.835902095520204,,cpu,1,true,true,false,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,1.2011357764583863,2.834269,832.5453454967047,,cuda,512,false,false,false,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,0.8121377806119766,2.834269,1231.3181628448094,,cuda,512,true,false,false,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,0.4262928531641326,2.834269,2345.805219528221,,cuda,512,true,true,false,2.7.1+cu128
moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,false,,2.834269,,33.84716796875,cuda,1,false,false,false,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,11.1824645100003,4.78103,89.42572534933744,,cpu,1,false,false,false,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,24.525788680039113,4.78103,40.77340847407176,,cpu,1,false,false,true,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,12.770752077776706,4.78103,78.3039239905198,,cpu,1,true,false,false,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,11.731698727776854,4.78103,85.23914764639538,,cpu,1,true,true,false,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.23081719640629217,4.78103,4332.432832429723,,cuda,512,false,false,false,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.20529895699221848,4.78103,4870.945350384334,,cuda,512,true,false,false,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,0.07891046506510217,4.78103,12672.59037410294,,cuda,512,true,true,false,2.7.1+cu128
pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,false,,4.78103,,30.52587890625,cuda,1,false,false,false,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,16.45248089221746,11.592499,60.781106907289065,,cpu,1,false,false,false,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,51.08185839999351,11.592499,19.57642167537364,,cpu,1,false,false,true,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,10.799605978884049,11.592499,92.59597081182888,,cpu,1,true,false,false,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,9.11864815667084,11.592499,109.66537833444531,,cpu,1,true,true,false,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.5706687421614258,11.592499,1752.330075434776,,cuda,512,false,false,false,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.37623150591144844,11.592499,2657.9379565180925,,cuda,512,true,false,false,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,0.2243543302734944,11.592499,4457.235119023427,,cuda,512,true,true,false,2.7.1+cu128
poolformer v1 s12,MetaFormer,0.9374051593323217,0.9775543753161355,0.9173398088305279,15816,990,256,false,false,false,,11.592499,,66.48681640625,cuda,1,false,false,false,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,13.596715461107022,11.569035,73.54717415838175,,cpu,1,false,false,false,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,47.5903236099839,11.569035,21.012674933570143,,cpu,1,false,false,true,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,10.951805740001468,11.569035,91.30914332670275,,cpu,1,true,false,false,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,9.427427695554796,11.569035,106.07347330507962,,cpu,1,true,true,false,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.762686904739572,11.569035,1311.1540184913247,,cuda,512,false,false,false,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.3766207185285945,11.569035,2655.1911533355437,,cuda,512,true,false,false,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,0.2315836315755367,11.569035,4318.094474970807,,cuda,512,true,true,false,2.7.1+cu128
poolformer v2 s12,MetaFormer,0.9417678300455236,0.9808421851289834,0.9210016188892922,15816,921,256,false,false,false,,11.569035,,69.40234375,cuda,1,false,false,false,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,14.247039317779125,3.505107,70.19002177891674,,cpu,1,false,false,false,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,32.28218937998463,3.505107,30.976833331509194,,cpu,1,false,false,true,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,14.113699803330949,3.505107,70.85314367845572,,cpu,1,true,false,false,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,12.347475982217778,3.505107,80.98821179649593,,cpu,1,true,true,false,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.38593858962239364,3.505107,2591.085801962459,,cuda,512,false,false,false,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.28056869593749906,3.505107,3564.1894996823353,,cuda,512,true,false,false,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,0.1398921356380356,3.505107,7148.364669958672,,cuda,512,true,true,false,2.7.1+cu128
pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.9084080899349161,15816,1085,256,false,false,false,,3.505107,,36.271484375,cuda,1,false,false,false,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,14.4143202677838,3.232211,69.37545312039538,,cpu,1,false,false,false,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,32.54014641002868,3.232211,30.731269226613126,,cpu,1,false,false,true,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,13.754101268884066,3.232211,72.70558653383644,,cpu,1,true,false,false,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,13.360513372220643,3.232211,74.8474233092879,,cpu,1,true,true,false,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.43378160880214034,3.232211,2305.3075089131485,,cuda,512,false,false,false,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.32765074834638125,3.232211,3052.030264075069,,cuda,512,true,false,false,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,0.17383671535156964,3.232211,5752.5247067490145,,cuda,512,true,true,false,2.7.1+cu128
pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,false,,3.232211,,35.23046875,cuda,1,false,false,false,2.7.1+cu128
regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,29.387427945556638,13.572127,34.0281565931053,,cpu,1,false,false,false,2.7.1+cu128
regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,81.27376010001171,13.572127,12.30409419681637,,cpu,1,false,false,true,2.7.1+cu128
regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,24.777260904447758,13.572127,40.35958631006264,,cpu,1,true,false,false,2.7.1+cu128
regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,23.175867378886323,13.572127,43.14833113478289,,cpu,1,true,true,false,2.7.1+cu128
regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,1.0576355906119754,13.572127,945.5052466808289,,cuda,512,false,false,false,2.7.1+cu128
regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.9358479065919763,15816,742,256,false,false,false,,13.572127,,76.11865234375,cuda,1,false,false,false,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,12.653260198882588,5.243747,79.03101527053954,,cpu,1,false,false,false,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,15.9312740599853,5.243747,62.76961881609378,,cpu,1,false,false,true,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,11.03020348111588,5.243747,90.66015887304684,,cpu,1,true,false,false,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,8.967235645549307,5.243747,111.51708726382454,,cpu,1,true,true,false,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.24238003701820313,5.243747,4125.752319795621,,cuda,512,false,false,false,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.16187478572912065,5.243747,6177.614354797591,,cuda,512,true,false,false,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,0.07752324028643898,5.243747,12899.35761592422,,cuda,512,true,true,false,2.7.1+cu128
regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,false,,5.243747,,35.66748046875,cuda,1,false,false,false,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,25.26601298556165,10.643249,39.578860367540116,,cpu,1,false,false,false,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,46.24854970999877,10.643249,21.62229964551307,,cpu,1,false,false,true,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,29.818169266671045,10.643249,33.53659948257587,,cpu,1,true,false,false,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,66.07826422999399,10.643249,15.133569436984148,,cpu,1,true,true,false,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.6706467159244766,10.643249,1491.0980345613334,,cuda,512,false,false,false,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.5809826666015283,10.643249,1721.2217463380161,,cuda,512,true,false,false,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,0.36689217511726235,10.643249,2725.5964226557576,,cuda,512,true,true,false,2.7.1+cu128
regnet y 1 6g,RegNet,0.9449291856348002,0.9829919069296914,0.9254725891273794,15816,871,256,false,false,false,,10.643249,,59.88427734375,cuda,1,false,false,false,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,9.933365410001391,2.930895,100.67081585392516,,cpu,1,false,false,false,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,9.993996749981306,2.930895,100.06006856084583,,cpu,1,false,false,true,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,6.48099232333253,2.930895,154.29735912506055,,cpu,1,true,false,false,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,28.622139118888295,2.930895,34.93798963963811,,cpu,1,true,true,false,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.157946060976523,2.930895,6331.275334233497,,cuda,512,false,false,false,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.11304687826822146,2.930895,8845.887788491984,,cuda,512,true,false,false,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,0.053261879609370524,2.930895,18775.15415028776,,cuda,512,true,true,false,2.7.1+cu128
regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,false,,2.930895,,26.08837890625,cuda,1,false,false,false,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,12.913050204442698,4.066755,77.44103710337569,,cpu,1,false,false,false,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,16.264438209982472,4.066755,61.48383283144937,,cpu,1,false,false,true,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,9.505010043333943,4.066755,105.20767420980478,,cpu,1,true,false,false,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,36.487731961104956,4.066755,27.406471881178472,,cpu,1,true,true,false,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.29729248169275024,4.066755,3363.6908485075423,,cuda,512,false,false,false,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.22107176334638248,4.066755,4523.418028892126,,cuda,512,true,false,false,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,0.09477210182296858,4.066755,10551.628388151292,,cuda,512,true,true,false,2.7.1+cu128
regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818735,15816,1291,256,false,false,false,,4.066755,,33.33642578125,cuda,1,false,false,false,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,13.631034103325673,5.672099,73.36200558371591,,cpu,1,false,false,false,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,20.069968179959687,5.672099,49.82568936001216,,cpu,1,false,false,true,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,9.281007344446454,5.672099,107.7469247557893,,cpu,1,true,false,false,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,34.81798351888655,5.672099,28.720790204796423,,cpu,1,true,true,false,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.33856380871090624,5.672099,2953.652972559399,,cuda,512,false,false,false,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.25384115279952846,5.672099,3939.4715512884236,,cuda,512,true,false,false,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,0.11461182459631421,5.672099,8725.103221436359,,cuda,512,true,true,false,2.7.1+cu128
regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,false,,5.672099,,39.68115234375,cuda,1,false,false,false,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,16.564398187773705,6.478017,60.37043958156638,,cpu,1,false,false,false,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,22.610794520005584,6.478017,44.22666346886748,,cpu,1,false,false,true,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,18.253065868888775,6.478017,54.785317008275214,,cpu,1,true,false,false,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,45.16191534778046,6.478017,22.142550693416204,,cpu,1,true,true,false,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.44949862335935603,6.478017,2224.7009179392753,,cuda,512,false,false,false,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.38648231489579155,6.478017,2587.440515278515,,cuda,512,true,false,false,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,0.3423637154427676,6.478017,2920.8702759482944,,cuda,512,true,true,false,2.7.1+cu128
regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302243,15816,1146,256,false,false,false,,6.478017,,44.873046875,cuda,1,false,false,false,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,13.87754759666374,3.253023,72.05884130712022,,cpu,1,false,false,false,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,11.48075114004314,3.253023,87.1023148051829,,cpu,1,false,false,true,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,8.1561544244404,3.253023,122.6068007005165,,cpu,1,true,false,false,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,19.09396427777311,3.253023,52.37257100999604,,cpu,1,true,true,false,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.21704212100255896,3.253023,4607.400606761532,,cuda,512,false,false,false,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.1718614108332872,3.253023,5818.641864694349,,cuda,512,true,false,false,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,0.08738170574218883,3.253023,11444.043023724005,,cuda,512,true,true,false,2.7.1+cu128
repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442197,15816,1486,256,false,false,false,,3.253023,,27.93408203125,cuda,1,false,false,false,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,15.253935782222673,2.562062,65.5568513121332,,cpu,1,false,false,false,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,26.022827309934655,2.562062,38.42779987316109,,cpu,1,false,false,true,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,10.354461095549697,2.562062,96.57673062577788,,cpu,1,true,false,false,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,30.484781835556433,2.562062,32.80325263255233,,cpu,1,true,true,false,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,0.35935527652336907,2.562062,2782.7614211613486,,cuda,512,false,false,false,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,0.2425033043098779,2.562062,4123.655151198148,,cuda,512,true,false,false,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,0.12740761229167674,2.562062,7848.8245875817875,,cuda,512,true,true,false,2.7.1+cu128
repvit m0 6,RepViT,0.9200809307030855,0.9696509863429439,0.8939232425630991,15816,1264,256,false,false,false,,2.562062,,24.16357421875,cuda,1,false,false,false,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,11.834631696668415,9.322387,84.49777108665845,,cpu,1,false,false,false,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,69.77428204998432,9.322387,14.331928192161524,,cpu,1,false,false,true,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,7.072726339999159,9.322387,141.38819345300993,,cpu,1,true,false,false,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,11.868860141104152,9.322387,84.25408911314129,,cpu,1,true,true,false,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.6951763653646027,9.322387,1438.4838867120072,,cuda,512,false,false,false,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.44100287447918163,9.322387,2267.5589159843603,,cuda,512,true,false,false,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,0.25432496497397017,9.322387,3931.9773428548338,,cuda,512,true,true,false,2.7.1+cu128
resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,false,,9.322387,,63.16748046875,cuda,1,false,false,false,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,18.551886108883384,5.601203,53.902875110965674,,cpu,1,false,false,false,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,34.70101086997601,5.601203,28.81760429824306,,cpu,1,false,false,true,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,15.788771931111112,5.601203,63.33614826809563,,cpu,1,true,false,false,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,14.393101596659916,5.601203,69.47772815221852,,cpu,1,true,true,false,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.38211992265625366,5.601203,2616.97948918402,,cuda,512,false,false,false,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.25658087503899196,5.601203,3897.4066163272396,,cuda,512,true,false,false,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,0.1152192786197285,5.601203,8679.103115203625,,cuda,512,true,true,false,2.7.1+cu128
rope deit3 reg4 t16,RoPE DeiT3,0.927731411229135,0.974645928174001,0.9032457664279663,15816,1143,256,false,false,false,,5.601203,,33.35595703125,cuda,1,false,false,false,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,10.944942782225553,1.283315,91.36639815276031,,cpu,1,false,false,false,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,12.43275695000193,1.283315,80.43268311457216,,cpu,1,false,false,true,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,8.606232573333223,1.283315,116.19486127978257,,cpu,1,true,false,false,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,9.620126754444856,1.283315,103.94873430726501,,cpu,1,true,true,false,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.33704279524736575,1.283315,2966.982276734532,,cuda,512,false,false,false,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.22622346027342624,1.283315,4420.4080283775365,,cuda,512,true,false,false,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,0.11083167143226547,1.283315,9022.691682594968,,cuda,512,true,true,false,2.7.1+cu128
shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,false,,1.283315,,19.35107421875,cuda,1,false,false,false,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,11.04950853555541,1.633879,90.50176275100135,,cpu,1,false,false,false,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,10.01820442994358,1.633879,99.81828649963292,,cpu,1,false,false,true,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,8.421733381110243,1.633879,118.74040114389958,,cpu,1,true,false,false,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,8.27434872222107,1.633879,120.85543328799557,,cpu,1,true,true,false,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.16219257199215537,1.633879,6165.510465228741,,cuda,512,false,false,false,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.10436196289058823,1.633879,9582.035181231571,,cuda,512,true,false,false,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,0.07435792549472353,1.633879,13448.465558267362,,cuda,512,true,true,false,2.7.1+cu128
shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589162,15816,1773,256,false,false,false,,1.633879,,19.41943359375,cuda,1,false,false,false,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,32.379774459995026,11.183859,30.883476388493456,,cpu,1,false,false,false,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,105.07077861002473,11.183859,9.51739401981162,,cpu,1,false,false,true,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,31.42688454666414,11.183859,31.819889703516495,,cpu,1,true,false,false,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,26.87979164111312,11.183859,37.20266932688877,,cpu,1,true,true,false,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,1.3103722993228455,11.183859,763.1418952589008,,cuda,512,false,false,false,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,0.9909038604556978,11.183859,1009.1796388199749,,cuda,512,true,false,false,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,0.5439329099089226,11.183859,1838.4620268103329,,cuda,512,true,true,false,2.7.1+cu128
smt t,SMT,0.9607991906929692,0.9899468892261002,0.9442116072745401,15816,620,256,false,false,false,,11.183859,,68.341796875,cuda,1,false,false,false,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,13.830823321113712,0.833235,72.30227563339852,,cpu,1,false,false,false,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,17.111432509991573,0.833235,58.44046075137706,,cpu,1,false,false,true,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,9.755016491108108,0.833235,102.51135924900997,,cpu,1,true,false,false,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,9.914045296665991,0.833235,100.86699930010319,,cpu,1,true,true,false,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.22480833264324926,0.833235,4448.233694197228,,cuda,512,false,false,false,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.14414173009110223,0.833235,6937.616187678389,,cuda,512,true,false,false,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,0.06107797944006658,0.833235,16372.512797042684,,cuda,512,true,true,false,2.7.1+cu128
squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927108,15816,2296,259,false,false,false,,0.833235,,20.29052734375,cuda,1,false,false,false,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,8.246733191109444,0.940519,121.26013741757404,,cpu,1,false,false,false,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,7.925402830005623,0.940519,126.1765517096486,,cpu,1,false,false,true,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,6.110964014442287,0.940519,163.64030251800855,,cpu,1,true,false,false,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,5.747652232223319,0.940519,173.98408247347592,,cpu,1,true,true,false,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.17385435100266022,0.940519,5751.941175085682,,cuda,512,false,false,false,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.11755511497398174,0.940519,8506.648138801345,,cuda,512,true,false,false,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,0.05412085799482232,0.940519,18477.164572957598,,cuda,512,true,true,false,2.7.1+cu128
starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096524,15816,1849,256,false,false,false,,0.940519,,20.89794921875,cuda,1,false,false,false,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,13.961498753326143,2.744403,71.62554806386837,,cpu,1,false,false,false,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,15.248775869986275,2.744403,65.57903457472092,,cpu,1,false,false,true,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,8.62413622222246,2.744403,115.95364152797414,,cpu,1,true,false,false,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,8.459935666671502,2.744403,118.20420856621509,,cpu,1,true,true,false,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.32804945736974866,2.744403,3048.3208477704857,,cuda,512,false,false,false,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.20261419748701806,2.744403,4935.488294516342,,cuda,512,true,false,false,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,0.09218893865882667,2.744403,10847.288346607455,,cuda,512,true,true,false,2.7.1+cu128
starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,false,,2.744403,,29.056640625,cuda,1,false,false,false,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,15.914452467776654,3.197342,62.835966366093025,,cpu,1,false,false,false,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,21.250260309971054,3.197342,47.0582470714855,,cpu,1,false,false,true,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,12.224476387782486,3.197342,81.8030947320926,,cpu,1,true,false,false,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,10.918772627774159,3.197342,91.58538547238294,,cpu,1,true,true,false,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,0.4716568290885448,3.197342,2120.185563585402,,cuda,512,false,false,false,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,0.3029562243098856,3.197342,3300.8069145234904,,cuda,512,true,false,false,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,0.161574809856783,3.197342,6189.083563745995,,cuda,512,true,true,false,2.7.1+cu128
swiftformer xs,SwiftFormer,0.9103439554881133,0.9669954476479514,0.8855427687628917,15816,1418,256,false,false,false,,3.197342,,29.40478515625,cuda,1,false,false,false,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,21.058805574438235,5.190855,47.48607400667718,,cpu,1,false,false,false,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,50.03168285998981,5.190855,19.987334881347696,,cpu,1,false,false,true,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,15.899608352216699,5.190855,62.89463097753484,,cpu,1,true,false,false,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,17.366129478889178,5.190855,57.583355071470116,,cpu,1,true,true,false,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.5605328643620547,5.190855,1784.0167161975505,,cuda,512,false,false,false,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.4298823442317712,5.190855,2326.2178905883366,,cuda,512,true,false,false,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,0.20448602518229111,5.190855,4890.309736856297,,cuda,512,true,true,false,2.7.1+cu128
tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,false,,5.190855,,46.37353515625,cuda,1,false,false,false,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,75.47493363333666,12.567139,13.249431988348357,,cpu,1,false,false,false,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,234.47854511003243,12.567139,4.2647825178663386,,cpu,1,false,false,true,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,47.144911744439426,12.567139,21.211196776032708,,cpu,1,true,false,false,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,47.26478661333709,12.567139,21.1574000784301,,cpu,1,true,true,false,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,1.6613548832031217,12.567139,601.918355981825,,cuda,512,false,false,false,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,1.2072926533464092,12.567139,828.299581901845,,cuda,512,true,false,false,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,0.7985408160156264,12.567139,1252.2841412034113,,cuda,512,true,true,false,2.7.1+cu128
transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.944317030004823,15816,624,256,false,false,false,,12.567139,,94.49853515625,cuda,1,false,false,false,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,18.951283506669117,3.944147,52.76687458388196,,cpu,1,false,false,false,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,40.173346480005414,3.944147,24.892125939712482,,cpu,1,false,false,true,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,15.90281475222178,3.944147,62.881949867415145,,cpu,1,true,false,false,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,14.694421312225233,3.944147,68.05303718684286,,cpu,1,true,true,false,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.7895798556250119,3.944147,1266.4963434362503,,cuda,512,false,false,false,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.6964401465234952,3.944147,1435.873570746634,,cuda,512,true,false,false,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,0.3841226601041588,3.944147,2603.33509022571,,cuda,512,true,true,false,2.7.1+cu128
van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536484,15816,854,256,false,false,false,,3.944147,,34.03662109375,cuda,1,false,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,35.25593103555568,86.090099,28.364021900074004,,cpu,1,false,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,378.42179180996027,86.090099,2.642553948114569,,cpu,1,false,false,true,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,35.01111309778126,86.090099,28.562359534446575,,cpu,1,true,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,29.222315015560724,86.090099,34.220423654577175,,cpu,1,true,true,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,1.19737516315098,86.090099,835.1601325756809,,cuda,512,false,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,1.1366174688541264,86.090099,879.8034760174359,,cuda,512,true,false,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,0.6349877511719152,86.090099,1574.833527346675,,cuda,512,true,true,false,2.7.1+cu128
"vit reg4 b16 (mim, i)",ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,false,,86.090099,,348.42236328125,cuda,1,false,false,false,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,21.135298228893788,2.970547,47.31421289494335,,cpu,1,false,false,false,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,24.00206942002114,2.970547,41.66307423333497,,cpu,1,false,false,true,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,16.48004093666613,2.970547,60.67946092143006,,cpu,1,true,false,false,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,17.40816099222381,2.970547,57.444321686058515,,cpu,1,true,true,false,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.3039553246353914,2.970547,3289.957171171608,,cuda,512,false,false,false,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.2310061622656197,2.970547,4328.8888495111305,,cuda,512,true,false,false,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,0.10398963347663918,2.970547,9616.343154288024,,cuda,512,true,true,false,2.7.1+cu128
xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295915,15816,1570,256,false,false,false,,2.970547,,22.73828125,cuda,1,false,false,false,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,37.90361334666765,2.966339,26.38270897431251,,cpu,1,false,false,false,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,137.59962609998183,2.966339,7.267461608314153,,cpu,1,false,false,true,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,23.582597936660427,2.966339,42.40414913937221,,cpu,1,true,false,false,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,22.4373917177824,2.966339,44.568460210438175,,cpu,1,true,true,false,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,1.5764835056510642,2.966339,634.3231606391054,,cuda,512,false,false,false,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,1.2749682177343402,2.966339,784.3332767753477,,cuda,512,true,false,false,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,0.44427930320315073,2.966339,2250.836338290422,,cuda,512,true,true,false,2.7.1+cu128
xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,false,,2.966339,,27.2197265625,cuda,1,false,false,false,2.7.1+cu128