diff --git "a/results_il-common.csv" "b/results_il-common.csv"
--- "a/results_il-common.csv"
+++ "b/results_il-common.csv"
@@ -1,282 +1,494 @@
-Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,ms / sample,Parameters (M),Samples / sec,device,batch_size,compile,amp
-cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,64.39068573596866,11.834867,15.5301964650673,cpu,1,false,false
-cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,41.68288707250035,11.834867,23.9906606819405,cpu,1,true,false
-cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,1.2317885403956548,11.834867,811.827653209695,cuda,512,true,false
-cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,0.5881764810396813,11.834867,1700.16998679098,cuda,512,true,true
-coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,24.501763631007623,5.520051,40.8133885813213,cpu,1,false,false
-coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,19.592608900507916,5.520051,51.0396550596218,cpu,1,true,false
-coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,0.5551642951610358,5.520051,1801.2685770974,cuda,512,true,false
-coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,0.2960239313324566,5.520051,3378.10526162132,cuda,512,true,true
-coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,73.81677493103761,5.402303,13.5470562204084,cpu,1,false,false
-coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,58.37142245296853,5.402303,17.13167090978,cpu,1,true,false
-coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,1.4600921841895333,5.402303,684.888263103113,cuda,512,true,false
-coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,0.8644292095408465,5.402303,1156.83272726423,cuda,512,true,true
-convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,10.824043098022232,3.506491,92.386919651375,cpu,1,false,false
-convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,10.806253695511252,3.506491,92.5390082610576,cpu,1,true,false
-convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,0.20181845110357696,3.506491,4954.94834358223,cuda,512,true,false
-convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,0.09773218541511133,3.506491,10232.0437812023,cuda,512,true,true
-crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,16.054137544997502,8.541222,62.2892383472572,cpu,1,false,false
-crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,19.764657090476252,8.541222,50.5953629968039,cpu,1,true,false
-crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,0.2649056839504734,8.541222,3774.92843900986,cuda,512,true,false
-crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,0.1489146511863736,8.541222,6715.25596731549,cuda,512,true,true
-deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,13.513736889013671,5.601203,73.99877681598011,cpu,1,false,false
-deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,15.809586441508147,5.601203,63.25276146215281,cpu,1,true,false
-deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,0.25044541671377374,5.601203,3992.8860073445417,cuda,512,true,false
-deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,0.1099096978076375,5.601203,9098.37821363304,cuda,512,true,true
-deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,13.375097163487226,5.600435,74.7658119994752,cpu,1,false,false
-deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,15.331185140006708,5.600435,65.22652951274466,cpu,1,true,false
-deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,0.2508516241698544,5.600435,3986.4202725786977,cuda,512,true,false
-deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,0.11195500262260794,5.600435,8932.160033713959,cuda,512,true,true
-deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,12.664732132456269,5.668006,78.9594276089955,cpu,1,false,false
-deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,15.506538269459263,5.668006,64.4889260660801,cpu,1,true,false
-deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,0.24996028456030206,5.668006,4000.63554799944,cuda,512,true,false
-deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,0.10917858348648225,5.668006,9159.30549807704,cuda,512,true,true
-edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,14.842738748004201,5.394987,67.3730109367089,cpu,1,false,false
-edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,14.669244047021483,5.394987,68.1698386634344,cpu,1,true,false
-edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,0.3130836500389473,5.394987,3194.03456512533,cuda,512,true,false
-edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,0.17158014565893623,5.394987,5828.18015545797,cuda,512,true,true
-edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,12.587696057045829,2.215407,79.4426553888915,cpu,1,false,false
-edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,12.583545700530525,2.215407,79.468857490448,cpu,1,true,false
-edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,0.20422717654298592,2.215407,4896.50798158843,cuda,512,true,false
-edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,0.11380929258280041,2.215407,8786.62873044803,cuda,512,true,true
-edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,9.204896731011145,1.220915,108.637829323062,cpu,1,false,false
-edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,12.805908158537937,1.220915,78.0889560990082,cpu,1,true,false
-edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,0.1149764700585365,1.220915,8697.43173964971,cuda,512,true,false
-edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,0.06506661872549555,1.220915,15368.8637828073,cuda,512,true,true
-edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,18.29957311996258,6.52752,54.6460834602269,cpu,1,false,false
-edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,18.570385712489948,6.52752,53.8491776898003,cpu,1,true,false
-edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,0.3351423560644661,6.52752,2983.80667768429,cuda,512,true,false
-edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,0.19012849867692674,6.52752,5259.60078030825,cuda,512,true,true
-edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,16.727803323476117,3.885552,59.7807124260351,cpu,1,false,false
-edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,16.873117684968754,3.885552,59.265870046698,cpu,1,true,false
-edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,0.24464475691388515,3.885552,4087.55949898407,cuda,512,true,false
-edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,0.14845277733400064,3.885552,6736.14881417895,cuda,512,true,true
-efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,15.219937715970442,11.725014,65.7032912132544,cpu,1,false,false
-efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,15.241889148484924,11.725014,65.6086650583863,cpu,1,true,false
-efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,0.2707337024656906,11.725014,3693.66647333731,cuda,512,true,false
-efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,0.1575567991750404,11.725014,6346.91746237516,cuda,512,true,true
-efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,16.47026246995665,3.35311,60.7154865822021,cpu,1,false,false
-efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,16.415334326040476,3.35311,60.9186496076202,cpu,1,true,false
-efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,0.24185917242164126,3.35311,4134.6374834057,cuda,512,true,false
-efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,0.12283595137716931,3.35311,8140.93910446045,cuda,512,true,true
-efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,21.316609374014643,5.867278,46.9117758107919,cpu,1,false,false
-efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,21.553742963529675,5.867278,46.3956539563483,cpu,1,true,false
-efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,0.3391028706738551,5.867278,2948.95763640346,cuda,512,true,false
-efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,0.17568842681612298,5.867278,5691.89455516389,cuda,512,true,true
-efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,11.228561052528676,3.846259,89.0586064698646,cpu,1,false,false
-efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,11.052089711534787,3.846259,90.4806263883585,cpu,1,true,false
-efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,0.27446288648434336,3.846259,3643.47986283036,cuda,512,true,false
-efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,0.13919193396475296,3.846259,7184.32434636066,cuda,512,true,true
-efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,13.928454790497193,4.482799,71.7954730112818,cpu,1,false,false
-efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,13.917524471995412,4.482799,71.8518585695453,cpu,1,true,false
-efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,0.34233410063961833,4.482799,2921.12295599999,cuda,512,true,false
-efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,0.20812022827158214,4.482799,4804.9149681648,cuda,512,true,true
-efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,19.467008312465623,6.988435,51.3689614731224,cpu,1,false,false
-efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,19.676384848484293,6.988435,50.8223440281527,cpu,1,true,false
-efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,0.48641762455076765,6.988435,2055.84655967915,cuda,512,true,false
-efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,0.29787451666493286,6.988435,3357.11833021574,cuda,512,true,true
-efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,30.329582540027367,20.652739,32.9711099280794,cpu,1,false,false
-efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,32.1039896675502,20.652739,31.148776533864,cpu,1,true,false
-efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,0.6526302203076271,20.652739,1532.26125435723,cuda,512,true,false
-efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,0.3633615045310988,20.652739,2752.08019432453,cuda,512,true,true
-efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,10.454656123009041,2.604259,95.6511613805411,cpu,1,false,false
-efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,10.41588405799121,2.604259,96.0072130634736,cpu,1,true,false
-efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,0.12143156471665863,2.604259,8235.09111764591,cuda,512,true,false
-efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,0.06862219001447993,2.604259,14572.5456997072,cuda,512,true,true
-efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,13.567838866030801,2.228039,73.7037054960651,cpu,1,false,false
-efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,13.866264995536762,2.228039,72.1174736183015,cpu,1,true,false
-efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,0.032108162607187254,2.228039,31144.7282809062,cuda,512,true,false
-efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,0.01557405745586493,2.228039,64209.3431871485,cuda,512,true,true
-fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,9.0223652479472,3.099751,110.83568138937,cpu,1,false,false
-fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,8.928585624496902,3.099751,111.999821926594,cpu,1,true,false
-fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,0.1081829622899022,3.099751,9243.59972063124,cuda,512,true,false
-fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,0.051216426928704144,3.099751,19524.9856338485,cuda,512,true,true
-fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,10.819954252510795,6.789619,92.42183253852,cpu,1,false,false
-fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,10.760123900487082,6.789619,92.9357328268992,cpu,1,true,false
-fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,0.16611966520997615,6.789619,6019.75689474208,cuda,512,true,false
-fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,0.08036547239726122,6.789619,12443.1546305958,cuda,512,true,true
-fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,24.059743323479765,10.900595,41.5632031711704,cpu,1,false,false
-fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,23.454152235528476,10.900595,42.63637372001,cpu,1,true,false
-fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,0.6133408118262204,10.900595,1630.41490264198,cuda,512,true,false
-fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,0.47064620277865216,10.900595,2124.73827281744,cuda,512,true,true
-fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,25.432817540015083,6.864115,39.3192770886134,cpu,1,false,false
-fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,22.00178689300083,6.864115,45.4508538267007,cpu,1,true,false
-fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,0.5689696446432894,6.864115,1757.56300782433,cuda,512,true,false
-fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,0.44730803048310025,6.864115,2235.59590226892,cuda,512,true,true
-fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,18.121529859025035,3.512339,55.1829789084817,cpu,1,false,false
-fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,17.48599901399576,3.512339,57.188611254044,cpu,1,true,false
-fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,0.4509239803030597,3.512339,2217.66870621499,cuda,512,true,false
-fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,0.5414200546391614,3.512339,1846.99475283838,cuda,512,true,true
-ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,24.889341119502213,5.351159,40.1778413979968,cpu,1,false,false
-ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,24.656092155491912,5.351159,40.5579275780432,cpu,1,true,false
-ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,0.29764408067421755,5.351159,3359.71741058925,cuda,512,true,false
-ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,0.1990089560058549,5.351159,5024.89948226541,cuda,512,true,true
-inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,15.803010336500021,3.552051,63.2790828270429,cpu,1,false,false
-inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,10.598418775499965,3.552051,94.35369758285725,cpu,1,true,false
-inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,0.21333610259765545,3.552051,4687.439152696839,cuda,512,true,false
-inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,0.11052534954101523,3.552051,9047.698144839675,cuda,512,true,true
-levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,13.220935968500273,8.728838,75.63761010434996,cpu,1,false,false
-levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,8.68435009499808,8.728838,115.14966451847322,cpu,1,true,false
-levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,0.11493721833979009,8.728838,8700.40196243213,cuda,512,true,false
-levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,0.06191875506345922,8.728838,16150.195509827694,cuda,512,true,true
-levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,8.802155993529562,7.29196,113.608529630138,cpu,1,false,false
-levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,8.813130409980651,7.29196,113.467060338461,cpu,1,true,false
-levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,0.07773345412601877,7.29196,12864.4740059902,cuda,512,true,false
-levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,0.043673856264945334,7.29196,22896.993430888,cuda,512,true,true
-mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,8.968706375511845,1.412763,111.498800175954,cpu,1,false,false
-mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,8.821156067017014,1.412763,113.363825829936,cpu,1,true,false
-mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,0.12737225275429867,1.412763,7851.00348290928,cuda,512,true,false
-mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,0.06189475594737798,1.412763,16156.4575979617,cuda,512,true,true
-mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,11.39003081200644,3.577563,87.7960750506383,cpu,1,false,false
-mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,11.567504192993516,3.577563,86.4490717544502,cpu,1,true,false
-mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,0.22489917993141267,3.577563,4446.43684474514,cuda,512,true,false
-mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,0.1147271869092492,3.577563,8716.32981632343,cuda,512,true,true
-mobileclip i0,FastViT,0.9343702579666161,0.9755311077389985,0.9141578940280503,15816,1038,256,false,false,34.99577607150418,11.262451,28.5748770925033,cpu,1,false,false
-mobileclip i0,FastViT,0.9343702579666161,0.9755311077389985,0.9141578940280503,15816,1038,256,false,false,32.166960607981295,11.262451,31.0877988190118,cpu,1,true,false
-mobileclip i0,FastViT,0.9343702579666161,0.9755311077389985,0.9141578940280503,15816,1038,256,false,false,0.7531249402779833,11.262451,1327.80093516873,cuda,512,true,false
-mobileclip i0,FastViT,0.9343702579666161,0.9755311077389985,0.9141578940280503,15816,1038,256,false,false,0.5664595146095047,11.262451,1765.35122847987,cuda,512,true,true
-mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,11.327229777001778,2.700211,88.2828387599542,cpu,1,false,false
-mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,11.35863593203248,2.700211,88.0387403895833,cpu,1,true,false
-mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,0.28847171418476564,2.700211,3466.54438139991,cuda,512,true,false
-mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,0.14461348050758718,2.700211,6914.9846645696,cuda,512,true,true
-mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,10.238693877472544,3.122547,97.6687077440832,cpu,1,false,false
-mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,10.181135442515375,3.122547,98.2208718905853,cpu,1,true,false
-mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,0.1610212428710156,3.122547,6210.36070874847,cuda,512,true,false
-mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,0.08410344702610945,3.122547,11890.1190778727,cuda,512,true,true
-mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,11.314587421540633,4.677283,88.3814815992501,cpu,1,false,false
-mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,11.246164523006886,4.677283,88.9192042277388,cpu,1,true,false
-mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,0.20156246246585852,4.677283,4961.2412339395,cuda,512,true,false
-mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,0.10706168553724639,4.677283,9340.40964311274,cuda,512,true,true
-mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,6.732949503501004,1.898131,148.52331797231201,cpu,1,false,false
-mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,4.1859729229981895,1.898131,238.8930885113689,cpu,1,true,false
-mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,0.06705667109862645,1.898131,14912.759366315806,cuda,512,true,false
-mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,0.03667053023924893,1.898131,27269.85384382818,cuda,512,true,true
-mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,23.621482060989337,10.268899,42.3343462284905,cpu,1,false,false
-mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,23.89455612050368,10.268899,41.8505367899222,cpu,1,true,false
-mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,0.29417685452131054,10.268899,3399.31569948702,cuda,512,true,false
-mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,0.16146214115281057,10.268899,6193.40232242791,cuda,512,true,true
-mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,30.419259976500026,31.785115,32.87390951563371,cpu,1,false,false
-mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,19.881046706000006,31.785115,50.29916255355935,cpu,1,true,false
-mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,0.40106037837890574,31.785115,2493.3901574671136,cuda,512,true,false
-mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,0.18814474328124997,31.785115,5315.056815088054,cuda,512,true,true
-mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,16.241447319975123,8.909763,61.5708674417282,cpu,1,false,false
-mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,16.27776411303784,8.909763,61.4334986706829,cpu,1,true,false
-mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,0.24604877387673674,8.909763,4064.23484353948,cuda,512,true,false
-mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,0.11695773629412543,8.909763,8550.09708366105,cuda,512,true,true
-mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,8.397683447983546,2.968275,119.080459056851,cpu,1,false,false
-mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,8.506907378032363,2.968275,117.551532603062,cpu,1,true,false
-mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,0.09288166049316222,2.968275,10766.3880543309,cuda,512,true,false
-mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,0.03740654385239842,2.968275,26733.2904089155,cuda,512,true,true
-mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,37.9952509294963,1.433779,26.3190787147476,cpu,1,false,false
-mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,36.2697904760135,1.433779,27.5711545855589,cpu,1,true,false
-mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,0.6615809043410096,1.433779,1511.5309305913,cuda,512,true,false
-mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,0.5805599677148611,1.433779,1722.47494765458,cuda,512,true,true
-mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,20.9035622505471,3.959091,47.8387361931016,cpu,1,false,false
-mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,20.048073324491252,3.959091,49.8801048766304,cpu,1,true,false
-mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,0.5053577354544806,3.959091,1978.79626617504,cuda,512,true,false
-mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,0.3548511866307534,3.959091,2818.08272784661,cuda,512,true,true
-mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,19.441772416525065,2.075712,51.435639641066,cpu,1,false,false
-mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,19.7332501200144,2.075712,50.6758893703857,cpu,1,true,false
-mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,0.47747594249528824,2.075712,2094.34635549176,cuda,512,true,false
-mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,0.2350911270946201,2.075712,4253.66968272485,cuda,512,true,true
-mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,14.364008762466254,1.07008,69.6184482018029,cpu,1,false,false
-mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,13.854086659499432,1.07008,72.1808679689702,cpu,1,true,false
-mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,0.22751909944361165,1.07008,4395.23539977724,cuda,512,true,false
-mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,0.10469746063449746,1.07008,9551.33003169041,cuda,512,true,true
-mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,35.565709716524005,10.110729,28.1169701932138,cpu,1,false,false
-mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,30.27076951396883,10.110729,33.0351694408871,cpu,1,true,false
-mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,0.7962381166845459,10.110729,1255.90571343645,cuda,512,true,false
-mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,0.4112848363234895,10.110729,2431.40498185901,cuda,512,true,true
-mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,21.788416926516206,4.578825,45.8959456931914,cpu,1,false,false
-mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,21.855775133008127,4.578825,45.7544971026779,cpu,1,true,false
-mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,0.5227380744480556,4.578825,1913.00394763835,cuda,512,true,false
-mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,0.2720838139993017,4.578825,3675.33807065262,cuda,512,true,true
-moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,42.17483799048941,2.834269,23.710820186802,cpu,1,false,false
-moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,40.3329807139816,2.834269,24.7936051910328,cpu,1,true,false
-moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,0.7761655736766202,2.834269,1288.38489352613,cuda,512,true,false
-moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,0.45712190006838727,2.834269,2187.60028747342,cuda,512,true,true
-pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,10.989560650021305,4.78103,90.9954484848365,cpu,1,false,false
-pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,11.076271116035054,4.78103,90.2830916220808,cpu,1,true,false
-pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,0.1964083615820301,4.78103,5091.43293057994,cuda,512,true,false
-pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,0.08266379473639042,4.78103,12097.1944632948,cuda,512,true,true
-pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,14.344575294526303,3.505107,69.712764544628,cpu,1,false,false
-pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,14.383710688503934,3.505107,69.523089114914,cpu,1,true,false
-pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,0.26696903201127514,3.505107,3745.75280311076,cuda,512,true,false
-pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,0.1365080084667625,3.505107,7325.57753374216,cuda,512,true,true
-pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,14.29139778349782,3.232211,69.9721619360909,cpu,1,false,false
-pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,14.619455033971452,3.232211,68.4020025148875,cpu,1,true,false
-pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,0.3145488328419792,3.232211,3179.15660651131,cuda,512,true,false
-pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,0.16877246629917392,3.232211,5925.13709094796,cuda,512,true,true
-regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.935847906591976,15816,742,256,false,false,29.887038194000016,13.572127,33.45932084366779,cpu,1,false,false
-regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,12.312787343515083,5.243747,81.21637872083298,cpu,1,false,false
-regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,10.825735291000454,5.243747,92.37247846169953,cpu,1,true,false
-regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,0.1483052566356946,5.243747,6742.84932769751,cuda,512,true,false
-regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,0.06892768770512703,5.243747,14507.958025198883,cuda,512,true,true
-regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,9.714209409547081,2.930895,102.941985069542,cpu,1,false,false
-regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,10.125048606016207,2.930895,98.7649579682817,cpu,1,true,false
-regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,0.10662045100559678,2.930895,9379.063684016,cuda,512,true,false
-regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,0.048744920346734874,2.930895,20514.9581307498,cuda,512,true,true
-regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,13.00503843504703,4.066755,76.8932752482391,cpu,1,false,false
-regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,12.986376342014402,4.066755,77.0037748532462,cpu,1,true,false
-regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,0.20696544419422472,4.066755,4831.72446440653,cuda,512,true,false
-regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,0.09006707460969189,4.066755,11102.836461976,cuda,512,true,true
-regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,13.217048962484114,5.672099,75.6598543924931,cpu,1,false,false
-regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,13.39858326496324,5.672099,74.6347565428772,cpu,1,true,false
-regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,0.23665727093771213,5.672099,4225.51986692688,cuda,512,true,false
-regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,0.09962974424809054,5.672099,10037.1631739802,cuda,512,true,true
-regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,18.004002143978145,6.478017,55.5432060051422,cpu,1,false,false
-regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,14.954498778504783,6.478017,66.8695096245803,cpu,1,true,false
-regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,0.3604591619136954,6.478017,2774.23937483223,cuda,512,true,false
-regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,0.17375179422856477,6.478017,5755.33625100028,cuda,512,true,true
-repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,15.429795297503013,3.253023,64.8096737979297,cpu,1,false,false
-repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,15.41258407500572,3.253023,64.8820467180244,cpu,1,true,false
-repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,0.184295790488136,3.253023,5426.05990810395,cuda,512,true,false
-repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,0.09535095675801084,3.253023,10487.5717454821,cuda,512,true,true
-resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,12.230084712500691,9.322387,81.765582455686,cpu,1,false,false
-resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,12.471949153987222,9.322387,80.1799291877569,cpu,1,true,false
-resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,0.45404511701122013,9.322387,2202.42430219834,cuda,512,true,false
-resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,0.24286380580576844,9.322387,4117.53409151364,cuda,512,true,true
-shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,10.39060590398731,1.283315,96.2407783761925,cpu,1,false,false
-shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,10.583155058498955,1.283315,94.489780644094,cpu,1,true,false
-shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,0.1567243166209664,1.283315,6380.6307888933,cuda,512,true,false
-shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,0.08456232497565025,1.283315,11825.5972773685,cuda,512,true,true
-shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,10.454390332510227,1.633879,95.6535931980921,cpu,1,false,false
-shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,10.590515446499923,1.633879,94.4241104270795,cpu,1,true,false
-shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,0.0996815466891125,1.633879,10031.9470675832,cuda,512,true,false
-shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,0.06823840889694548,1.633879,14654.5034704753,cuda,512,true,true
-squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,13.206746072508398,0.833235,75.7188784057591,cpu,1,false,false
-squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,13.572903937019868,0.833235,73.6762011018524,cpu,1,true,false
-squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,0.12920495537628088,0.833235,7739.64123193047,cuda,512,true,false
-squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,0.057944894257957416,0.833235,17257.775905988,cuda,512,true,true
-starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,8.288271271000042,0.940519,120.65242163331637,cpu,1,false,false
-starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,5.244605376500033,0.940519,190.67211509960092,cpu,1,true,false
-starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,0.11330084879394464,0.940519,8826.059210012247,cuda,512,true,false
-starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,0.05452200990722633,0.940519,18341.216725164424,cuda,512,true,true
-starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,14.623289277500135,2.744403,68.38406742993399,cpu,1,false,false
-starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,9.511759281499963,2.744403,105.1330222312254,cpu,1,true,false
-starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,0.1932966928613289,2.744403,5173.394253141208,cuda,512,true,false
-starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,0.08606454891113113,2.744403,11619.185979032829,cuda,512,true,true
-tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,20.800365723494895,5.190855,48.0760777619625,cpu,1,false,false
-tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,21.08187383547191,5.190855,47.4341136752949,cpu,1,true,false
-tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,0.43286002967249776,5.190855,2310.21561578832,cuda,512,true,false
-tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,0.21135497138686793,5.190855,4731.37676127609,cuda,512,true,true
-transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,77.67252662650004,12.567139,12.874565093120372,cpu,1,false,false
-transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,47.812285434000046,12.567139,20.915126539608682,cpu,1,true,false
-transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,1.2771649995263668,12.567139,782.9841879246983,cuda,512,true,false
-transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,0.9658749792187493,12.567139,1035.3306810047536,cuda,512,true,true
-van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,19.339800807530988,3.944147,51.7068407245744,cpu,1,false,false
-van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,19.36771784245502,3.944147,51.632309399301,cpu,1,true,false
-van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,0.6656397450535665,3.944147,1502.31413828741,cuda,512,true,false
-van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,0.4296442427732928,3.944147,2327.50704058116,cuda,512,true,true
-vitreg4 b16,ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,35.42885812697936,86.090099,28.2255780419435,cpu,1,false,false
-vitreg4 b16,ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,35.37971438496601,86.090099,28.2647844219153,cpu,1,true,false
-vitreg4 b16,ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,1.1465963677585476,86.090099,872.14649210417,cuda,512,true,false
-vitreg4 b16,ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,0.6443679584913292,86.090099,1551.90832632541,cuda,512,true,true
-xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,19.68631689500763,2.970547,50.7967033820123,cpu,1,false,false
-xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,19.621848251554187,2.970547,50.9635986977319,cpu,1,true,false
-xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,0.22257619513197838,2.970547,4492.8434480922,cuda,512,true,false
-xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,0.09816799908207924,2.970547,10186.6189527189,cuda,512,true,true
-xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,38.1600779530127,2.966339,26.2053972015288,cpu,1,false,false
-xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,38.070501672511504,2.966339,26.2670560162868,cpu,1,true,false
-xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,1.2496106755617125,2.966339,800.249245270324,cuda,512,true,false
-xcit nano12 p8,XCiT,0.9377845220030349,0.9793247344461306,0.9169321884679081,15816,984,256,false,false,0.42417136708479497,2.966339,2357.53772554877,cuda,512,true,true
+Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,batch_size,compile,amp
+cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,46.69523362448672,11.834867,21.415461972881225,,cpu,1,false,false
+cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,41.80545727952266,11.834867,23.92032201235661,,cpu,1,true,false
+cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,42.55462374450871,11.834867,23.499209063716393,,cpu,1,true,true
+cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,1.6682668370506804,11.834867,599.4244912090289,,cuda,512,false,false
+cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,1.2322533173730221,11.834867,811.5214509073904,,cuda,512,true,false
+cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,0.5887502402097766,11.834867,1698.5131074319252,,cuda,512,true,true
+cait xxs24,CaiT,0.9233055134041477,0.9696509863429439,0.8966270708482155,15816,1213,256,false,false,,11.834867,,58.48046875,cuda,1,false,false
+coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,24.338564023491926,5.520051,41.08705834225823,,cpu,1,false,false
+coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,19.61704805999761,5.520051,50.97606923027142,,cpu,1,true,false
+coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,14.850329293491086,5.520051,67.33857413103297,,cpu,1,true,true
+coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,0.7454091399216622,5.520051,1341.5451279616636,,cuda,512,false,false
+coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,0.5556930121730375,5.520051,1799.5547507237857,,cuda,512,true,false
+coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,0.29566419041998415,5.520051,3382.2154741821223,,cuda,512,true,true
+coat lite tiny,CoaT,0.9281107738998483,0.9728755690440061,0.9046200933029305,15816,1137,256,false,false,,5.520051,,49.2666015625,cuda,1,false,false
+coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,75.02755781100132,5.402303,13.32843596640926,,cpu,1,false,false
+coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,59.49237965000794,5.402303,16.808875454015674,,cpu,1,true,false
+coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,59.81110446251114,5.402303,16.71930336325402,,cpu,1,true,true
+coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,2.045753965610402,5.402303,488.8173342494903,,cuda,512,false,false
+coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,1.4587467237353735,5.402303,685.5199629441682,,cuda,512,true,false
+coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,0.8657629922802811,5.402303,1155.050526433522,,cuda,512,true,true
+coat tiny,CoaT,0.9324102175012645,0.9744562468386444,0.9080923389521037,15816,1069,256,false,false,,5.402303,,59.08056640625,cuda,1,false,false
+convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,10.58221734999097,3.506491,94.49815354632206,,cpu,1,false,false
+convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,10.353709629009245,3.506491,96.58374011167733,,cpu,1,true,false
+convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,9.514024565025467,3.506491,105.10799012187786,,cpu,1,true,true
+convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,0.4516894371874969,3.506491,2213.9105271680255,,cuda,512,false,false
+convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,0.20169690615716718,3.506491,4957.934254186207,,cuda,512,true,false
+convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,0.09772173945293618,3.506491,10233.137535191037,,cuda,512,true,true
+convnext v2 atto,ConvNeXt v2,0.8779084471421346,0.9412620131512393,0.8448640662634189,15816,1931,256,false,false,,3.506491,,31.02978515625,cuda,1,false,false
+crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,16.318647413485454,8.541222,61.27958859958069,,cpu,1,false,false
+crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,19.592862788995266,8.541222,51.03899367690518,,cpu,1,true,false
+crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,20.45293795550242,8.541222,48.892731312029994,,cpu,1,true,true
+crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,0.28727799505844587,8.541222,3480.9488272728754,,cuda,512,false,false
+crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,0.2648637542577603,8.541222,3775.526035271777,,cuda,512,true,false
+crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,0.1489810379345613,8.541222,6712.263613301189,,cuda,512,true,true
+crossvit 9d,CrossViT,0.8344081942336874,0.9245700556398584,0.7976736169525116,15816,2619,240,false,false,,8.541222,,44.74560546875,cuda,1,false,false
+deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,13.500736825022614,5.601203,74.07003135907176,,cpu,1,false,false
+deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,15.398519592010418,5.601203,64.94130776823857,,cpu,1,true,false
+deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,13.110382243990896,5.601203,76.27542671063972,,cpu,1,true,true
+deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,0.3146756851805321,5.601203,3177.875022108211,,cuda,512,false,false
+deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,0.2517624140915587,5.601203,3971.9987735593018,,cuda,512,true,false
+deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,0.11011683454086096,5.601203,9081.263588529062,,cuda,512,true,true
+deit3 reg4 t16,DeiT3,0.9207764289327264,0.9692716236722306,0.8963113680968692,15816,1253,256,false,false,,5.601203,,33.0390625,cuda,1,false,false
+deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,13.42224692850141,5.600435,74.50317412031472,,cpu,1,false,false
+deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,15.11112958699232,5.600435,66.17638967644095,,cpu,1,true,false
+deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,13.40604205048294,5.600435,74.59323163647514,,cpu,1,true,true
+deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,0.3106068580567012,5.600435,3219.5039293609234,,cuda,512,false,false
+deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,0.2519274616798839,5.600435,3969.3965609460543,,cuda,512,true,false
+deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,0.11179204626472485,5.600435,8945.180211049976,,cuda,512,true,true
+deit3 t16,DeiT3,0.9168563480020233,0.9677541729893778,0.890935439041065,15816,1315,256,false,false,,5.600435,,33.005859375,cuda,1,false,false
+deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,12.523892576515209,5.668006,79.84737923057557,,cpu,1,false,false
+deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,15.257020413002463,5.668006,65.54359717233987,,cpu,1,true,false
+deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,13.65873634000309,5.668006,73.21321497884436,,cpu,1,true,true
+deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,0.2928091352541173,5.668006,3415.1939936304925,,cuda,512,false,false
+deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,0.24975645242676592,5.668006,4003.900561060467,,cuda,512,true,false
+deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,0.1090227039796332,5.668006,9172.401376018086,,cuda,512,true,true
+deit t16,DeiT,0.8510369246332827,0.9297546788062722,0.8156339877862497,15816,2356,256,false,false,,5.668006,,33.263671875,cuda,1,false,false
+edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,14.659278581006218,5.394987,68.21618093101002,,cpu,1,false,false
+edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,15.802036160981515,5.394987,63.282983902366084,,cpu,1,true,false
+edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,14.102751315978823,5.394987,70.90814959397116,,cpu,1,true,true
+edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,0.40784050602070465,5.394987,2451.9388958124564,,cuda,512,false,false
+edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,0.31263574076660916,5.394987,3198.6106180563866,,cuda,512,true,false
+edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,0.17161933893561354,5.394987,5826.849154658323,,cuda,512,true,true
+edgenext s,EdgeNeXt,0.9408194233687405,0.980209914011128,0.9195325359023405,15816,936,256,false,false,,5.394987,,37.9638671875,cuda,1,false,false
+edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,12.50294145900989,2.215407,79.98117909121125,,cpu,1,false,false
+edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,14.183417174994247,2.215407,70.50487112252662,,cpu,1,true,false
+edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,12.101951185497455,2.215407,82.63130338836304,,cpu,1,true,true
+edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,0.2807306060108771,2.215407,3562.1338699395465,,cuda,512,false,false
+edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,0.20411705320782406,2.215407,4899.149700058813,,cuda,512,true,false
+edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,0.11386625732910714,2.215407,8782.232976268855,,cuda,512,true,true
+edgenext xs,EdgeNeXt,0.9159711684370258,0.9685128983308042,0.889645046635161,15816,1329,256,false,false,,2.215407,,22.36962890625,cuda,1,false,false
+edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,9.291037351504201,1.220915,107.63060809760945,,cpu,1,false,false
+edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,13.059710914007155,1.220915,76.57137333166027,,cpu,1,true,false
+edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,10.662589945481159,1.220915,93.78584425670456,,cpu,1,true,true
+edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,0.17238892289554997,1.220915,5800.836754493197,,cuda,512,false,false
+edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,0.11495853743184625,1.220915,8698.788470520121,,cuda,512,true,false
+edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,0.06506827542466453,1.220915,15368.472477156569,,cuda,512,true,true
+edgenext xxs,EdgeNeXt,0.8951062215477997,0.9594081942336874,0.8661576455863582,15816,1659,256,false,false,,1.220915,,17.31494140625,cuda,1,false,false
+edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,18.44106947799446,6.52752,54.22678989379058,,cpu,1,false,false
+edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,14.641514187504072,6.52752,68.29894689809191,,cpu,1,true,false
+edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,12.521546703501372,6.52752,79.86233838990293,,cpu,1,true,true
+edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,0.4493546779735879,6.52752,2225.4135742162625,,cuda,512,false,false
+edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,0.33542056783687707,6.52752,2981.3317842998927,,cuda,512,true,false
+edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,0.19008297238769956,6.52752,5260.860493912978,,cuda,512,true,true
+edgevit xs,EdgeViT,0.9338012139605463,0.9783131006575619,0.9107477923374089,15816,1047,256,false,false,,6.52752,,42.818359375,cuda,1,false,false
+edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,16.70874177949736,3.885552,59.84891101896498,,cpu,1,false,false
+edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,12.760619659500664,3.885552,78.36610029008035,,cpu,1,true,false
+edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,12.102760821988339,3.885552,82.62577561503127,,cpu,1,true,true
+edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,0.33645719809555885,3.885552,2972.1462511733366,,cuda,512,false,false
+edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,0.2446286654685537,3.885552,4087.828374833477,,cuda,512,true,false
+edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,0.14844344658200725,3.885552,6736.572230203185,,cuda,512,true,true
+edgevit xxs,EdgeViT,0.9233687405159332,0.9733813859382904,0.8994409956368182,15816,1212,256,false,false,,3.885552,,31.09521484375,cuda,1,false,false
+efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,15.122228414489655,11.725014,66.12782009309096,,cpu,1,false,false
+efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,10.675524350517662,11.725014,93.67221385725277,,cpu,1,true,false
+efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,9.896915349498158,11.725014,101.0415836335012,,cpu,1,true,true
+efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,0.5675669061474764,11.725014,1761.906815159093,,cuda,512,false,false
+efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,0.2707840177686194,11.725014,3692.980140557941,,cuda,512,true,false
+efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,0.15736051355446534,11.725014,6354.834369893447,,cuda,512,true,true
+efficientformer v1 l1,EfficientFormer v1,0.9269726858877086,0.9723697521497218,0.903289204716347,15816,1155,256,false,false,,11.725014,,57.326171875,cuda,1,false,false
+efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,16.2397020169883,3.35311,61.57748454706269,,cpu,1,false,false
+efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,12.986972441518446,3.35311,77.00024039498764,,cpu,1,true,false
+efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,13.067232295492431,3.35311,76.52729953725182,,cpu,1,true,true
+efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,0.8732635459764992,3.35311,1145.1296743204616,,cuda,512,false,false
+efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,0.24168011618655783,3.35311,4137.7007582538545,,cuda,512,true,false
+efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,0.1229636200588402,3.35311,8132.486661676704,,cuda,512,true,true
+efficientformer v2 s0,EfficientFormer v2,0.9112923621648963,0.9644031360647446,0.8858904450163702,15816,1403,256,false,false,,3.35311,,26.427734375,cuda,1,false,false
+efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,21.461055413499707,5.867278,46.59603084436226,,cpu,1,false,false
+efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,16.16693771450082,5.867278,61.85463305787695,,cpu,1,true,false
+efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,16.049206341500394,5.867278,62.30837704504913,,cpu,1,true,true
+efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,1.0280822404831724,5.867278,972.6848306707695,,cuda,512,false,false
+efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,0.33907304857422105,5.867278,2949.2170026633835,,cuda,512,true,false
+efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,0.17565429602541371,5.867278,5693.00052789668,,cuda,512,true,true
+efficientformer v2 s1,EfficientFormer v2,0.9246332827516439,0.9702200303490136,0.9010992245890288,15816,1192,256,false,false,,5.867278,,36.5478515625,cuda,1,false,false
+efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,11.590373152983375,3.846259,86.27849913034068,,cpu,1,false,false
+efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,7.60004646651214,3.846259,131.57814289771392,,cpu,1,true,false
+efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,7.4211452919989815,3.846259,134.75009053900857,,cpu,1,true,true
+efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,0.4113398200536267,3.846259,2431.0799763310765,,cuda,512,false,false
+efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,0.27437304415030894,3.846259,3644.6729054482958,,cuda,512,true,false
+efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,0.13928961410158536,3.846259,7179.286168965115,,cuda,512,true,true
+efficientnet lite0,EfficientNet Lite,0.9243171471927162,0.9742665655032878,0.8998273303058972,15816,1197,256,false,false,,3.846259,,31.4287109375,cuda,1,false,false
+efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,14.672462792485021,4.482799,68.15488402616243,,cpu,1,false,false
+efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,9.978348736010958,4.482799,100.216982434287,,cpu,1,true,false
+efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,37.71341901650885,4.482799,26.515760863852076,,cpu,1,true,true
+efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,0.48074708119628434,4.482799,2080.095832327497,,cuda,512,false,false
+efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,0.3424231713768222,4.482799,2920.363116722444,,cuda,512,true,false
+efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,0.20824884558606982,4.482799,4801.947387442766,,cuda,512,true,true
+efficientnet v1 b0,EfficientNet v1,0.9346231664137582,0.9779337379868488,0.9119998450017321,15816,1034,256,false,false,,4.482799,,33.8671875,cuda,1,false,false
+efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,20.318395276000953,6.988435,49.21648518085228,,cpu,1,false,false
+efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,13.822580779000416,6.988435,72.34539019798842,,cpu,1,true,false
+efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,51.71759578699129,6.988435,19.335778950720936,,cpu,1,true,true
+efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,0.6836282058202414,6.988435,1462.7834128057434,,cuda,512,false,false
+efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,0.48638100918452665,6.988435,2056.0013263606124,,cuda,512,true,false
+efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,0.2981952471583327,6.988435,3353.5075073447774,,cuda,512,true,true
+efficientnet v1 b1,EfficientNet v1,0.9397445624683864,0.9805260495700556,0.9187110336722603,15816,953,256,false,false,,6.988435,,42.7548828125,cuda,1,false,false
+efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,32.757011370005785,20.652739,30.527815517250083,,cpu,1,false,false
+efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,25.108884543995373,20.652739,39.826540213198896,,cpu,1,true,false
+efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,74.79314138248446,20.652739,13.370209908500867,,cpu,1,true,true
+efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,0.9253567635008153,20.652739,1080.6642793821422,,cuda,512,false,false
+efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,0.6539852973486404,20.652739,1529.086363338989,,cuda,512,true,false
+efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,0.3647649085644389,20.652739,2741.491784216796,,cuda,512,true,true
+efficientnet v2 s,EfficientNet v2,0.9589023773394031,0.9884926656550329,0.9425628174764585,15816,650,256,false,false,,20.652739,,90.92626953125,cuda,1,false,false
+efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,10.835040676989593,2.604259,92.29314681980871,,cpu,1,false,false
+efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,6.525464242993622,2.604259,153.24580179466895,,cpu,1,true,false
+efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,6.1692939089844,2.604259,162.09310413039177,,cpu,1,true,true
+efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,0.16981132808581376,2.604259,5888.888634653704,,cuda,512,false,false
+efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,0.12144758588874538,2.604259,8234.004757542658,,cuda,512,true,false
+efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,0.06834946797852126,2.604259,14630.691789938275,,cuda,512,true,true
+efficientvit mit b0,EfficientViT MIT,0.8709534648457259,0.9469524532119373,0.8387527761956511,15816,2041,256,false,false,,2.604259,,20.96240234375,cuda,1,false,false
+efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,13.570655821502442,2.228039,73.68840630498633,,cpu,1,false,false
+efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,8.746366913983366,2.228039,114.33318654871856,,cpu,1,true,false
+efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,14.536375730996951,2.228039,68.79293838474666,,cpu,1,true,true
+efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,0.047995416416028995,2.228039,20835.32292608739,,cuda,512,false,false
+efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,0.03201021139147997,2.228039,31240.031119137377,,cuda,512,true,false
+efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,0.01564665659657294,2.228039,63911.41735794395,,cuda,512,true,true
+efficientvit msft m0,EfficientViT MSFT,0.8171471927162367,0.9105336368234699,0.7773622136949128,15816,2892,256,false,false,,2.228039,,18.74951171875,cuda,1,false,false
+fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,9.206875138479518,3.099751,108.6144848234736,,cpu,1,false,false
+fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,8.11363411549246,3.099751,123.24933387007984,,cpu,1,true,false
+fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,9.735075525997672,3.099751,102.72133968858118,,cpu,1,true,true
+fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,0.1245014439842862,3.099751,8032.035356362725,,cuda,512,false,false
+fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,0.1082756965479348,3.099751,9235.682908373528,,cuda,512,true,false
+fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,0.05124167503907984,3.099751,19515.365163947954,,cuda,512,true,true
+fasternet t0,FasterNet,0.889099645928174,0.9497344461305007,0.8607056146582843,15816,1754,256,false,false,,3.099751,,24.6845703125,cuda,1,false,false
+fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,11.312828944996001,6.789619,88.39521969810475,,cpu,1,false,false
+fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,9.174582231004024,6.789619,108.996788608059,,cpu,1,true,false
+fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,7.469469132018276,6.789619,133.87832285342031,,cpu,1,true,true
+fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,0.20020207161621784,6.789619,4994.953308560033,,cuda,512,false,false
+fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,0.1662644570996008,6.789619,6014.514571812239,,cuda,512,true,false
+fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,0.0804976980859351,6.789619,12422.7154785526,,cuda,512,true,true
+fasternet t1,FasterNet,0.9173621648963075,0.9681967627718766,0.8956497648537477,15816,1307,256,false,false,,6.789619,,35.85009765625,cuda,1,false,false
+fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,16.71959060849622,10.900595,59.81007689816523,,cpu,1,false,false
+fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,10.823788876004983,10.900595,92.38908957443523,,cpu,1,true,false
+fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,16.704946395999286,10.900595,59.86250876204504,,cpu,1,true,true
+fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,0.5204016208057282,10.900595,1921.5927853024716,,cuda,512,false,false
+fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,0.4597712820702781,10.900595,2174.994478770306,,cuda,512,true,false
+fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,0.23887153578613154,10.900595,4186.350611884241,,cuda,512,true,true
+fastvit sa12 (r),FastViT,0.9338644410723318,0.9755943348507841,0.9096416525026684,15816,1046,256,false,false,,10.900595,,56.0517578125,cuda,1,false,false
+fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,14.650026674993567,6.864115,68.25926137779125,,cpu,1,false,false
+fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,10.44073433050653,6.864115,95.77870371417498,,cpu,1,true,false
+fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,15.72752596650389,6.864115,63.582791224110906,,cpu,1,true,true
+fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,0.45221350891608836,6.864115,2211.3448189482497,,cuda,512,false,false
+fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,0.4135374639062661,6.864115,2418.1605955456157,,cuda,512,true,false
+fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,0.21319083281241544,6.864115,4690.633207854159,,cuda,512,true,true
+fastvit t12 (r),FastViT,0.9257081436519979,0.97097875569044,0.8997745595366992,15816,1175,256,false,false,,6.864115,,37.5205078125,cuda,1,false,false
+fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,10.666116327483904,3.512339,93.75483721504621,,cpu,1,false,false
+fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,8.28037281401339,3.512339,120.7675092005082,,cpu,1,true,false
+fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,14.228429815993875,3.512339,70.28182399128266,,cpu,1,true,true
+fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,0.3100026030469394,3.512339,3225.779364983538,,cuda,512,false,false
+fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,0.2922453776562861,3.512339,3421.78209291,,cuda,512,true,false
+fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,0.15287833628406133,3.512339,6541.149153676767,,cuda,512,true,true
+fastvit t8 (r),FastViT,0.908763277693475,0.9633282751643905,0.883082923822531,15816,1443,256,false,false,,3.512339,,23.31884765625,cuda,1,false,false
+ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,25.780939581483835,5.351159,38.7883458180171,,cpu,1,false,false
+ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,15.708153997024056,5.351159,63.66120425031816,,cpu,1,true,false
+ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,28.303005246008976,5.351159,35.331937061383634,,cpu,1,true,true
+ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,0.40958732742666376,5.351159,2441.481786760234,,cuda,512,false,false
+ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,0.29795912441898054,5.351159,3356.165050994821,,cuda,512,true,false
+ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,0.19867922770998805,5.351159,5033.238811757913,,cuda,512,true,true
+ghostnet v2 1,GhostNet v2,0.8964339908952959,0.9599772382397572,0.868180519618657,15816,1638,256,false,false,,5.351159,,30.734375,cuda,1,false,false
+inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,12.059639051003614,3.552051,82.92122142053489,,cpu,1,false,false
+inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,9.528393329004757,3.552051,104.94948785919297,,cpu,1,true,false
+inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,9.688133450021269,3.552051,103.21905712372332,,cpu,1,true,true
+inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,0.25907213508787663,3.552051,3859.9288173573837,,cuda,512,false,false
+inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,0.21444042961917378,3.552051,4663.299741452239,,cuda,512,true,false
+inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,0.10987346948724053,3.552051,9101.37820045929,,cuda,512,true,true
+inception next a,Inception NeXt,0.9331057157309054,0.9740768841679313,0.912216085257309,15816,1058,256,false,false,,3.552051,,23.5048828125,cuda,1,false,false
+levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,11.716381078993434,8.728838,85.35058677742418,,cpu,1,false,false
+levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,8.793355211499147,8.728838,113.72223411290054,,cpu,1,true,false
+levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,11.018899931019405,8.728838,90.75316104694726,,cpu,1,true,true
+levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,0.19294568588378527,8.728838,5182.8056969478885,,cuda,512,false,false
+levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,0.11507328579597242,8.728838,8690.114244004668,,cuda,512,true,false
+levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,0.06284019112314354,8.728838,15913.382536351135,,cuda,512,true,true
+levit 128,LeViT,0.8786039453717754,0.9478376327769348,0.8468779548359744,15816,1920,256,false,false,,8.728838,,48.41552734375,cuda,1,false,false
+levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,8.997692514007213,7.29196,111.139605898206,,cpu,1,false,false
+levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,6.774671239516465,7.29196,147.6086388025781,,cpu,1,true,false
+levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,8.040990517474711,7.29196,124.3627881200452,,cpu,1,true,true
+levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,0.1268497489743936,7.29196,7883.34236437365,,cuda,512,false,false
+levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,0.0775992564942385,7.29196,12886.721409170292,,cuda,512,true,false
+levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,0.04440307181141634,7.29196,22520.964410910263,,cuda,512,true,true
+levit 128s,LeViT,0.8447774405665149,0.9250126454223571,0.8110038901183788,15816,2455,256,false,false,,7.29196,,42.609375,cuda,1,false,false
+mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,9.146871053526409,1.412763,109.32700309735624,,cpu,1,false,false
+mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,6.286117501993431,1.412763,159.08070437482016,,cpu,1,true,false
+mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,6.147462269495009,1.412763,162.66874950371127,,cpu,1,true,true
+mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,0.1877662143846237,1.412763,5325.771749072929,,cuda,512,false,false
+mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,0.12742411688464017,1.412763,7847.807969548824,,cuda,512,true,false
+mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,0.061883060483296504,1.412763,16159.511055047453,,cuda,512,true,true
+mnasnet 0.5,MNASNet,0.8808801213960546,0.9519473950429944,0.8489857158520994,15816,1884,256,false,false,,1.412763,,15.4384765625,cuda,1,false,false
+mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,11.786100751487538,3.577563,84.84570267005302,,cpu,1,false,false
+mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,6.632248829002492,3.577563,150.7784200778249,,cpu,1,true,false
+mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,7.130269030487397,3.577563,140.2471625859037,,cpu,1,true,true
+mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,0.33461390335929764,3.577563,2988.518976529891,,cuda,512,false,false
+mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,0.22488860408202527,3.577563,4446.645947587734,,cuda,512,true,false
+mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,0.11488002078124283,3.577563,8704.733801399836,,cuda,512,true,true
+mnasnet 1,MNASNet,0.9109129994941831,0.9635179564997471,0.8846857026294643,15816,1409,256,false,false,,3.577563,,23.74169921875,cuda,1,false,false
+mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,21.9651749614859,11.212979,45.52661209179606,,cpu,1,false,false
+mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,14.478326819487847,11.212979,69.06875445400215,,cpu,1,true,false
+mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,23.417017549509183,11.212979,42.70398644429251,,cpu,1,true,true
+mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,0.6837293557518365,11.212979,1462.567010744169,,cuda,512,false,false
+mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,0.5748708945705516,11.212979,1739.5210114908225,,cuda,512,true,false
+mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,0.2932701690184558,11.212979,3409.8251566018257,,cuda,512,true,true
+mobileclip i0 (r),FastViT,0.9344334850784016,0.9755943348507841,0.9142071306120279,15816,1037,256,false,false,,11.212979,,57.384765625,cuda,1,false,false
+mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,11.552874618500937,2.700211,86.5585434813415,,cpu,1,false,false
+mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,7.0542410150228525,2.700211,141.75869492839556,,cpu,1,true,false
+mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,6.720079662482021,2.700211,148.80775976257638,,cpu,1,true,true
+mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,0.42668418934596275,2.700211,2343.653749000723,,cuda,512,false,false
+mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,0.28863715048828453,2.700211,3464.557484399739,,cuda,512,true,false
+mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,0.14445538206075526,2.700211,6922.552733822119,,cuda,512,true,true
+mobilenet v2 1,MobileNet v2,0.871206373292868,0.9516944865958523,0.8402715745245166,15816,2037,256,false,false,,2.700211,,26.80615234375,cuda,1,false,false
+mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,10.376862804987468,3.122547,96.36823949521299,,cpu,1,false,false
+mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,5.731562164495699,3.122547,174.47250353394477,,cpu,1,true,false
+mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,21.773150674503995,3.122547,45.92812565114812,,cpu,1,true,true
+mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,0.23136598004896314,3.122547,4322.156610009707,,cuda,512,false,false
+mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,0.16097485278322665,3.122547,6212.15042418227,,cuda,512,true,false
+mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,0.0839844884080776,3.122547,11906.960665653354,,cuda,512,true,true
+mobilenet v3 large 0.75,MobileNet v3 Large,0.8810065756196257,0.9504299443601416,0.851399365457298,15816,1882,256,false,false,,3.122547,,21.94384765625,cuda,1,false,false
+mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,11.475591862021247,4.677283,87.14147488196444,,cpu,1,false,false
+mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,7.374896239518421,4.677283,135.5951280563779,,cpu,1,true,false
+mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,23.23877527948935,4.677283,43.031527607335,,cpu,1,true,true
+mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,0.29146484330084377,4.677283,3430.9455256249257,,cuda,512,false,false
+mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,0.201562327270608,4.677283,4961.24456162608,,cuda,512,true,false
+mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,0.10703531846672831,4.677283,9342.71055876615,,cuda,512,true,true
+mobilenet v3 large 1,MobileNet v3 Large,0.8884041476985332,0.9515680323722813,0.860260168260108,15816,1765,256,false,false,,4.677283,,28.7626953125,cuda,1,false,false
+mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,7.116319672495592,1.898131,140.52207405254381,,cpu,1,false,false
+mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,4.8542126799875405,1.898131,206.00663092548444,,cpu,1,true,false
+mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,24.226523612480378,1.898131,41.27707367328784,,cpu,1,true,true
+mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,0.09453858833495588,1.898131,10577.691264618212,,cuda,512,false,false
+mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,0.06706456388684501,1.898131,14911.004292628437,,cuda,512,true,false
+mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,0.036730794272443745,1.898131,27225.112328981737,,cuda,512,true,true
+mobilenet v3 small 1,MobileNet v3 Small,0.8352933737986848,0.9243803743045018,0.7985089845629189,15816,2605,256,false,false,,1.898131,,17.228515625,cuda,1,false,false
+mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,24.244374800997324,10.268899,41.24668126970483,,cpu,1,false,false
+mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,14.861160108994227,10.268899,67.28949776907275,,cpu,1,true,false
+mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,17.096297056006733,10.268899,58.4921984406356,,cpu,1,true,true
+mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,0.434975269262452,10.268899,2298.9812770174476,,cuda,512,false,false
+mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,0.2941332065330471,10.268899,3399.8201419928623,,cuda,512,true,false
+mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,0.16140434060559983,10.268899,6195.620243222292,,cuda,512,true,true
+mobilenet v4 hybrid m,MobileNet v4 Hybrid,0.9255816894284269,0.9733813859382904,0.9026837451864411,15816,1177,256,false,false,,10.268899,,53.57763671875,cuda,1,false,false
+mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,30.06595844047843,31.785115,33.26020695397753,,cpu,1,false,false
+mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,18.401922946999544,31.785115,54.34214689846047,,cpu,1,true,false
+mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,15.363468534982532,31.785115,65.08946841808577,,cpu,1,true,true
+mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,0.5965685359910822,31.785115,1676.2533383338684,,cuda,512,false,false
+mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,0.4001638898341752,31.785115,2498.9761080501094,,cuda,512,true,false
+mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,0.18859761852525025,31.785115,5302.293888011718,,cuda,512,true,true
+mobilenet v4 l,MobileNet v4,0.9258978249873546,0.9753414264036419,0.9011702199736321,15816,1172,256,false,false,,31.785115,,132.15576171875,cuda,1,false,false
+mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,16.656130642513745,8.909763,60.03795367980375,,cpu,1,false,false
+mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,9.840905146003934,8.909763,101.61666891038645,,cpu,1,true,false
+mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,9.903000674006762,8.909763,100.97949428851237,,cpu,1,true,true
+mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,0.3525132637011552,8.909763,2836.772691900055,,cuda,512,false,false
+mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,0.24598534615222434,8.909763,4065.2828131524752,,cuda,512,true,false
+mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,0.11668750375008585,8.909763,8569.897957040359,,cuda,512,true,true
+mobilenet v4 m,MobileNet v4,0.9272888214466363,0.9754046535154274,0.904667296593524,15816,1150,256,false,false,,8.909763,,44.57763671875,cuda,1,false,false
+mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,8.632568321481813,2.968275,115.84038060973565,,cpu,1,false,false
+mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,5.934314769518096,2.968275,168.51145226346097,,cpu,1,true,false
+mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,6.224223918514326,2.968275,160.66260036459167,,cpu,1,true,true
+mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,0.12285907542946005,2.968275,8139.406848899439,,cuda,512,false,false
+mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,0.09267514128424637,2.968275,10790.380096997897,,cuda,512,true,false
+mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,0.03720659723143171,2.968275,26876.953938566876,,cuda,512,true,true
+mobilenet v4 s,MobileNet v4,0.8913125948406677,0.9552984319676278,0.8626185221056373,15816,1719,256,false,false,,2.968275,,21.34814453125,cuda,1,false,false
+mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,9.816365698497975,1.433779,101.87069539931792,,cpu,1,false,false
+mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,4.101006243494339,1.433779,243.842593896646,,cpu,1,true,false
+mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,5.035462127474603,1.433779,198.59150455005457,,cpu,1,true,true
+mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,0.2044615130910188,1.433779,4890.896016967441,,cuda,512,false,false
+mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,0.15740500351085984,1.433779,6353.038198884237,,cuda,512,true,false
+mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,0.07955762889167772,1.433779,12569.504822240962,,cuda,512,true,true
+mobileone s0 (r),MobileOne,0.9076251896813353,0.9676277187658068,0.880279796300111,15816,1461,256,false,false,,1.433779,,15.35302734375,cuda,1,false,false
+mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,11.516661918023603,3.959091,86.83071597638876,,cpu,1,false,false
+mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,6.304088505508844,3.959091,158.6272145649839,,cpu,1,true,false
+mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,5.786981064477004,3.959091,172.80167134785233,,cpu,1,true,true
+mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,0.336614412123879,3.959091,2970.758125567082,,cuda,512,false,false
+mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,0.2554885744285684,3.959091,3914.0693560822547,,cuda,512,true,false
+mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,0.13028045278304035,3.959091,7675.748576536864,,cuda,512,true,true
+mobileone s1 (r),MobileOne,0.9294385432473444,0.9759104704097117,0.9054518310656464,15816,1116,256,false,false,,3.959091,,25.921875,cuda,1,false,false
+mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,18.388638556993104,2.075712,54.38140495831897,,cpu,1,false,false
+mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,15.022653465013716,2.075712,66.5661364238283,,cpu,1,true,false
+mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,14.9552543219761,2.075712,66.86613135896614,,cpu,1,true,true
+mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,0.6417574567089446,2.075712,1558.2210842211198,,cuda,512,false,false
+mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,0.47814409777828354,2.075712,2091.419730258183,,cuda,512,true,false
+mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,0.23525414649412826,2.075712,4250.722101618554,,cuda,512,true,true
+mobilevit v1 xs,MobileViT v1,0.9240642387455741,0.9740768841679313,0.9005687478157732,15816,1201,256,false,false,,2.075712,,27.76025390625,cuda,1,false,false
+mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,14.758874059014488,1.07008,67.75584614391474,,cpu,1,false,false
+mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,11.656805404520128,1.07008,85.78679709384465,,cpu,1,true,false
+mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,11.798351289500715,1.07008,84.75760514860193,,cpu,1,true,true
+mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,0.29768121426769767,1.07008,3359.298309972371,,cuda,512,false,false
+mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,0.22744367610357588,1.07008,4396.692918138593,,cuda,512,true,false
+mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,0.10461993882302068,1.07008,9558.407424531575,,cuda,512,true,true
+mobilevit v1 xxs,MobileViT v1,0.8992159838138594,0.9627592311583207,0.869754937127325,15816,1594,256,false,false,,1.07008,,17.228515625,cuda,1,false,false
+mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,28.158329459518427,10.110729,35.51347040802407,,cpu,1,false,false
+mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,15.95890513548511,10.110729,62.660940177936745,,cpu,1,true,false
+mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,14.04855973398662,10.110729,71.18167406020814,,cpu,1,true,true
+mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,1.1590139782569508,10.110729,862.8023636987597,,cuda,512,false,false
+mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,0.7970736263135336,10.110729,1254.5892461967424,,cuda,512,true,false
+mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,0.4110050302003287,10.110729,2433.060246276276,,cuda,512,true,true
+mobilevit v2 1.5,MobileViT v2,0.9496079919069297,0.9853945371775418,0.929666308181477,15816,797,256,false,false,,10.110729,,72.515625,cuda,1,false,false
+mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,20.69400718502584,4.578825,48.32316868642043,,cpu,1,false,false
+mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,11.685531356517458,4.578825,85.57591173997086,,cpu,1,true,false
+mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,12.371392887522235,4.578825,80.8316419251868,,cpu,1,true,true
+mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,0.7677379733203793,4.578825,1302.5277304900185,,cuda,512,false,false
+mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,0.5226970151710475,4.578825,1913.1542193191208,,cuda,512,true,false
+mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,0.2720998691208365,4.578825,3675.1212091024977,,cuda,512,true,true
+mobilevit v2 1,MobileViT v2,0.9449924127465857,0.9822964087000505,0.924775949301759,15816,870,256,false,false,,4.578825,,40.30517578125,cuda,1,false,false
+moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,41.55118599801789,2.834269,24.066701731394687,,cpu,1,false,false
+moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,26.142417735507475,2.834269,38.25200905736303,,cpu,1,true,false
+moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,26.688705295004183,2.834269,37.4690337708959,,cpu,1,true,true
+moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,1.1473370624463541,2.834269,871.5834541837237,,cuda,512,false,false
+moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,0.7752316051417552,2.834269,1289.9370889518168,,cuda,512,true,false
+moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,0.4570497070261581,2.834269,2187.9458287077896,,cuda,512,true,true
+moganet xt,MogaNet,0.9511254425897825,0.9862164896307537,0.9344371331833992,15816,773,256,false,false,,2.834269,,25.72216796875,cuda,1,false,false
+pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,11.29714283248177,4.78103,88.5179566929773,,cpu,1,false,false
+pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,13.442661804001544,4.78103,74.3900288931114,,cpu,1,true,false
+pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,12.443081741512287,4.78103,80.36594316212083,,cpu,1,true,true
+pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,0.2023827004492773,4.78103,4941.1337914755595,,cuda,512,false,false
+pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,0.19564486902368117,4.78103,5111.3019471978,,cuda,512,true,false
+pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,0.08232201151855635,4.78103,12147.419402823853,,cuda,512,true,true
+pit t,PiT,0.8428806272129489,0.9246332827516439,0.8049661245128393,15816,2485,256,false,false,,4.78103,,30.52587890625,cuda,1,false,false
+pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,14.797805715003049,3.505107,67.57758678951502,,cpu,1,false,false
+pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,13.913955016498221,3.505107,71.87029128772286,,cpu,1,true,false
+pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,12.680212097475305,3.505107,78.86303417583252,,cpu,1,true,true
+pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,0.3737290790380143,3.505107,2675.735060739771,,cuda,512,false,false
+pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,0.26688657883795486,3.505107,3746.910033296086,,cuda,512,true,false
+pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,0.13659176326683564,3.505107,7321.085664927492,,cuda,512,true,true
+pvt v2 b0,PVT v2,0.931398583712696,0.976416287303996,0.908408089934916,15816,1085,256,false,false,,3.505107,,36.271484375,cuda,1,false,false
+pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,14.702874595997857,3.232211,68.01391071322892,,cpu,1,false,false
+pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,14.35885849499027,3.232211,69.64341910249304,,cpu,1,true,false
+pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,12.541712948994245,3.232211,79.7339250281751,,cpu,1,true,true
+pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,0.4216922175783111,3.232211,2371.3978070138164,,cuda,512,false,false
+pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,0.3144826006004564,3.232211,3179.826159191806,,cuda,512,true,false
+pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,0.16887841845203866,3.232211,5921.41973596229,,cuda,512,true,true
+pvt v2 b0 li,PVT v2,0.9288694992412747,0.9769221041982802,0.905991145598634,15816,1125,256,false,false,,3.232211,,35.23046875,cuda,1,false,false
+regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.935847906591976,15816,742,256,false,false,29.312048041494563,13.572127,34.11566460945975,,cpu,1,false,false
+regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.935847906591976,15816,742,256,false,false,1.0124546334424167,13.572127,987.6985762808255,,cuda,512,false,false
+regionvit t,RegionViT,0.9530854830551341,0.9841299949418311,0.935847906591976,15816,742,256,false,false,,13.572127,,76.1162109375,cuda,1,false,false
+regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,12.73439111749758,5.243747,78.52750797216827,,cpu,1,false,false
+regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,10.720787260506768,5.243747,93.2767319881255,,cpu,1,true,false
+regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,9.053539417509455,5.243747,110.45403945179827,,cpu,1,true,true
+regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,0.2177896075684771,5.243747,4591.587317524237,,cuda,512,false,false
+regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,0.14850754409650335,5.243747,6733.664650397684,,cuda,512,true,false
+regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,0.068330619428707,5.243747,14634.727569583263,,cuda,512,true,true
+regnet x 400m,RegNet,0.9054122407688416,0.9650986342943855,0.8776048679457823,15816,1496,256,false,false,,5.243747,,30.1708984375,cuda,1,false,false
+regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,10.043825366999954,2.930895,99.56365861214645,,cpu,1,false,false
+regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,6.397506307490404,2.930895,156.31090489573543,,cpu,1,true,false
+regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,36.35914516649791,2.930895,27.503396887378454,,cpu,1,true,true
+regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,0.15003715037124718,2.930895,6665.015947887783,,cuda,512,false,false
+regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,0.10667174333008234,2.930895,9374.553830114366,,cuda,512,true,false
+regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,0.04867128183121849,2.930895,20545.9967844649,,cuda,512,true,true
+regnet y 200m,RegNet,0.8826504805260496,0.9543500252908447,0.8528969966149711,15816,1856,256,false,false,,2.930895,,21.21630859375,cuda,1,false,false
+regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,13.445447583973875,4.066755,74.3746159251654,,cpu,1,false,false
+regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,9.375708615989424,4.066755,106.65860480077104,,cpu,1,true,false
+regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,48.21130444749724,4.066755,20.74202329640372,,cpu,1,true,true
+regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,0.28431532704587426,4.066755,3517.221566597604,,cuda,512,false,false
+regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,0.20695914694840667,4.066755,4831.871481618024,,cuda,512,true,false
+regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,0.09020221727041644,4.066755,11086.201983285053,,cuda,512,true,true
+regnet y 400m,RegNet,0.9183737986848761,0.9730652503793626,0.8925897246818734,15816,1291,256,false,false,,4.066755,,25.58984375,cuda,1,false,false
+regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,13.77227872700314,5.672099,72.60962545285349,,cpu,1,false,false
+regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,9.258216623507906,5.672099,108.01216267297745,,cpu,1,true,false
+regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,44.749010181520134,5.672099,22.34686300196573,,cpu,1,true,true
+regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,0.32465041125959715,5.672099,3080.236356763397,,cuda,512,false,false
+regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,0.23662964522941368,5.672099,4226.013182035982,,cuda,512,true,false
+regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,0.09992975581070594,5.672099,10007.029356643992,,cuda,512,true,true
+regnet y 600m,RegNet,0.9265933232169955,0.9768588770864947,0.9046620481876397,15816,1161,256,false,false,,5.672099,,31.93505859375,cuda,1,false,false
+regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,17.023218087997524,6.478017,58.74329958241358,,cpu,1,false,false
+regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,15.770543194492348,6.478017,63.40935677784623,,cpu,1,true,false
+regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,60.78681554651121,6.478017,16.45093579930745,,cpu,1,true,true
+regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,0.43026273459958014,6.478017,2324.161307928841,,cuda,512,false,false
+regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,0.36053759129401897,6.478017,2773.6358819363677,,cuda,512,true,false
+regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,0.17404274298826294,6.478017,5745.715005580197,,cuda,512,true,true
+regnet z 500m,RegNet Z,0.9275417298937785,0.9752781992918563,0.9046422230302241,15816,1146,256,false,false,,6.478017,,35.771484375,cuda,1,false,false
+repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,13.7598230150179,3.253023,72.67535337544449,,cpu,1,false,false
+repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,8.414063328498742,3.253023,118.84864196504955,,cpu,1,true,false
+repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,24.111440626002146,3.253023,41.474087571589756,,cpu,1,true,true
+repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,0.20451759206565615,3.253023,4889.554927279658,,cuda,512,false,false
+repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,0.16351650372541826,3.253023,6115.590642026138,,cuda,512,true,false
+repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,0.08602070782700366,3.253023,11625.107782315637,,cuda,512,true,true
+repghost 1 (r),RepGhost,0.906044511886697,0.9649721800708143,0.8780853417442194,15816,1486,256,false,false,,3.253023,,22.4404296875,cuda,1,false,false
+resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,12.424232220510023,9.322387,80.48787098080733,,cpu,1,false,false
+resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,6.869004214502638,9.322387,145.5815091638296,,cpu,1,true,false
+resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,14.19067003400414,9.322387,70.46883604535711,,cpu,1,true,true
+resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,0.6989590103222554,9.322387,1430.6990613640555,,cuda,512,false,false
+resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,0.4523376508055322,9.322387,2210.737926014294,,cuda,512,true,false
+resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,0.24155578822274038,9.322387,4139.830419124101,,cuda,512,true,true
+resnest 14,ResNeSt,0.9284901365705615,0.9748988366211432,0.9051016635455327,15816,1131,256,false,false,,9.322387,,53.51904296875,cuda,1,false,false
+shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,10.887262207019376,1.283315,91.85045615556749,,cpu,1,false,false
+shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,8.900185397505993,1.283315,112.35721002848094,,cpu,1,true,false
+shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,7.911810041987337,1.283315,126.39332778379166,,cpu,1,true,true
+shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,0.262813801889763,1.283315,3804.975206056526,,cuda,512,false,false
+shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,0.15682558273425684,1.283315,6376.5106595810585,,cuda,512,true,false
+shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,0.08459937856940769,1.283315,11820.417796326625,,cuda,512,true,true
+shufflenet v1 4,ShuffleNet v1,0.8358624178047547,0.931398583712696,0.8023148233530545,15816,2596,256,false,false,,1.283315,,14.98876953125,cuda,1,false,false
+shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,10.730181907507358,1.633879,93.19506496906183,,cpu,1,false,false
+shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,8.47790952899959,1.633879,117.95360596611627,,cpu,1,true,false
+shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,7.543026260012994,1.633879,132.57278518320808,,cpu,1,true,true
+shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,0.15376979504878815,1.633879,6503.227761230477,,cuda,512,false,false
+shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,0.0997047764209924,1.633879,10029.609772932146,,cuda,512,true,false
+shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,0.06811832364746806,1.633879,14680.337777765759,,cuda,512,true,true
+shufflenet v2 1,ShuffleNet v2,0.8878983308042488,0.9573216995447648,0.8559561886589161,15816,1773,256,false,false,,1.633879,,16.2490234375,cuda,1,false,false
+squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,14.220951595023507,0.833235,70.31878234856948,,cpu,1,false,false
+squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,9.557655587472254,0.833235,104.62816857627251,,cpu,1,true,false
+squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,9.523813327512471,0.833235,104.99995806419176,,cpu,1,true,true
+squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,0.21606625117669867,0.833235,4628.2100723921085,,cuda,512,false,false
+squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,0.12972302505374955,0.833235,7708.7317350613675,,cuda,512,true,false
+squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,0.05838451005871547,0.833235,17127.830635117625,,cuda,512,true,true
+squeezenext 1,SqueezeNext,0.8548305513404147,0.946320182094082,0.8215127664927104,15816,2296,259,false,false,,0.833235,,13.29248046875,cuda,1,false,false
+starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,8.480090919008944,0.940519,117.92326397803156,,cpu,1,false,false
+starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,5.242694451502757,0.940519,190.74161373515898,,cpu,1,true,false
+starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,5.599752992508002,0.940519,178.5793054332782,,cpu,1,true,true
+starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,0.16717046352539455,0.940519,5981.917971101946,,cuda,512,false,false
+starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,0.11319573908679104,0.940519,8834.254787923297,,cuda,512,true,false
+starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,0.05468234509294234,0.940519,18287.43808079779,,cuda,512,true,true
+starnet esm10,StarNet,0.8830930703085483,0.954855842185129,0.8509277006096523,15816,1849,256,false,false,,0.940519,,13.525390625,cuda,1,false,false
+starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,14.129444013495233,2.744403,70.77419317029643,,cpu,1,false,false
+starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,9.657408509519884,2.744403,103.54744743522451,,cpu,1,true,false
+starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,8.717033709515817,2.744403,114.71792278471577,,cpu,1,true,true
+starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,0.3119007389452122,2.744403,3206.1482232514295,,cuda,512,false,false
+starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,0.19470799074696288,2.744403,5135.896047017261,,cuda,512,true,false
+starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,0.08625833482426515,2.744403,11593.082593552364,,cuda,512,true,true
+starnet s1,StarNet,0.9272255943348507,0.9740136570561456,0.9008984524750198,15816,1151,256,false,false,,2.744403,,20.931640625,cuda,1,false,false
+tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,21.60395544001949,5.190855,46.2878199678002,,cpu,1,false,false
+tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,16.722550146019785,5.190855,59.79949178014663,,cpu,1,true,false
+tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,17.87773652750184,5.190855,55.935492642576484,,cpu,1,true,true
+tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,0.5356786663722346,5.190855,1866.790788537985,,cuda,512,false,false
+tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,0.43366832979501163,5.190855,2305.9096809598354,,cuda,512,true,false
+tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,0.2113445998094221,5.190855,4731.608950035818,,cuda,512,true,true
+tiny vit 5m,Tiny ViT,0.9331689428426909,0.9723065250379362,0.9109830555951074,15816,1057,256,false,false,,5.190855,,40.68603515625,cuda,1,false,false
+transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,79.80397553750663,12.567139,12.530704056591961,,cpu,1,false,false
+transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,48.13664747198345,12.567139,20.774192897044216,,cpu,1,true,false
+transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,48.034613026480656,12.567139,20.81832114372853,,cpu,1,true,true
+transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,1.5960274091210636,12.567139,626.555655802116,,cuda,512,false,false
+transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,1.277200275287953,12.567139,782.9625622140925,,cuda,512,true,false
+transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,0.9645319738135073,12.567139,1036.7722658755017,,cuda,512,true,true
+transnext micro,TransNeXt,0.960546282245827,0.9884926656550329,0.9443170300048229,15816,624,256,false,false,,12.567139,,94.49853515625,cuda,1,false,false
+van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,19.271457653521793,3.944147,51.890210796652084,,cpu,1,false,false
+van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,15.566327117994659,3.944147,64.2412299587358,,cpu,1,true,false
+van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,15.51083557549282,3.944147,64.47105928838572,,cpu,1,true,true
+van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,0.7551245694435237,3.944147,1324.2848140101348,,cuda,512,false,false
+van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,0.6654410479492867,3.944147,1502.7627211782853,,cuda,512,true,false
+van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,0.42971909324194263,3.944147,2327.1016245884493,,cuda,512,true,true
+van b0,VAN,0.9460040465351542,0.9830551340414769,0.9266090789536481,15816,854,256,false,false,,3.944147,,25.91162109375,cuda,1,false,false
+vitreg4 b16,ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,36.872029256483074,86.090099,27.12082899055993,,cpu,1,false,false
+vitreg4 b16,ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,36.41391381551512,86.090099,27.462030175232726,,cpu,1,true,false
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+vitreg4 b16,ViT,0.9706626201315124,0.9935508345978755,0.9598875412146325,15816,464,256,true,true,,86.090099,,348.42236328125,cuda,1,false,false
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+xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,0.29181170212893903,2.970547,3426.867369280972,,cuda,512,false,false
+xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,0.22231498379881032,2.970547,4498.1223618511285,,cuda,512,true,false
+xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,0.09834149957526961,2.970547,10168.647054589705,,cuda,512,true,true
+xcit nano12 p16,XCiT,0.9007334344967122,0.9612417804754679,0.8713805660295914,15816,1570,256,false,false,,2.970547,,22.73828125,cuda,1,false,false
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