kentaroy47 / timm_speed_benchmark

Benchmark Benchmark Benchmark!
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timm_speed_benchmark

Benchmarking the speed of timm models

Hardware

GPU: RTX A6000

CPU: Ryzen 3600

Results

FIELD1 fp32[ms] top1 imsize
eva02_large_patch14_448.mim_m38m_ft_in22k_in1k 171.2168550491333 91.129 448.0
eva_giant_patch14_336.clip_ft_in1k 166.4306116104126 91.058 336.0
eva02_large_patch14_448.mim_in22k_ft_in22k_in1k 171.71310424804688 91.02 448.0
eva_giant_patch14_560.m30m_ft_in22k_in1k 581.2683391571045 90.969 560.0
eva02_large_patch14_448.mim_in22k_ft_in1k 172.71728515625 90.922 448.0
eva_giant_patch14_336.m30m_ft_in22k_in1k 168.33984851837158 90.907 336.0
eva_large_patch14_336.in22k_ft_in1k 63.14021587371826 90.903 336.0
eva_giant_patch14_224.clip_ft_in1k 77.15846538543701 90.9 224.0
eva02_base_patch14_448.mim_in22k_ft_in22k_in1k 64.20849800109863 90.896 448.0
eva02_large_patch14_448.mim_m38m_ft_in1k 171.81569576263428 90.888 448.0
eva_large_patch14_336.in22k_ft_in22k_in1k 62.99717903137207 90.862 336.0
eva02_base_patch14_448.mim_in22k_ft_in1k 64.43453788757324 90.8 448.0
caformer_b36.sail_in22k_ft_in1k_384 69.94579792022705 90.781 384.0
beit_large_patch16_512.in22k_ft_in22k_in1k 191.15906715393066 90.687 512.0
convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_384 42.12807655334473 90.678 384.0
regnety_1280.swag_ft_in1k 168.71695041656494 90.659 384.0
convnext_xxlarge.clip_laion2b_soup_ft_in1k 54.968552589416504 90.642 256.0
convnext_large_mlp.clip_laion2b_augreg_ft_in1k_384 41.94615840911865 90.633 384.0
volo_d5_512.sail_in1k 252.26200103759766 90.614 512.0
beit_large_patch16_384.in22k_ft_in22k_in1k 80.67306995391846 90.606 384.0
maxvit_rmlp_base_rw_384.sw_in12k_ft_in1k 80.75275897979736 90.584 384.0
volo_d5_448.sail_in1k 181.4624261856079 90.58 448.0
tf_efficientnet_l2.ns_jft_in1k 576.2402296066284 90.561 800.0
eva_large_patch14_196.in22k_ft_in22k_in1k 20.766191482543945 90.555 196.0
vit_large_patch14_clip_336.openai_ft_in12k_in1k 63.34489822387695 90.544 336.0
convnextv2_huge.fcmae_ft_in22k_in1k_512 208.26961517333984 90.542 512.0
convnext_large_mlp.clip_laion2b_soup_ft_in12k_in1k_320 28.03785800933838 90.54 320.0
tf_efficientnet_l2.ns_jft_in1k_475 230.43800830841064 90.537 475.0
eva_large_patch14_196.in22k_ft_in1k 20.69573402404785 90.533 196.0
volo_d4_448.sail_in1k 126.32205486297607 90.512 448.0
vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k 117.63307094573975 90.501 336.0
convnextv2_huge.fcmae_ft_in22k_in1k_384 119.21083927154541 90.497 384.0
convnext_xlarge.fb_in22k_ft_in1k_384 56.667842864990234 90.495 384.0
caformer_m36.sail_in22k_ft_in1k_384 52.81733512878418 90.458 384.0
convformer_b36.sail_in22k_ft_in1k_384 63.89447212219238 90.448 384.0
maxxvitv2_rmlp_base_rw_384.sw_in12k_ft_in1k 120.13701438903809 90.444 384.0
caformer_b36.sail_in22k_ft_in1k 23.295392990112305 90.431 224.0
vit_large_patch14_clip_336.laion2b_ft_in12k_in1k 63.05959224700928 90.428 336.0
vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k 53.60339164733887 90.418 224.0
swinv2_base_window12to24_192to384.ms_in22k_ft_in1k 75.2923583984375 90.407 384.0
vit_large_patch14_clip_224.openai_ft_in12k_in1k 26.922550201416016 90.379 224.0
coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k 54.370665550231934 90.377 384.0
beit_base_patch16_384.in22k_ft_in22k_in1k 31.253252029418945 90.367 384.0
convnextv2_large.fcmae_ft_in22k_in1k_384 56.44268989562988 90.367 384.0
convnextv2_base.fcmae_ft_in22k_in1k_384 35.88428974151611 90.36 384.0
beitv2_large_patch16_224.in1k_ft_in22k_in1k 22.39323616027832 90.354 224.0
vit_large_patch14_clip_336.laion2b_ft_in1k 62.644171714782715 90.332 336.0
convnext_base.clip_laion2b_augreg_ft_in12k_in1k_384 25.72718620300293 90.33 384.0
vit_large_patch14_clip_224.laion2b_ft_in12k_in1k 26.761474609375 90.311 224.0
convnext_large_mlp.clip_laion2b_augreg_ft_in1k 18.87547016143799 90.309 256.0
vit_large_patch14_clip_224.openai_ft_in1k 26.78530216217041 90.309 224.0
caformer_s36.sail_in22k_ft_in1k_384 41.20553493499756 90.305 384.0
convnext_base.fb_in22k_ft_in1k_384 25.742578506469727 90.283 384.0
convnext_large.fb_in22k_ft_in1k_384 41.74063682556152 90.279 384.0
deit3_large_patch16_384.fb_in22k_ft_in1k 64.4304370880127 90.247 384.0
dm_nfnet_f6.dm_in1k 261.2537479400635 90.241 576.0
seresnextaa101d_32x8d.sw_in12k_ft_in1k_288 33.421077728271484 90.226 320.0
deit3_huge_patch14_224.fb_in22k_ft_in1k 54.67087268829346 90.226 224.0
regnety_320.swag_ft_in1k 51.15824222564697 90.219 384.0
vit_base_patch16_clip_384.laion2b_ft_in1k 24.795684814453125 90.213 384.0
vit_large_patch16_384.augreg_in21k_ft_in1k 63.250885009765625 90.213 384.0
convformer_m36.sail_in22k_ft_in1k_384 48.76349925994873 90.204 384.0
convnextv2_huge.fcmae_ft_in1k 71.82510375976562 90.204 288.0
tf_efficientnetv2_l.in21k_ft_in1k 54.7554349899292 90.202 480.0
vit_base_patch16_clip_384.openai_ft_in12k_in1k 24.799633026123047 90.2 384.0
convformer_b36.sail_in22k_ft_in1k 27.095818519592285 90.189 224.0
vit_base_patch16_clip_384.laion2b_ft_in12k_in1k 24.79379653930664 90.189 384.0
cait_m48_448.fb_dist_in1k 485.3704833984375 90.189 448.0
vit_huge_patch14_clip_224.laion2b_ft_in1k 54.03954029083252 90.181 224.0
volo_d3_448.sail_in1k 94.85130310058594 90.174 448.0
swinv2_large_window12to24_192to384.ms_in22k_ft_in1k 114.09129619598389 90.157 384.0
beit_large_patch16_224.in22k_ft_in22k_in1k 22.73066520690918 90.149 224.0
beitv2_large_patch16_224.in1k_ft_in1k 22.65066146850586 90.1 224.0
tf_efficientnet_b7.ns_jft_in1k 81.2997817993164 90.098 600.0
vit_large_patch14_clip_224.laion2b_ft_in1k 27.08686351776123 90.098 224.0
convnextv2_base.fcmae_ft_in22k_in1k 21.859440803527832 90.068 288.0
convnext_xlarge.fb_in22k_ft_in1k 36.38938903808594 90.066 288.0
caformer_b36.sail_in1k_384 69.72106456756592 90.063 384.0
cait_m36_384.fb_dist_in1k 209.58524227142334 90.051 384.0
convnextv2_large.fcmae_ft_in22k_in1k 33.177433013916016 90.034 288.0
seresnextaa101d_32x8d.sw_in12k_ft_in1k 29.057912826538086 90.029 288.0
tf_efficientnetv2_m.in21k_ft_in1k 30.637574195861816 90.023 480.0
convformer_s36.sail_in22k_ft_in1k_384 37.4086332321167 90.023 384.0
swin_large_patch4_window12_384.ms_in22k_ft_in1k 57.90896415710449 90.019 384.0
deit3_large_patch16_224.fb_in22k_ft_in1k 21.118860244750977 90.008 224.0
convnext_base.clip_laiona_augreg_ft_in1k_384 25.838193893432617 90.001 384.0
swin_base_patch4_window12_384.ms_in22k_ft_in1k 37.124857902526855 89.997 384.0
vit_base_patch16_384.augreg_in21k_ft_in1k 24.75289821624756 89.989 384.0
caformer_m36.sail_in1k_384 52.869019508361816 89.933 384.0
convnextv2_large.fcmae_ft_in1k 33.02581787109375 89.931 288.0
maxvit_rmlp_base_rw_224.sw_in12k_ft_in1k 38.51691246032715 89.927 224.0
swinv2_large_window12to16_192to256.ms_in22k_ft_in1k 34.15823459625244 89.925 256.0
regnety_160.swag_ft_in1k 30.883865356445312 89.918 384.0
convnext_small.fb_in22k_ft_in1k_384 18.99101734161377 89.916 384.0
efficientnet_b5.sw_in12k_ft_in1k 26.90467357635498 89.91 448.0
deit3_base_patch16_384.fb_in22k_ft_in1k 25.240039825439453 89.891 384.0
xcit_large_24_p8_384.fb_dist_in1k 173.2826852798462 89.886 384.0
volo_d5_224.sail_in1k 36.49049758911133 89.88 224.0
convnext_large.fb_in22k_ft_in1k 24.340882301330566 89.876 288.0
swinv2_base_window12to16_192to256.ms_in22k_ft_in1k 22.624244689941406 89.867 256.0
convnext_base.fb_in22k_ft_in1k 15.66577434539795 89.858 288.0
caformer_m36.sail_in22k_ft_in1k 17.474775314331055 89.854 224.0
cait_s36_384.fb_dist_in1k 101.8310022354126 89.835 384.0
coatnet_2_rw_224.sw_in12k_ft_in1k 18.44301700592041 89.831 224.0
convformer_m36.sail_in22k_ft_in1k 19.892358779907227 89.818 224.0
xcit_medium_24_p8_384.fb_dist_in1k 108.35433959960938 89.816 384.0
convnext_base.clip_laion2b_augreg_ft_in12k_in1k 11.771078109741211 89.811 256.0
volo_d4_224.sail_in1k 24.9357271194458 89.811 224.0
vit_large_r50_s32_384.augreg_in21k_ft_in1k 29.021129608154297 89.792 384.0
volo_d2_384.sail_in1k 42.049713134765625 89.788 384.0
swin_large_patch4_window7_224.ms_in22k_ft_in1k 18.594460487365723 89.786 224.0
tf_efficientnet_b6.ns_jft_in1k 48.62365245819092 89.782 528.0
coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k 18.89118194580078 89.775 224.0
tf_efficientnetv2_xl.in21k_ft_in1k 84.6269702911377 89.771 512.0
maxxvitv2_rmlp_base_rw_224.sw_in12k_ft_in1k 79.76803302764893 89.752 224.0
beitv2_base_patch16_224.in1k_ft_in22k_in1k 7.904720306396484 89.743 224.0
dm_nfnet_f5.dm_in1k 211.79538249969482 89.741 544.0
dm_nfnet_f4.dm_in1k 161.23919010162354 89.737 512.0
xcit_small_24_p8_384.fb_dist_in1k 80.67288875579834 89.735 384.0
regnety_160.lion_in12k_ft_in1k 21.250972747802734 89.724 288.0
caformer_s18.sail_in22k_ft_in1k_384 22.870726585388184 89.72 384.0
vit_base_patch8_224.augreg2_in21k_ft_in1k 35.424509048461914 89.718 224.0
convformer_m36.sail_in1k_384 48.889498710632324 89.718 384.0
vit_base_patch16_clip_384.openai_ft_in1k 24.94328022003174 89.707 384.0
caformer_s36.sail_in22k_ft_in1k 16.176657676696777 89.701 224.0
volo_d1_384.sail_in1k 24.760408401489258 89.698 384.0
deit3_large_patch16_384.fb_in1k 64.88831520080566 89.688 384.0
caformer_s36.sail_in1k_384 41.4231538772583 89.679 384.0
xcit_large_24_p16_384.fb_dist_in1k 50.99280834197998 89.662 384.0
convformer_b36.sail_in1k_384 64.12924766540527 89.658 384.0
tf_efficientnet_b5.ns_jft_in1k 29.551067352294922 89.651 456.0
dm_nfnet_f3.dm_in1k 97.38987445831299 89.647 416.0
convnext_base.clip_laion2b_augreg_ft_in1k 11.782488822937012 89.645 256.0
regnety_2560.seer_ft_in1k 272.9004383087158 89.632 384.0
convnext_small.in12k_ft_in1k_384 19.088926315307617 89.598 384.0
tf_efficientnet_b8.ap_in1k 122.60839939117432 89.579 672.0
regnety_160.sw_in12k_ft_in1k 21.192007064819336 89.57 288.0
vit_base_patch16_clip_224.laion2b_ft_in12k_in1k 7.2327375411987305 89.564 224.0
convformer_s18.sail_in22k_ft_in1k_384 21.111130714416504 89.553 384.0
volo_d3_224.sail_in1k 17.56282329559326 89.553 224.0
tf_efficientnetv2_l.in1k 54.75166320800781 89.54 480.0
flexivit_large.1200ep_in1k 24.442949295043945 89.534 240.0
xcit_large_24_p8_224.fb_dist_in1k 69.5625114440918 89.517 224.0
flexivit_large.600ep_in1k 24.433903694152832 89.508 240.0
xcit_small_12_p8_384.fb_dist_in1k 42.785401344299316 89.508 384.0
cait_s24_384.fb_dist_in1k 68.5398530960083 89.504 384.0
convformer_s36.sail_in22k_ft_in1k 18.201823234558105 89.496 224.0
convnextv2_tiny.fcmae_ft_in22k_in1k_384 17.601213455200195 89.485 384.0
convformer_s36.sail_in1k_384 37.34050750732422 89.481 384.0
xcit_medium_24_p16_384.fb_dist_in1k 32.19667911529541 89.481 384.0
convnext_tiny.in12k_ft_in1k_384 12.764992713928223 89.472 384.0
deit3_base_patch16_224.fb_in22k_ft_in1k 7.408466339111328 89.446 224.0
vit_base_patch16_224.augreg2_in21k_ft_in1k 7.2542619705200195 89.444 224.0
vit_base_patch32_clip_448.laion2b_ft_in12k_in1k 8.94580364227295 89.44 448.0
regnety_120.sw_in12k_ft_in1k 17.249088287353516 89.436 288.0
vit_base_patch8_224.augreg_in21k_ft_in1k 35.202903747558594 89.436 224.0
deit_base_distilled_patch16_384.fb_in1k 24.72419261932373 89.434 384.0
tf_efficientnet_b7.ap_in1k 81.04320049285889 89.429 600.0
vit_base_patch16_clip_224.laion2b_ft_in1k 7.197971343994141 89.427 224.0
convnextv2_base.fcmae_ft_in1k 21.80408477783203 89.421 288.0
caformer_b36.sail_in1k 23.217487335205078 89.41 224.0
vit_base_patch16_clip_224.openai_ft_in12k_in1k 7.255816459655762 89.401 224.0
hrnet_w48_ssld.paddle_in1k 32.19280242919922 89.401 288.0
beit_base_patch16_224.in22k_ft_in22k_in1k 7.8772735595703125 89.395 224.0
regnetz_e8.ra3_in1k 29.124879837036133 89.378 320.0
deit3_small_patch16_384.fb_in22k_ft_in1k 11.160078048706055 89.363 384.0
vit_medium_patch16_gap_384.sw_in12k_ft_in1k 15.053777694702148 89.348 384.0
tf_efficientnetv2_m.in1k 30.609455108642578 89.348 480.0
tf_efficientnet_b8.ra_in1k 122.40338802337646 89.348 672.0
tf_efficientnet_b6.ap_in1k 48.698787689208984 89.344 528.0
volo_d2_224.sail_in1k 12.503161430358887 89.335 224.0
caformer_s18.sail_in1k_384 22.83780574798584 89.331 384.0
eva02_small_patch14_336.mim_in22k_ft_in1k 13.184804916381836 89.327 336.0
vit_large_patch16_224.augreg_in21k_ft_in1k 20.69068431854248 89.318 224.0
flexivit_large.300ep_in1k 24.44446563720703 89.305 240.0
tf_efficientnet_b4.ns_jft_in1k 16.13293170928955 89.301 380.0
convnext_small.fb_in22k_ft_in1k 11.204524040222168 89.299 288.0
xcit_small_24_p16_384.fb_dist_in1k 23.186001777648926 89.295 384.0
xcit_medium_24_p8_224.fb_dist_in1k 43.39779853820801 89.293 224.0
beitv2_base_patch16_224.in1k_ft_in1k 7.904620170593262 89.271 224.0
deit3_huge_patch14_224.fb_in1k 54.60422992706299 89.218 224.0
coat_lite_medium_384.in1k 36.5740442276001 89.209 384.0
xcit_small_24_p8_224.fb_dist_in1k 29.130005836486816 89.199 224.0
xcit_small_12_p16_384.fb_dist_in1k 13.527212142944336 89.197 384.0
vit_base_patch32_clip_384.laion2b_ft_in12k_in1k 7.342848777770996 89.194 384.0
dm_nfnet_f2.dm_in1k 59.428324699401855 89.192 352.0
swin_base_patch4_window7_224.ms_in22k_ft_in1k 12.82036304473877 89.173 224.0
vit_base_patch16_clip_224.openai_ft_in1k 7.216582298278809 89.167 224.0
eca_nfnet_l2.ra3_in1k 37.229371070861816 89.147 384.0
cait_xs24_384.fb_dist_in1k 49.75600242614746 89.147 384.0
convformer_s18.sail_in1k_384 21.09790325164795 89.124 384.0
resnext101_32x32d.fb_wsl_ig1b_ft_in1k 67.65288352966309 89.107 224.0
tf_efficientnet_b7.ra_in1k 81.0150957107544 89.083 600.0
ecaresnet269d.ra2_in1k 40.4368257522583 89.073 352.0
regnety_1280.seer_ft_in1k 168.409686088562 89.064 384.0
vit_base_patch32_clip_384.openai_ft_in12k_in1k 7.444438934326172 89.051 384.0
xcit_large_24_p16_224.fb_dist_in1k 18.431344032287598 89.045 224.0
convnext_small.in12k_ft_in1k 11.193723678588867 89.024 288.0
dm_nfnet_f1.dm_in1k 35.44049263000488 89.019 320.0
resmlp_big_24_224.fb_in22k_ft_in1k 34.073710441589355 89.019 224.0
xcit_small_12_p8_224.fb_dist_in1k 15.74880599975586 89.011 224.0
convnext_large.fb_in1k 24.32772159576416 88.994 288.0
caformer_m36.sail_in1k 17.432398796081543 88.99 224.0
efficientnetv2_rw_m.agc_in1k 27.33175754547119 88.987 416.0
regnety_1280.swag_lc_in1k 70.75120449066162 88.951 224.0
regnetz_d8_evos.ch_in1k 31.721558570861816 88.951 320.0
regnetz_040_h.ra3_in1k 16.975302696228027 88.949 320.0
edgenext_base.in21k_ft_in1k 78.00333023071289 88.942 320.0
tf_efficientnet_b5.ap_in1k 29.445910453796387 88.94 456.0
mvitv2_large.fb_in1k 49.111666679382324 88.936 224.0
caformer_s18.sail_in22k_ft_in1k 9.181790351867676 88.932 224.0
deit3_base_patch16_384.fb_in1k 25.33609390258789 88.923 384.0
deit3_medium_patch16_224.fb_in22k_ft_in1k 5.5593109130859375 88.921 224.0
volo_d1_224.sail_in1k 9.429736137390137 88.915 224.0
convnext_tiny.in12k_ft_in1k 7.422780990600586 88.906 288.0
tf_efficientnetv2_s.in21k_ft_in1k 16.528091430664062 88.898 384.0
vit_base_patch16_224.augreg_in21k_ft_in1k 7.22592830657959 88.87 224.0
convnext_tiny.fb_in22k_ft_in1k_384 12.775044441223145 88.855 384.0
regnetz_d8.ra3_in1k 15.848784446716309 88.853 320.0
convformer_b36.sail_in1k 27.05242156982422 88.851 224.0
coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k 15.46870231628418 88.842 224.0
resnetrs420.tf_in1k 93.55855941772461 88.838 416.0
resnext101_32x16d.fb_wsl_ig1b_ft_in1k 30.859827995300293 88.834 224.0
resnetrs270.tf_in1k 46.121697425842285 88.829 352.0
vit_small_r26_s32_384.augreg_in21k_ft_in1k 11.600751876831055 88.817 384.0
swin_small_patch4_window7_224.ms_in22k_ft_in1k 12.54335880279541 88.817 224.0
vit_base_r50_s16_384.orig_in21k_ft_in1k 36.59476280212402 88.806 384.0
xcit_medium_24_p16_224.fb_dist_in1k 18.222661018371582 88.806 224.0
tf_efficientnet_b7.aa_in1k 81.05557918548584 88.804 600.0
maxxvit_rmlp_small_rw_256.sw_in1k 61.75087928771973 88.795 256.0
seresnet152d.ra2_in1k 24.485087394714355 88.787 320.0
xcit_tiny_24_p8_384.fb_dist_in1k 43.99637699127197 88.787 384.0
convformer_m36.sail_in1k 19.98155117034912 88.787 224.0
resnext101_32x8d.fb_swsl_ig1b_ft_in1k 17.562475204467773 88.782 224.0
resnetrs200.tf_in1k 32.33295917510986 88.763 320.0
convnext_base.fb_in1k 15.703659057617188 88.763 288.0
deit3_large_patch16_224.fb_in1k 21.117572784423828 88.763 224.0
tf_efficientnet_b6.aa_in1k 48.68879318237305 88.759 528.0
resnetrs350.tf_in1k 65.29199123382568 88.757 384.0
rexnetr_300.sw_in12k_ft_in1k 10.839242935180664 88.746 288.0
caformer_s36.sail_in1k 17.016444206237793 88.746 224.0
convnextv2_tiny.fcmae_ft_in22k_in1k 10.33353328704834 88.744 288.0
vit_base_patch16_224_miil.in21k_ft_in1k 7.078952789306641 88.74 224.0
edgenext_base.usi_in1k 78.02728652954102 88.735 320.0
regnetz_040.ra3_in1k 16.674165725708008 88.731 320.0
convformer_s18.sail_in22k_ft_in1k 9.89673137664795 88.727 224.0
resnetv2_152x2_bit.goog_in21k_ft_in1k 93.25749397277832 88.725 448.0
regnety_160.deit_in1k 21.190643310546875 88.703 288.0
davit_base.msft_in1k 13.799924850463867 88.701 224.0
regnety_640.seer_ft_in1k 85.89212894439697 88.674 384.0
vit_small_patch16_384.augreg_in21k_ft_in1k 11.35932445526123 88.652 384.0
regnetz_d32.ra3_in1k 15.807938575744629 88.652 320.0
flexivit_base.1200ep_in1k 8.583693504333496 88.648 240.0
mvitv2_base.fb_in1k 21.49949073791504 88.644 224.0
regnety_080.ra3_in1k 14.379606246948242 88.635 288.0
vit_medium_patch16_gap_256.sw_in12k_ft_in1k 6.27321720123291 88.633 256.0
davit_small.msft_in1k 14.422059059143066 88.631 224.0
eca_nfnet_l1.ra2_in1k 20.871601104736328 88.624 320.0
swinv2_base_window16_256.ms_in1k 22.609152793884277 88.586 256.0
regnety_320.seer_ft_in1k 51.200881004333496 88.573 384.0
resnetaa101d.sw_in12k_ft_in1k 11.710457801818848 88.573 288.0
resnetv2_152x4_bit.goog_in21k_ft_in1k 278.053879737854 88.554 480.0
resnet200d.ra2_in1k 24.506206512451172 88.554 320.0
xcit_small_24_p16_224.fb_dist_in1k 18.113980293273926 88.545 224.0
flexivit_base.600ep_in1k 8.539323806762695 88.545 240.0
seresnextaa101d_32x8d.ah_in1k 28.998165130615234 88.537 288.0
maxvit_rmlp_small_rw_224.sw_in1k 18.32876205444336 88.522 224.0
resnest269e.in1k 78.8521957397461 88.52 416.0
coatnet_rmlp_2_rw_224.sw_in1k 18.957457542419434 88.513 224.0
efficientformerv2_l.snap_dist_in1k 19.194693565368652 88.507 224.0
gcvit_base.in1k 19.243192672729492 88.501 224.0
swinv2_base_window8_256.ms_in1k 17.120323181152344 88.498 256.0
seresnext101_32x8d.ah_in1k 27.62331485748291 88.494 288.0
convformer_s36.sail_in1k 18.58560085296631 88.486 224.0
crossvit_18_dagger_408.in1k 25.42459487915039 88.479 408.0
flexivit_base.300ep_in1k 8.547534942626953 88.479 240.0
efficientnetv2_rw_s.ra2_in1k 16.22281551361084 88.475 384.0
resnetv2_101x3_bit.goog_in21k_ft_in1k 113.1847620010376 88.466 448.0
resnetv2_50x3_bit.goog_in21k_ft_in1k 66.58966541290283 88.447 448.0
cait_s24_224.fb_dist_in1k 13.393187522888184 88.443 224.0
resmlp_big_24_224.fb_distilled_in1k 34.00523662567139 88.441 224.0
regnetv_064.ra3_in1k 14.404621124267578 88.439 288.0
resnest200e.in1k 38.89949321746826 88.434 320.0
vit_large_r50_s32_224.augreg_in21k_ft_in1k 17.686762809753418 88.43 224.0
tf_efficientnet_b3.ns_jft_in1k 11.055431365966797 88.428 300.0
seresnext101d_32x8d.ah_in1k 28.04253101348877 88.428 288.0
swin_base_patch4_window12_384.ms_in1k 37.11139678955078 88.426 384.0
tf_efficientnetv2_s.in1k 16.368160247802734 88.409 384.0
convnext_small.fb_in1k 11.182708740234375 88.407 288.0
tf_efficientnet_b5.aa_in1k 29.45002555847168 88.407 456.0
regnety_320.swag_lc_in1k 19.843921661376953 88.398 224.0
vit_base_patch16_384.orig_in21k_ft_in1k 24.669289588928223 88.389 384.0
regnetz_c16_evos.ch_in1k 22.7862548828125 88.381 320.0
tresnet_v2_l.miil_in21k_ft_in1k 16.637301445007324 88.379 224.0
swinv2_small_window16_256.ms_in1k 17.490501403808594 88.372 256.0
efficientnet_b4.ra2_in1k 15.33318042755127 88.366 384.0
resnet152d.ra2_in1k 18.206281661987305 88.362 320.0
maxvit_rmlp_tiny_rw_256.sw_in1k 18.98764133453369 88.355 256.0
tf_efficientnet_b4.ap_in1k 16.214075088500977 88.347 380.0
deit3_small_patch16_224.fb_in22k_ft_in1k 5.699458122253418 88.336 224.0
regnety_064.ra3_in1k 15.553078651428223 88.323 288.0
convnextv2_nano.fcmae_ft_in22k_in1k_384 14.21870231628418 88.315 384.0
crossvit_15_dagger_408.in1k 19.35037612915039 88.313 408.0
tf_efficientnet_b5.ra_in1k 29.420838356018066 88.308 456.0
cs3se_edgenet_x.c2ns_in1k 12.478575706481934 88.296 320.0
deit3_small_patch16_384.fb_in1k 11.395392417907715 88.296 384.0
pvt_v2_b4.in1k 23.757519721984863 88.285 224.0
efficientformer_l7.snap_dist_in1k 12.846636772155762 88.278 224.0
mvitv2_small.fb_in1k 14.775328636169434 88.264 224.0
resnetrs152.tf_in1k 24.564685821533203 88.249 320.0
deit3_base_patch16_224.fb_in1k 7.398672103881836 88.244 224.0
xcit_small_12_p16_224.fb_dist_in1k 10.543160438537598 88.24 224.0
gcvit_small.in1k 18.46127986907959 88.217 224.0
regnetv_040.ra3_in1k 13.429698944091797 88.212 288.0
deit_base_distilled_patch16_224.fb_in1k 7.23637580871582 88.212 224.0
xception65p.ra3_in1k 12.524986267089844 88.189 299.0
swinv2_small_window8_256.ms_in1k 17.18367099761963 88.172 256.0
caformer_s18.sail_in1k 8.954010009765625 88.163 224.0
xcit_tiny_24_p16_384.fb_dist_in1k 19.14804458618164 88.161 384.0
xcit_large_24_p8_224.fb_in1k 69.32458877563477 88.161 224.0
resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k_384 69.00438785552979 88.153 384.0
coat_lite_medium.in1k 38.21368217468262 88.144 224.0
resnext101_32x8d.fb_wsl_ig1b_ft_in1k 17.57148265838623 88.144 224.0
cait_xxs36_384.fb_dist_in1k 48.83590221405029 88.14 384.0
dm_nfnet_f0.dm_in1k 15.056757926940918 88.131 256.0
resnext101_32x4d.fb_swsl_ig1b_ft_in1k 12.854657173156738 88.112 224.0
pit_b_distilled_224.in1k 53.52402687072754 88.108 224.0
xcit_tiny_12_p8_384.fb_dist_in1k 23.698225021362305 88.103 384.0
pvt_v2_b5.in1k 29.53524112701416 88.103 224.0
pvt_v2_b3.in1k 16.357274055480957 88.099 224.0
rexnetr_200.sw_in12k_ft_in1k 8.307509422302246 88.097 288.0
xception65.ra3_in1k 13.9369535446167 88.069 299.0
hrnet_w18_ssld.paddle_in1k 30.883126258850098 88.067 288.0
swin_s3_base_224.ms_in1k 16.790380477905273 88.046 224.0
xcit_tiny_24_p8_224.fb_dist_in1k 17.71733283996582 88.037 224.0
convnextv2_tiny.fcmae_ft_in1k 10.269174575805664 88.035 288.0
resnet152.a1h_in1k 16.412534713745117 88.033 288.0
focalnet_base_srf.ms_in1k 18.08976173400879 88.033 224.0
regnety_160.swag_lc_in1k 15.582146644592285 88.031 224.0
focalnet_base_lrf.ms_in1k 18.808999061584473 88.003 224.0
gcvit_tiny.in1k 20.645732879638672 88.001 224.0
eca_nfnet_l0.ra2_in1k 11.31533145904541 87.98 288.0
tf_efficientnet_b5.in1k 29.41244602203369 87.973 456.0
cs3sedarknet_x.c2ns_in1k 11.795220375061035 87.973 288.0
nfnet_l0.ra2_in1k 12.119746208190918 87.969 288.0
efficientformer_l3.snap_dist_in1k 9.555997848510742 87.963 224.0
xcit_small_24_p8_224.fb_in1k 29.114890098571777 87.956 224.0
tf_efficientnet_b4.aa_in1k 15.79012393951416 87.954 380.0
regnetz_c16.ra3_in1k 15.2811861038208 87.952 320.0
regnety_032.ra_in1k 12.852754592895508 87.945 288.0
coatnet_1_rw_224.sw_in1k 13.888168334960938 87.943 224.0
resnet101d.ra2_in1k 13.180484771728516 87.935 320.0
regnety_040.ra3_in1k 14.017930030822754 87.933 288.0
mobilevitv2_200.cvnets_in22k_ft_in1k_384 21.093859672546387 87.933 384.0
swinv2_cr_small_ns_224.sw_in1k 15.435771942138672 87.933 224.0
focalnet_small_lrf.ms_in1k 18.27385902404785 87.93 224.0
resnetv2_101.a1h_in1k 12.128839492797852 87.924 288.0
vit_base_patch32_384.augreg_in21k_ft_in1k 7.543940544128418 87.909 384.0
sequencer2d_l.in1k 39.024906158447266 87.907 224.0
twins_svt_large.in1k 12.806124687194824 87.903 224.0
coatnet_rmlp_1_rw_224.sw_in1k 15.86172103881836 87.892 224.0
swin_base_patch4_window7_224.ms_in1k 12.765655517578125 87.866 224.0
twins_pcpvt_large.in1k 21.23004913330078 87.864 224.0
maxvit_tiny_rw_224.sw_in1k 16.030526161193848 87.856 224.0
swin_s3_small_224.ms_in1k 11.990461349487305 87.849 224.0
convformer_s18.sail_in1k 9.40216064453125 87.845 224.0
mobilevitv2_175.cvnets_in22k_ft_in1k_384 18.890366554260254 87.841 384.0
deit_base_patch16_384.fb_in1k 24.64806079864502 87.841 384.0
ecaresnet101d.miil_in1k 14.488749504089355 87.839 288.0
convnext_nano.in12k_ft_in1k 6.944174766540527 87.837 288.0
xcit_small_12_p8_224.fb_in1k 15.665831565856934 87.822 224.0
flexivit_small.1200ep_in1k 5.361123085021973 87.813 240.0
vit_base_patch32_clip_224.laion2b_ft_in12k_in1k 5.142560005187988 87.809 224.0
focalnet_small_srf.ms_in1k 16.491999626159668 87.809 224.0
maxxvit_rmlp_nano_rw_256.sw_in1k 38.12272548675537 87.807 256.0
flexivit_small.600ep_in1k 5.540552139282227 87.807 240.0
tf_efficientnetv2_b3.in21k_ft_in1k 12.637019157409668 87.805 300.0
deit3_medium_patch16_224.fb_in1k 5.526890754699707 87.802 224.0
tresnet_xl.miil_in1k_448 34.687628746032715 87.798 448.0
resnetv2_50x1_bit.goog_distilled_in1k 8.744587898254395 87.792 224.0
convnext_tiny.fb_in1k 7.454419136047363 87.77 288.0
regnety_320.tv2_in1k 19.827299118041992 87.743 224.0
resnext101_64x4d.tv_in1k 17.699899673461914 87.74 224.0
convnextv2_nano.fcmae_ft_in22k_in1k 8.860068321228027 87.732 288.0
twins_pcpvt_base.in1k 15.149860382080078 87.73 224.0
tresnet_m.miil_in21k_ft_in1k 10.108418464660645 87.723 224.0
gc_efficientnetv2_rw_t.agc_in1k 19.25772190093994 87.719 288.0
mvitv2_tiny.fb_in1k 9.835329055786133 87.719 224.0
maxvit_rmlp_nano_rw_256.sw_in1k 12.54331111907959 87.715 256.0
resnetv2_101x1_bit.goog_in21k_ft_in1k 26.33981704711914 87.683 448.0
rexnet_300.nav_in1k 8.3121919631958 87.683 224.0
swin_small_patch4_window7_224.ms_in1k 12.398390769958496 87.662 224.0
efficientnetv2_rw_t.ra2_in1k 14.4537353515625 87.651 288.0
twins_svt_base.in1k 12.119240760803223 87.651 224.0
mobilevitv2_150.cvnets_in22k_ft_in1k_384 16.138205528259277 87.649 384.0
coat_small.in1k 21.041269302368164 87.647 224.0
maxxvitv2_nano_rw_256.sw_in1k 50.343003273010254 87.638 256.0
pnasnet5large.tf_in1k 37.444305419921875 87.636 331.0
resnet101.a1h_in1k 11.153712272644043 87.634 288.0
resnetaa50d.sw_in12k_ft_in1k 7.480440139770508 87.623 288.0
flexivit_small.300ep_in1k 5.266742706298828 87.623 240.0
cs3edgenet_x.c2_in1k 8.217339515686035 87.621 288.0
xcit_medium_24_p8_224.fb_in1k 43.30172061920166 87.612 224.0
swinv2_tiny_window16_256.ms_in1k 10.904059410095215 87.61 256.0
resnext101_32x16d.fb_swsl_ig1b_ft_in1k 30.79679012298584 87.606 224.0
resnext50_32x4d.fb_swsl_ig1b_ft_in1k 6.919994354248047 87.6 224.0
nest_base_jx.goog_in1k 13.098669052124023 87.597 224.0
maxvit_nano_rw_256.sw_in1k 11.4076566696167 87.595 256.0
tf_efficientnet_b4.in1k 16.02635383605957 87.582 380.0
davit_tiny.msft_in1k 7.726240158081055 87.565 224.0
levit_384.fb_dist_in1k 7.935194969177246 87.563 224.0
levit_conv_384.fb_dist_in1k 8.022308349609375 87.561 224.0
sequencer2d_m.in1k 25.60194969177246 87.559 224.0
convnextv2_nano.fcmae_ft_in1k 8.82075309753418 87.553 288.0
tf_efficientnet_b2.ns_jft_in1k 10.176668167114258 87.553 260.0
ecaresnet50t.ra2_in1k 9.422602653503418 87.544 320.0
regnetx_320.tv2_in1k 21.803975105285645 87.538 224.0
vit_base_patch32_clip_224.laion2b_ft_in1k 5.151991844177246 87.529 224.0
efficientformerv2_s2.snap_dist_in1k 14.975438117980957 87.514 224.0
coatnet_bn_0_rw_224.sw_in1k 8.225326538085938 87.508 224.0
vit_base_patch16_rpn_224.sw_in1k 7.112536430358887 87.504 224.0
pvt_v2_b2_li.in1k 10.604753494262695 87.501 224.0
resnetv2_152x2_bit.goog_teacher_in21k_ft_in1k 35.77436447143555 87.497 224.0
edgenext_small.usi_in1k 49.731082916259766 87.493 320.0
nest_small_jx.goog_in1k 10.047135353088379 87.493 224.0
vit_relpos_base_patch16_clsgap_224.sw_in1k 7.982935905456543 87.471 224.0
vit_relpos_base_patch16_224.sw_in1k 8.097124099731445 87.467 224.0
regnety_080_tv.tv2_in1k 12.090263366699219 87.465 224.0
fbnetv3_g.ra2_in1k 12.890658378601074 87.446 288.0
resnet61q.ra2_in1k 12.197990417480469 87.439 288.0
wide_resnet50_2.racm_in1k 10.789270401000977 87.437 288.0
poolformerv2_m48.sail_in1k 24.66928005218506 87.435 224.0
efficientnet_b3.ra2_in1k 11.433725357055664 87.433 320.0
regnetx_160.tv2_in1k 13.619952201843262 87.433 224.0
resnext101_64x4d.c1_in1k 25.221705436706543 87.433 288.0
cait_xxs24_384.fb_dist_in1k 33.04924011230469 87.414 384.0
resnet51q.ra2_in1k 10.09882926940918 87.397 288.0
cs3darknet_x.c2ns_in1k 8.25387954711914 87.395 288.0
cs3sedarknet_l.c2ns_in1k 9.63268756866455 87.395 288.0
coat_lite_small.in1k 12.45203971862793 87.388 224.0
tresnet_l.miil_in1k_448 25.263447761535645 87.382 448.0
resnetv2_50d_gn.ah_in1k 7.828502655029297 87.38 288.0
pvt_v2_b2.in1k 9.67041015625 87.377 224.0
sequencer2d_s.in1k 20.152859687805176 87.377 224.0
swinv2_cr_small_224.sw_in1k 15.472898483276367 87.377 224.0
xcit_tiny_24_p8_224.fb_in1k 17.57697582244873 87.373 224.0
vit_relpos_medium_patch16_cls_224.sw_in1k 7.220416069030762 87.363 224.0
nasnetalarge.tf_in1k 37.35158443450928 87.36 331.0
crossvit_18_dagger_240.in1k 11.86530590057373 87.352 240.0
seresnext50_32x4d.racm_in1k 11.02193832397461 87.35 288.0
wide_resnet101_2.tv2_in1k 12.848782539367676 87.326 224.0
ecaresnet50d.miil_in1k 8.323974609375 87.322 288.0
resnext101_32x8d.tv2_in1k 17.494525909423828 87.318 224.0
crossvit_18_240.in1k 11.46106243133545 87.316 240.0
focalnet_tiny_srf.ms_in1k 9.164133071899414 87.301 224.0
resnest101e.in1k 19.81907367706299 87.29 256.0
gcvit_xtiny.in1k 16.17082118988037 87.281 224.0
coatnet_rmlp_nano_rw_224.sw_in1k 10.381903648376465 87.277 224.0
ecaresnet101d_pruned.miil_in1k 14.765639305114746 87.273 288.0
vit_relpos_medium_patch16_rpn_224.sw_in1k 6.860942840576172 87.269 224.0
swin_tiny_patch4_window7_224.ms_in22k_ft_in1k 6.749711036682129 87.249 224.0
resnetrs101.tf_in1k 17.13418960571289 87.241 288.0
coatnext_nano_rw_224.sw_in1k 10.721850395202637 87.239 224.0
poolformer_m48.sail_in1k 21.231727600097656 87.237 224.0
regnety_160.tv2_in1k 15.390486717224121 87.234 224.0
tresnet_xl.miil_in1k 17.70198345184326 87.232 224.0
mixer_b16_224.miil_in21k_ft_in1k 5.324468612670898 87.23 224.0
xcit_tiny_12_p8_224.fb_dist_in1k 9.955430030822754 87.224 224.0
xcit_tiny_12_p16_384.fb_dist_in1k 11.588201522827148 87.209 384.0
convit_base.fb_in1k 10.60793399810791 87.209 224.0
resnetv2_50d_evos.ah_in1k 13.187317848205566 87.205 288.0
tf_efficientnet_b3.ap_in1k 11.840729713439941 87.19 300.0
resnet152.tv2_in1k 15.75629711151123 87.188 224.0
visformer_small.in1k 7.327413558959961 87.183 224.0
vit_base_patch32_clip_224.openai_ft_in1k 5.166769027709961 87.179 224.0
vit_srelpos_medium_patch16_224.sw_in1k 5.6117963790893555 87.177 224.0
focalnet_tiny_lrf.ms_in1k 9.674038887023926 87.175 224.0
crossvit_15_dagger_240.in1k 10.671224594116211 87.164 240.0
convnext_tiny_hnf.a2h_in1k 9.95297908782959 87.147 288.0
vit_relpos_medium_patch16_224.sw_in1k 7.366385459899902 87.145 224.0
swin_s3_tiny_224.ms_in1k 6.614251136779785 87.143 224.0
coatnet_0_rw_224.sw_in1k 9.017777442932129 87.128 224.0
xcit_small_24_p16_224.fb_in1k 17.821006774902344 87.119 224.0
swinv2_tiny_window8_256.ms_in1k 9.175896644592285 87.089 256.0
pit_s_distilled_224.in1k 29.139928817749023 87.081 224.0
ecaresnet50t.a1_in1k 8.029942512512207 87.081 288.0
xception41p.ra3_in1k 9.323678016662598 87.059 299.0
mobilevitv2_200.cvnets_in22k_ft_in1k 10.171852111816406 87.057 256.0
resnext50_32x4d.a1h_in1k 9.472956657409668 87.057 288.0
regnetz_b16.ra3_in1k 13.51306438446045 87.047 288.0
crossvit_15_240.in1k 10.129694938659668 87.044 240.0
convit_small.fb_in1k 6.7118120193481445 87.042 224.0
gcresnet50t.ra2_in1k 11.41594409942627 87.029 288.0
tf_efficientnetv2_b3.in1k 12.538681030273438 87.027 300.0
xcit_small_12_p16_224.fb_in1k 10.683832168579102 87.012 224.0
poolformerv2_m36.sail_in1k 18.834104537963867 87.008 224.0
nest_tiny_jx.goog_in1k 6.653304100036621 87.006 224.0
deit_small_distilled_patch16_224.fb_in1k 5.511326789855957 87.006 224.0
deit3_small_patch16_224.fb_in1k 5.41234016418457 87.006 224.0
swinv2_cr_tiny_ns_224.sw_in1k 8.478164672851562 87.002 224.0
resnet101.a1_in1k 11.585297584533691 87.0 288.0
coatnet_nano_rw_224.sw_in1k 9.422893524169922 86.995 224.0
resnet152.a2_in1k 16.148815155029297 86.995 288.0
resmlp_36_224.fb_distilled_in1k 7.595181465148926 86.987 224.0
poolformer_m36.sail_in1k 16.089258193969727 86.955 224.0
mobilevitv2_175.cvnets_in22k_ft_in1k 8.961882591247559 86.951 256.0
resnet101.a2_in1k 11.555895805358887 86.942 288.0
regnety_032.tv2_in1k 12.03866958618164 86.94 224.0
xcit_large_24_p16_224.fb_in1k 18.76796245574951 86.94 224.0
resnet101.tv2_in1k 10.552921295166016 86.936 224.0
xcit_medium_24_p16_224.fb_in1k 17.989625930786133 86.933 224.0
resnetv2_50.a1h_in1k 7.058014869689941 86.929 288.0
poolformerv2_s36.sail_in1k 13.107023239135742 86.923 224.0
tnt_s_patch16_224 11.955389976501465 86.914 224.0
vit_relpos_small_patch16_224.sw_in1k 7.290520668029785 86.891 224.0
vit_small_patch16_224.augreg_in21k_ft_in1k 5.186629295349121 86.867 224.0
vit_small_r26_s32_224.augreg_in21k_ft_in1k 9.78489875793457 86.863 224.0
resnet152.a1_in1k 16.061339378356934 86.861 288.0
ecaresnetlight.miil_in1k 8.116531372070312 86.852 288.0
resnext101_32x16d.fb_ssl_yfcc100m_ft_in1k 30.716042518615723 86.846 224.0
tf_efficientnet_b3.aa_in1k 11.797690391540527 86.844 300.0
rexnet_200.nav_in1k 7.901062965393066 86.842 224.0
convmixer_1536_20.in1k 41.081480979919434 86.84 224.0
resnet50.fb_swsl_ig1b_ft_in1k 6.172785758972168 86.831 224.0
deit_base_patch16_224.fb_in1k 7.182879447937012 86.829 224.0
tresnet_m.miil_in1k_448 14.157085418701172 86.816 448.0
tf_efficientnet_lite4.in1k 12.099103927612305 86.801 380.0
coat_mini.in1k 93.53187084197998 86.799 224.0
resnext101_32x8d.fb_ssl_yfcc100m_ft_in1k 17.49588966369629 86.795 224.0
eva02_tiny_patch14_336.mim_in22k_ft_in1k 8.201518058776855 86.786 336.0
seresnet50.ra2_in1k 8.873634338378906 86.778 288.0
vit_base_patch16_224.orig_in21k_ft_in1k 7.180604934692383 86.773 224.0
convnextv2_pico.fcmae_ft_in1k 6.746349334716797 86.773 288.0
regnetx_080.tv2_in1k 9.248270988464355 86.771 224.0
cs3darknet_l.c2ns_in1k 7.21832275390625 86.767 288.0
resnetaa50.a1h_in1k 7.239184379577637 86.763 288.0
tresnet_l.miil_in1k 14.286818504333496 86.763 224.0
resnet50d.ra2_in1k 7.284674644470215 86.76 288.0
ese_vovnet39b.ra_in1k 6.950259208679199 86.756 288.0
resnet50_gn.a1h_in1k 7.5850677490234375 86.754 288.0
twins_svt_small.in1k 9.646072387695312 86.754 224.0
seresnet50.a1_in1k 8.947358131408691 86.746 288.0
mobilevitv2_150.cvnets_in22k_ft_in1k 7.563109397888184 86.743 256.0
crossvit_base_240.in1k 10.61683177947998 86.733 240.0
levit_256.fb_dist_in1k 7.925205230712891 86.731 224.0
levit_conv_256.fb_dist_in1k 7.620687484741211 86.726 224.0
ecaresnet50t.a2_in1k 8.431363105773926 86.726 288.0
cs3darknet_focus_l.c2ns_in1k 7.209453582763672 86.724 288.0
convnext_nano_ols.d1h_in1k 7.461352348327637 86.718 288.0
vit_srelpos_small_patch16_224.sw_in1k 5.865778923034668 86.707 224.0
resnet50.ram_in1k 6.890263557434082 86.699 288.0
halo2botnet50ts_256.a1h_in1k 10.234780311584473 86.688 256.0
pit_b_224.in1k 53.50013256072998 86.688 224.0
crossvit_small_240.in1k 9.133625030517578 86.686 240.0
resnet50d.a1_in1k 7.332124710083008 86.671 288.0
ecaresnet50d_pruned.miil_in1k 7.862753868103027 86.669 288.0
tf_efficientnet_b1.ns_jft_in1k 9.593634605407715 86.669 240.0
swin_tiny_patch4_window7_224.ms_in1k 6.851544380187988 86.658 224.0
poolformer_s36.sail_in1k 11.999826431274414 86.654 224.0
gernet_l.idstcv_in1k 6.534523963928223 86.643 256.0
efficientnet_el.ra_in1k 9.165830612182617 86.63 300.0
twins_pcpvt_small.in1k 9.169292449951172 86.62 224.0
resmlp_24_224.fb_distilled_in1k 5.61737060546875 86.615 224.0
gcresnext50ts.ch_in1k 13.409876823425293 86.609 288.0
resnet50.c2_in1k 6.810564994812012 86.605 288.0
nf_resnet50.ra2_in1k 9.204668998718262 86.592 288.0
resnest50d_4s2x40d.in1k 10.954833030700684 86.588 224.0
sebotnet33ts_256.a1h_in1k 7.644872665405273 86.585 256.0
repvgg_b3.rvgg_in1k 12.153768539428711 86.579 224.0
efficientnet_b3_pruned.in1k 10.88465690612793 86.577 300.0
wide_resnet50_2.tv2_in1k 7.576560974121094 86.57 224.0
sehalonet33ts.ra2_in1k 7.916326522827148 86.566 256.0
resnet50.a1_in1k 6.9905900955200195 86.541 288.0
resnet50.c1_in1k 7.148241996765137 86.536 288.0
convnext_nano.d1h_in1k 7.073912620544434 86.536 288.0
xcit_tiny_24_p16_224.fb_dist_in1k 18.29763412475586 86.534 224.0
seresnet50.a2_in1k 8.955821990966797 86.519 288.0
vit_small_patch16_384.augreg_in1k 11.158170700073242 86.502 384.0
halonet50ts.a1h_in1k 9.632902145385742 86.487 256.0
resnext101_32x4d.fb_ssl_yfcc100m_ft_in1k 12.848310470581055 86.485 224.0
maxvit_rmlp_pico_rw_256.sw_in1k 18.46445083618164 86.481 256.0
resnet152s.gluon_in1k 15.810151100158691 86.466 224.0
haloregnetz_b.ra3_in1k 13.149833679199219 86.466 224.0
mobilevitv2_200.cvnets_in1k 10.18075942993164 86.457 256.0
seresnet33ts.ra2_in1k 6.813864707946777 86.455 288.0
resnext50d_32x4d.bt_in1k 9.813799858093262 86.455 288.0
resnet50.d_in1k 6.814398765563965 86.455 288.0
resnet50.tv2_in1k 5.9709978103637695 86.442 224.0
resnetv2_50x1_bit.goog_in21k_ft_in1k 16.631169319152832 86.44 448.0
resnet50.b1k_in1k 6.926813125610352 86.44 288.0
resnest50d_1s4x24d.in1k 9.72628116607666 86.432 224.0
poolformerv2_s24.sail_in1k 9.402523040771484 86.389 224.0
repvgg_b3g4.rvgg_in1k 10.403642654418945 86.368 224.0
regnety_016.tv2_in1k 18.151988983154297 86.365 224.0
darknetaa53.c2ns_in1k 6.934418678283691 86.361 288.0
efficientformer_l1.snap_dist_in1k 5.736727714538574 86.357 224.0
darknet53.c2ns_in1k 7.081875801086426 86.353 288.0
lamhalobotnet50ts_256.a1h_in1k 9.71489429473877 86.353 256.0
legacy_senet154.in1k 30.55281639099121 86.344 224.0
resnet50.a1h_in1k 6.215949058532715 86.34 224.0
cait_xxs36_224.fb_dist_in1k 18.938794136047363 86.329 224.0
tf_efficientnet_b3.in1k 11.221098899841309 86.323 300.0
gernet_m.idstcv_in1k 5.168027877807617 86.321 224.0
mobilevitv2_175.cvnets_in1k 8.820991516113281 86.321 256.0
resnet50d.a2_in1k 7.304339408874512 86.314 288.0
vit_small_patch32_384.augreg_in21k_ft_in1k 6.284003257751465 86.31 384.0
efficientnet_b2.ra_in1k 9.998817443847656 86.31 288.0
gcresnet33ts.ra2_in1k 8.153033256530762 86.304 288.0
pit_s_224.in1k 29.16767120361328 86.304 224.0
resnext50_32x4d.a1_in1k 9.406166076660156 86.284 288.0
resnext50_32x4d.a2_in1k 9.448676109313965 86.28 288.0
resnet50.b2k_in1k 7.010898590087891 86.272 288.0
senet154.gluon_in1k 31.174516677856445 86.272 224.0
resnext50_32x4d.tv2_in1k 7.03709602355957 86.269 224.0
eca_resnet33ts.ra2_in1k 6.2874650955200195 86.257 288.0
resnest50d.in1k 10.30754566192627 86.248 224.0
gcvit_xxtiny.in1k 14.35384750366211 86.244 224.0
regnetx_032.tv2_in1k 10.179872512817383 86.244 224.0
vit_base_patch16_384.augreg_in1k 24.611034393310547 86.229 384.0
convmixer_768_32.in1k 23.767099380493164 86.22 224.0
cspdarknet53.ra_in1k 8.092918395996094 86.19 256.0
efficientnet_el_pruned.in1k 9.048528671264648 86.186 300.0
tresnet_m.miil_in1k 10.544047355651855 86.186 224.0
rexnet_150.nav_in1k 8.139362335205078 86.171 224.0
inception_v4.tf_in1k 16.313648223876953 86.163 299.0
inception_resnet_v2.tf_in1k 26.617450714111328 86.131 299.0
xcit_tiny_12_p8_224.fb_in1k 9.765148162841797 86.114 224.0
resnext50_32x4d.fb_ssl_yfcc100m_ft_in1k 6.962404251098633 86.101 224.0
res2net101d.in1k 18.592019081115723 86.099 224.0
resnet50.a2_in1k 7.411537170410156 86.097 288.0
tf_efficientnet_el.in1k 9.354162216186523 86.082 300.0
mobilevitv2_150.cvnets_in1k 7.962350845336914 86.082 256.0
cspresnext50.ra_in1k 7.9900407791137695 86.077 256.0
convnext_pico_ols.d1_in1k 5.466499328613281 86.067 288.0
resnet101s.gluon_in1k 11.091961860656738 86.064 224.0
edgenext_small_rw.sw_in1k 57.77717113494873 86.054 320.0
lambda_resnet50ts.a1h_in1k 8.79343032836914 86.047 256.0
seresnext101_32x4d.gluon_in1k 18.07985782623291 86.026 224.0
poolformer_s24.sail_in1k 8.62302303314209 86.013 224.0
convnext_pico.d1_in1k 5.363655090332031 86.013 288.0
resnetblur50.bt_in1k 7.344307899475098 85.996 288.0
tf_efficientnet_b2.ap_in1k 10.332427024841309 85.981 260.0
ecaresnet26t.ra2_in1k 6.195263862609863 85.979 320.0
resnet152.a3_in1k 15.555005073547363 85.979 224.0
seresnext101_64x4d.gluon_in1k 20.503239631652832 85.973 224.0
efficientformerv2_s1.snap_dist_in1k 10.668044090270996 85.962 224.0
vit_base_patch32_224.augreg_in21k_ft_in1k 5.129580497741699 85.956 224.0
resnext50_32x4d.ra_in1k 9.378914833068848 85.932 288.0
fbnetv3_d.ra2_in1k 11.282272338867188 85.93 256.0
resnet152d.gluon_in1k 15.514497756958008 85.919 224.0
vit_large_patch32_384.orig_in21k_ft_in1k 17.000904083251953 85.911 384.0
tf_efficientnet_b2.aa_in1k 10.379815101623535 85.896 260.0
tf_efficientnetv2_b2.in1k 10.987629890441895 85.885 260.0
vit_base_patch16_224.sam_in1k 7.155356407165527 85.872 224.0
resnet101d.gluon_in1k 11.533036231994629 85.864 224.0
repvgg_b2g4.rvgg_in1k 8.389244079589844 85.862 224.0
mixnet_xl.ra_in1k 14.000444412231445 85.804 224.0
inception_resnet_v2.tf_ens_adv_in1k 26.157150268554688 85.763 299.0
tf_efficientnet_lite3.in1k 7.04803466796875 85.757 300.0
resnext101_32x4d.gluon_in1k 12.887883186340332 85.753 224.0
xcit_tiny_24_p16_224.fb_in1k 18.33548069000244 85.746 224.0
legacy_seresnext101_32x4d.in1k 17.621021270751953 85.742 224.0
resnet101.a3_in1k 10.528268814086914 85.74 224.0
res2net50d.in1k 9.996471405029297 85.729 224.0
regnety_320.pycls_in1k 19.834675788879395 85.729 224.0
cspresnet50.ra_in1k 7.315421104431152 85.725 256.0
resmlp_big_24_224.fb_in1k 33.879990577697754 85.701 224.0
resnext101_64x4d.gluon_in1k 17.691540718078613 85.693 224.0
resnet33ts.ra2_in1k 5.918922424316406 85.691 288.0
xception71.tf_in1k 17.764859199523926 85.689 299.0
resnet50.ra_in1k 6.932168006896973 85.674 288.0
ecaresnet50t.a3_in1k 7.934737205505371 85.674 224.0
deit_small_patch16_224.fb_in1k 5.171232223510742 85.672 224.0
dpn107.mx_in1k 22.509078979492188 85.672 224.0
efficientnet_em.ra2_in1k 6.386704444885254 85.667 240.0
efficientnet_b2_pruned.in1k 10.233354568481445 85.644 260.0
resmlp_36_224.fb_in1k 7.70573616027832 85.623 224.0
mobilevitv2_125.cvnets_in1k 7.968258857727051 85.578 256.0
resnet50.bt_in1k 7.0555830001831055 85.576 288.0
levit_conv_192.fb_dist_in1k 7.4245405197143555 85.571 224.0
resnet32ts.ra2_in1k 5.9210205078125 85.569 288.0
levit_192.fb_dist_in1k 7.963895797729492 85.569 224.0
resnet152c.gluon_in1k 15.635600090026855 85.567 224.0
pit_xs_distilled_224.in1k 20.203700065612793 85.565 224.0
tf_efficientnetv2_b1.in1k 9.813146591186523 85.556 240.0
regnety_120.pycls_in1k 12.863807678222656 85.55 224.0
fbnetv3_b.ra2_in1k 10.174264907836914 85.52 256.0
regnetx_320.pycls_in1k 21.806111335754395 85.52 224.0
convnextv2_femto.fcmae_ft_in1k 6.026954650878906 85.503 288.0
nf_regnet_b1.ra2_in1k 13.708395957946777 85.503 288.0
dpn92.mx_in1k 13.30927848815918 85.503 224.0
regnety_160.pycls_in1k 15.418715476989746 85.49 224.0
resnet152.gluon_in1k 15.402426719665527 85.479 224.0
resnetrs50.tf_in1k 8.63579273223877 85.475 224.0
rexnet_130.nav_in1k 8.05598258972168 85.469 224.0
dpn131.mx_in1k 21.285419464111328 85.45 224.0
regnetx_160.pycls_in1k 13.609585762023926 85.396 224.0
tf_efficientnet_b2.in1k 10.560340881347656 85.396 260.0
convnext_tiny.fb_in22k_ft_in1k 7.453093528747559 85.381 288.0
dla102x2.in1k 15.80132007598877 85.375 224.0
dpn98.mx_in1k 15.736532211303711 85.351 224.0
regnetx_016.tv2_in1k 6.960501670837402 85.349 224.0
gmlp_s16_224.ra3_in1k 7.30015754699707 85.349 224.0
botnet26t_256.c1_in1k 5.887460708618164 85.332 256.0
seresnext50_32x4d.gluon_in1k 9.51871395111084 85.328 224.0
skresnext50_32x4d.ra_in1k 13.299574851989746 85.328 224.0
xception65.tf_in1k 13.991894721984863 85.315 299.0
resnet101c.gluon_in1k 11.098051071166992 85.306 224.0
lambda_resnet26t.c1_in1k 5.395646095275879 85.298 256.0
resnext50_32x4d.a3_in1k 6.897153854370117 85.298 224.0
regnety_064.pycls_in1k 14.905033111572266 85.283 224.0
resnet34d.ra2_in1k 5.4586076736450195 85.272 288.0
coat_lite_mini.in1k 7.224826812744141 85.272 224.0
resmlp_24_224.fb_in1k 5.390510559082031 85.264 224.0
convnext_femto_ols.d1_in1k 4.667873382568359 85.253 288.0
cait_xxs24_224.fb_dist_in1k 13.64572525024414 85.238 224.0
regnety_080.pycls_in1k 12.146244049072266 85.238 224.0
pvt_v2_b1.in1k 5.700287818908691 85.21 224.0
xcit_tiny_12_p16_224.fb_dist_in1k 10.422658920288086 85.2 224.0
halonet26t.a1h_in1k 5.543127059936523 85.193 256.0
inception_v3.gluon_in1k 10.39644718170166 85.189 299.0
resnext101_32x8d.tv_in1k 17.467308044433594 85.189 224.0
convnext_femto.d1_in1k 4.872074127197266 85.163 288.0
resnet101.gluon_in1k 10.770421028137207 85.163 224.0
hrnet_w48.ms_in1k 31.484904289245605 85.155 224.0
regnetx_120.pycls_in1k 11.235747337341309 85.138 224.0
eca_halonext26ts.c1_in1k 5.923013687133789 85.131 256.0
resnet50.am_in1k 6.094346046447754 85.131 224.0
tf_efficientnet_b1.ap_in1k 9.631643295288086 85.131 240.0
eca_botnext26ts_256.c1_in1k 6.246895790100098 85.121 256.0
legacy_xception.tf_in1k 8.411836624145508 85.121 299.0
hrnet_w64.ms_in1k 32.94421195983887 85.112 224.0
resnet50.fb_ssl_yfcc100m_ft_in1k 5.921664237976074 85.102 224.0
lambda_resnet26rpt_256.c1_in1k 5.661840438842773 85.099 256.0
res2net101_26w_4s.in1k 18.41902256011963 85.097 224.0
tf_efficientnet_cc_b1_8e.in1k 12.034635543823242 85.065 240.0
dpn68b.ra_in1k 12.000675201416016 85.061 288.0
resnest26d.gluon_in1k 6.106300354003906 85.016 224.0
xcit_nano_12_p8_384.fb_dist_in1k 17.018632888793945 85.014 384.0
resnext50_32x4d.gluon_in1k 6.74224853515625 85.005 224.0
tf_efficientnet_b0.ns_jft_in1k 7.066245079040527 84.999 224.0
coat_tiny.in1k 68.86227130889893 84.971 224.0
regnety_040.pycls_in1k 13.15772533416748 84.956 224.0
dla169.in1k 16.574277877807617 84.929 224.0
tf_efficientnet_b1.aa_in1k 9.566082954406738 84.918 240.0
resnet50d.a3_in1k 6.204981803894043 84.903 224.0
legacy_seresnext50_32x4d.in1k 9.38197135925293 84.897 224.0
mobilevitv2_100.cvnets_in1k 7.078795433044434 84.894 256.0
hrnet_w44.ms_in1k 31.754908561706543 84.884 224.0
regnety_008_tv.tv2_in1k 8.192586898803711 84.879 224.0
resnet50s.gluon_in1k 6.20424747467041 84.879 224.0
regnetx_080.pycls_in1k 9.204692840576172 84.865 224.0
visformer_tiny.in1k 6.490011215209961 84.847 224.0
levit_conv_128.fb_dist_in1k 7.228550910949707 84.847 224.0
levit_128.fb_dist_in1k 8.119235038757324 84.845 224.0
resnet50d.gluon_in1k 6.387152671813965 84.837 224.0
res2net50_26w_8s.in1k 16.25821590423584 84.837 224.0
dla60_res2next.in1k 11.43381118774414 84.83 224.0
vit_tiny_patch16_384.augreg_in21k_ft_in1k 7.218289375305176 84.824 384.0
resnet152.tv_in1k 15.966596603393555 84.824 224.0
dla60_res2net.in1k 11.256575584411621 84.822 224.0
resnet26t.ra2_in1k 5.819482803344727 84.822 320.0
mixnet_l.ft_in1k 11.235489845275879 84.818 224.0
dla102x.in1k 13.114867210388184 84.807 224.0
hrnet_w18.ms_aug_in1k 29.748806953430176 84.785 224.0
xception41.tf_in1k 10.32844066619873 84.785 299.0
pit_xs_224.in1k 20.13861656188965 84.781 224.0
regnetx_064.pycls_in1k 8.788518905639648 84.771 224.0
resnet34.a1_in1k 4.959731101989746 84.762 288.0
poolformerv2_s12.sail_in1k 5.319223403930664 84.756 224.0
gcresnext26ts.ch_in1k 7.316312789916992 84.756 288.0
hrnet_w40.ms_in1k 31.522841453552246 84.745 224.0
repvgg_b2.rvgg_in1k 8.877644538879395 84.726 224.0
res2net50_26w_6s.in1k 13.182549476623535 84.726 224.0
resmlp_12_224.fb_distilled_in1k 3.3080339431762695 84.719 224.0
vit_base_patch32_384.augreg_in1k 7.610883712768555 84.717 384.0
legacy_seresnet152.in1k 22.812294960021973 84.709 224.0
cs3darknet_m.c2ns_in1k 5.822906494140625 84.694 288.0
SelecSls60b.in1k 6.596388816833496 84.662 224.0
bat_resnext26ts.ch_in1k 11.523194313049316 84.653 256.0
hrnet_w32.ms_in1k 30.94170570373535 84.649 224.0
seresnext26d_32x4d.bt_in1k 7.133941650390625 84.642 288.0
tf_efficientnetv2_b0.in1k 8.22995662689209 84.625 224.0
efficientnet_b1.ft_in1k 9.613180160522461 84.611 256.0
regnetx_040.pycls_in1k 10.876274108886719 84.604 224.0
regnety_032.pycls_in1k 12.386131286621094 84.6 224.0
vit_relpos_base_patch32_plus_rpn_256.sw_in1k 7.367000579833984 84.598 256.0
seresnext26t_32x4d.bt_in1k 7.26503849029541 84.589 288.0
hrnet_w30.ms_in1k 31.90868377685547 84.583 224.0
efficientnet_es.ra_in1k 4.902791976928711 84.583 224.0
tf_mixnet_l.in1k 11.857070922851562 84.572 224.0
wide_resnet101_2.tv_in1k 12.818279266357422 84.549 224.0
vit_small_patch16_224.augreg_in1k 5.244426727294922 84.531 224.0
dla60x.in1k 7.98123836517334 84.529 224.0
legacy_seresnet101.in1k 15.64168930053711 84.499 224.0
cs3darknet_focus_m.c2ns_in1k 5.651121139526367 84.482 288.0
seresnext26ts.ch_in1k 6.323995590209961 84.482 288.0
resnet50.a3_in1k 6.09285831451416 84.482 224.0
tf_efficientnet_b1.in1k 9.84611988067627 84.478 240.0
coat_lite_tiny.in1k 12.799439430236816 84.459 224.0
tf_efficientnet_em.in1k 6.465177536010742 84.453 240.0
wide_resnet50_2.tv_in1k 7.414522171020508 84.429 224.0
repvgg_b1.rvgg_in1k 7.861309051513672 84.42 224.0
efficientnet_b1_pruned.in1k 9.617786407470703 84.391 240.0
vit_base_patch16_224.augreg_in1k 7.182884216308594 84.388 224.0
res2net50_26w_4s.in1k 10.06901741027832 84.359 224.0
hardcorenas_f.miil_green_in1k 7.1459197998046875 84.32 224.0
res2net50_14w_8s.in1k 15.38550853729248 84.311 224.0
SelecSls60.in1k 6.522130966186523 84.284 224.0
mobilevit_s.cvnets_in1k 8.228974342346191 84.275 256.0
regnetx_032.pycls_in1k 10.079340934753418 84.245 224.0
ese_vovnet19b_dw.ra_in1k 4.6211957931518555 84.226 288.0
eca_resnext26ts.ch_in1k 5.854792594909668 84.224 288.0
convnextv2_atto.fcmae_ft_in1k 5.630121231079102 84.224 288.0
convnext_atto_ols.a2_in1k 5.06838321685791 84.22 288.0
resnet50c.gluon_in1k 6.173553466796875 84.216 224.0
res2next50.in1k 10.79014778137207 84.213 224.0
dla102.in1k 10.784735679626465 84.183 224.0
densenetblur121d.ra_in1k 14.575834274291992 84.171 288.0
rexnet_100.nav_in1k 8.324460983276367 84.158 224.0
inception_v3.tf_in1k 10.925512313842773 84.147 299.0
convnext_atto.d2_in1k 4.6071672439575195 84.141 288.0
res2net50_48w_2s.in1k 6.6574811935424805 84.117 224.0
xcit_tiny_12_p16_224.fb_in1k 10.219392776489258 84.111 224.0
tf_efficientnet_lite2.in1k 6.47984504699707 84.085 260.0
poolformer_s12.sail_in1k 4.862709045410156 84.045 224.0
resnet34.a2_in1k 4.931855201721191 84.045 288.0
efficientnet_b0.ra_in1k 6.786894798278809 84.034 224.0
crossvit_9_dagger_240.in1k 8.814949989318848 84.015 240.0
tf_efficientnet_cc_b0_8e.in1k 8.856086730957031 83.974 224.0
hardcorenas_e.miil_green_in1k 7.205872535705566 83.968 224.0
gmixer_24_224.ra3_in1k 7.92539119720459 83.966 224.0
regnety_016.pycls_in1k 18.320565223693848 83.963 224.0
resnext50_32x4d.tv_in1k 6.828761100769043 83.947 224.0
resnet50.gluon_in1k 6.123538017272949 83.94 224.0
densenet161.tv_in1k 18.081860542297363 83.91 224.0
inception_v3.tf_adv_in1k 10.756540298461914 83.897 299.0
mobilenetv2_120d.ra_in1k 6.804227828979492 83.897 224.0
resnet101.tv_in1k 10.997323989868164 83.857 224.0
tinynet_a.in1k 7.71148681640625 83.825 192.0
resnet26d.bt_in1k 4.99755859375 83.791 288.0
dpn68b.mx_in1k 11.113486289978027 83.788 224.0
hardcorenas_d.miil_green_in1k 7.713346481323242 83.767 224.0
inception_v3.tv_in1k 10.65640926361084 83.765 299.0
xcit_nano_12_p8_224.fb_dist_in1k 10.285968780517578 83.737 224.0
dla60.in1k 6.836915016174316 83.712 224.0
repvgg_b1g4.rvgg_in1k 7.3067474365234375 83.699 224.0
resnext26ts.ra2_in1k 5.325422286987305 83.699 288.0
convmixer_1024_20_ks9_p14.in1k 7.0061492919921875 83.682 224.0
legacy_seresnet50.in1k 8.229660987854004 83.669 224.0
regnetx_008.tv2_in1k 6.682419776916504 83.669 224.0
tf_efficientnet_b0.ap_in1k 6.905603408813477 83.652 224.0
skresnet34.ra_in1k 10.816740989685059 83.645 224.0
tf_efficientnet_cc_b0_4e.in1k 8.724994659423828 83.643 224.0
seresnet50.a3_in1k 8.55194091796875 83.618 224.0
densenet121.ra_in1k 14.188313484191895 83.598 288.0
resmlp_12_224.fb_in1k 3.3252668380737305 83.569 224.0
densenet201.tv_in1k 22.010440826416016 83.554 224.0
mobilenetv3_large_100.miil_in21k_ft_in1k 5.7849931716918945 83.554 224.0
mixnet_m.ft_in1k 11.25946044921875 83.532 224.0
legacy_seresnext26_32x4d.in1k 5.5554914474487305 83.524 224.0
gernet_s.idstcv_in1k 4.900879859924316 83.513 224.0
tf_efficientnet_b0.aa_in1k 7.207527160644531 83.502 224.0
hrnet_w18.ms_in1k 29.74583148956299 83.494 224.0
resnet34.bt_in1k 5.010519027709961 83.468 288.0
SelecSls42b.in1k 5.212035179138184 83.449 224.0
efficientformerv2_s0.snap_dist_in1k 9.011173248291016 83.398 224.0
hardcorenas_c.miil_green_in1k 5.908851623535156 83.353 224.0
tf_efficientnet_lite1.in1k 6.109323501586914 83.338 240.0
dpn68.mx_in1k 10.503649711608887 83.195 224.0
tf_mixnet_m.in1k 11.3466215133667 83.189 224.0
regnetx_016.pycls_in1k 7.04801082611084 83.18 224.0
tf_efficientnet_es.in1k 5.228891372680664 83.18 224.0
xcit_nano_12_p16_384.fb_dist_in1k 11.523208618164062 83.174 384.0
mobilenetv2_140.ra_in1k 4.623532295227051 83.174 224.0
levit_128s.fb_dist_in1k 6.906285285949707 83.052 224.0
levit_conv_128s.fb_dist_in1k 6.290140151977539 83.046 224.0
repvgg_a2.rvgg_in1k 5.837254524230957 82.994 224.0
resnet50.tv_in1k 6.108913421630859 82.96 224.0
resnet26.bt_in1k 4.607324600219727 82.917 288.0
hardcorenas_b.miil_green_in1k 5.589685440063477 82.87 224.0
mobilevitv2_075.cvnets_in1k 7.383866310119629 82.796 256.0
densenet169.tv_in1k 18.422832489013672 82.689 224.0
vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k 6.215968132019043 82.68 384.0
regnety_004.tv2_in1k 8.67785930633545 82.642 224.0
edgenext_x_small.in1k 41.36373996734619 82.58 288.0
tf_efficientnet_b0.in1k 6.9475603103637695 82.563 224.0
mixnet_s.ft_in1k 9.366903305053711 82.518 224.0
vit_small_patch32_224.augreg_in21k_ft_in1k 5.148706436157227 82.516 224.0
regnety_008.pycls_in1k 8.240585327148438 82.482 224.0
efficientnet_lite0.ra_in1k 4.374384880065918 82.373 224.0
resnest14d.gluon_in1k 3.768467903137207 82.356 224.0
hardcorenas_a.miil_green_in1k 4.752740859985352 82.328 224.0
efficientnet_es_pruned.in1k 5.062885284423828 82.298 224.0
mobilenetv3_rw.rmsp_in1k 5.8222150802612305 82.264 224.0
semnasnet_100.rmsp_in1k 5.750670433044434 82.26 224.0
mobilenetv3_large_100.ra_in1k 5.277504920959473 82.181 224.0
vit_tiny_patch16_224.augreg_in21k_ft_in1k 5.187463760375977 82.076 224.0
mobilenetv2_110d.ra_in1k 5.811624526977539 82.076 224.0
tf_mixnet_s.in1k 9.730644226074219 82.036 224.0
repvgg_b0.rvgg_in1k 6.981081962585449 82.001 224.0
deit_tiny_distilled_patch16_224.fb_in1k 5.10258674621582 81.993 224.0
mixer_b16_224.goog_in21k_ft_in1k 5.253963470458984 81.976 224.0
hrnet_w18_small_v2.ms_in1k 15.69828987121582 81.972 224.0
tf_efficientnet_lite0.in1k 4.570498466491699 81.948 224.0
tinynet_b.in1k 6.75471305847168 81.88 188.0
tf_mobilenetv3_large_100.in1k 5.984368324279785 81.843 224.0
pit_ti_distilled_224.in1k 14.207158088684082 81.779 224.0
densenet121.tv_in1k 13.54825496673584 81.732 224.0
regnety_006.pycls_in1k 8.096303939819336 81.715 224.0
regnetx_004_tv.tv2_in1k 8.225884437561035 81.681 224.0
resnet18d.ra2_in1k 3.269658088684082 81.679 288.0
dla34.in1k 4.496607780456543 81.666 224.0
xcit_nano_12_p8_224.fb_in1k 10.347452163696289 81.647 224.0
crossvit_9_240.in1k 8.11309814453125 81.615 240.0
fbnetc_100.rmsp_in1k 5.784440040588379 81.562 224.0
mobilevit_xs.cvnets_in1k 7.491569519042969 81.549 256.0
legacy_seresnet34.in1k 6.68367862701416 81.54 224.0
regnetx_008.pycls_in1k 6.824512481689453 81.485 224.0
resnet34.gluon_in1k 4.352264404296875 81.483 224.0
mnasnet_100.rmsp_in1k 4.62559700012207 81.446 224.0
vgg19_bn.tv_in1k 9.808082580566406 81.438 224.0
vit_base_patch32_224.augreg_in1k 5.228643417358398 81.143 224.0
convit_tiny.fb_in1k 6.714987754821777 81.126 224.0
crossvit_tiny_240.in1k 9.336371421813965 81.092 240.0
resnet18.a1_in1k 3.490934371948242 81.041 288.0
spnasnet_100.rmsp_in1k 5.451974868774414 80.88 224.0
resnet34.a3_in1k 4.374217987060547 80.816 224.0
ghostnet_100.in1k 7.456421852111816 80.705 224.0
regnety_004.pycls_in1k 8.646163940429688 80.652 224.0
skresnet18.ra_in1k 5.625953674316406 80.648 224.0
regnetx_006.pycls_in1k 7.071356773376465 80.639 224.0
pit_ti_224.in1k 14.267416000366211 80.597 224.0
resnet18.fb_swsl_ig1b_ft_in1k 2.7350378036499023 80.586 224.0
vgg16_bn.tv_in1k 8.833065032958984 80.571 224.0
semnasnet_075.rmsp_in1k 5.729928016662598 80.481 224.0
resnet34.tv_in1k 4.392251968383789 80.383 224.0
resnet18.a2_in1k 3.19577693939209 80.306 288.0
mobilenetv2_100.ra_in1k 4.749598503112793 80.253 224.0
xcit_nano_12_p16_224.fb_dist_in1k 10.54513931274414 80.238 224.0
vit_base_patch32_224.sam_in1k 5.354809761047363 80.214 224.0
resnet18.fb_ssl_yfcc100m_ft_in1k 3.077993392944336 80.084 224.0
tf_mobilenetv3_large_075.in1k 5.372347831726074 80.084 224.0
deit_tiny_patch16_224.fb_in1k 5.217990875244141 80.011 224.0
hrnet_w18_small.ms_in1k 9.010205268859863 79.55 224.0
vgg19.tv_in1k 9.034066200256348 79.484 224.0
regnetx_004.pycls_in1k 7.877168655395508 79.412 224.0
tf_mobilenetv3_large_minimal_100.in1k 4.623851776123047 79.232 224.0
edgenext_xx_small.in1k 22.478294372558594 79.175 288.0
legacy_seresnet18.in1k 4.173269271850586 79.166 224.0
resnet14t.c3_in1k 2.692246437072754 79.14 224.0
vgg16.tv_in1k 8.110814094543457 79.038 224.0
vgg13_bn.tv_in1k 7.848763465881348 78.995 224.0
vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k 5.4071044921875 78.991 224.0
lcnet_100.ra2_in1k 3.2503747940063477 78.897 224.0
pvt_v2_b0.in1k 5.529088973999023 78.756 224.0
tinynet_c.in1k 6.2290143966674805 78.444 184.0
resnet18.gluon_in1k 3.228602409362793 78.372 224.0
mobilevitv2_050.cvnets_in1k 6.907343864440918 78.114 256.0
vgg11_bn.tv_in1k 6.255812644958496 77.956 224.0
xcit_nano_12_p16_224.fb_in1k 10.058245658874512 77.904 224.0
regnety_002.pycls_in1k 7.59892463684082 77.42 224.0
resnet18.tv_in1k 2.8421449661254883 77.287 224.0
mixer_l16_224.goog_in21k_ft_in1k 16.1234712600708 77.279 224.0
vgg13.tv_in1k 7.092685699462891 77.227 224.0
mobilevit_xxs.cvnets_in1k 7.4790191650390625 76.604 256.0
resnet18.a3_in1k 2.994236946105957 76.454 224.0
vgg11.tv_in1k 5.845661163330078 76.384 224.0
resnet10t.c3_in1k 2.4929332733154297 76.173 224.0
regnetx_002.pycls_in1k 5.758271217346191 76.124 224.0
lcnet_075.ra2_in1k 3.240180015563965 76.036 224.0
dla60x_c.in1k 5.504012107849121 75.622 224.0
mobilenetv3_small_100.lamb_in1k 4.730005264282227 74.913 224.0
tf_mobilenetv3_small_100.in1k 4.762835502624512 74.721 224.0
tinynet_d.in1k 4.560756683349609 74.29 152.0
mnasnet_small.lamb_in1k 5.298247337341309 73.801 224.0
dla46x_c.in1k 4.563655853271484 73.649 224.0
mobilenetv2_050.lamb_in1k 4.5906782150268555 73.463 224.0
tf_mobilenetv3_small_075.in1k 4.9480438232421875 72.804 224.0
dla46_c.in1k 4.773392677307129 72.622 224.0
mobilenetv3_small_075.lamb_in1k 4.622502326965332 72.312 224.0
lcnet_050.ra2_in1k 2.962799072265625 70.423 224.0
tf_mobilenetv3_small_minimal_100.in1k 3.5083532333374023 70.098 224.0
tinynet_e.in1k 3.923039436340332 66.806 106.0
mobilenetv3_small_050.lamb_in1k 4.597330093383789 64.695 224.0