Benchmarking the speed of timm models
GPU: RTX A6000
CPU: Ryzen 3600
- Pareto-front (thanks to @yu4u)
- Table of results ('results_fp32_imsizeall.csv')
| 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 |