From c9f208f7f8d5917f9a900ef2f96d9aa2ffb9264e Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Tue, 29 Mar 2022 16:36:31 -0700 Subject: [PATCH] Update eval results and add latest PyTorch 1.11 inference benchmarks --- ...ark-infer-amp-nchw-pt111-cu113-rtx3090.csv | 750 +++++++++++ ...ark-infer-amp-nhwc-pt111-cu113-rtx3090.csv | 743 +++++++++++ results/results-imagenet-a-clean.csv | 274 ++-- results/results-imagenet-a.csv | 1078 ++++++++-------- results/results-imagenet-r-clean.csv | 306 +++-- results/results-imagenet-r.csv | 1106 ++++++++-------- results/results-imagenet-real.csv | 1026 +++++++-------- results/results-imagenet.csv | 800 ++++++------ .../results-imagenetv2-matched-frequency.csv | 1042 ++++++++-------- results/results-sketch.csv | 1110 +++++++++-------- 10 files changed, 5016 insertions(+), 3219 deletions(-) create mode 100644 results/benchmark-infer-amp-nchw-pt111-cu113-rtx3090.csv create mode 100644 results/benchmark-infer-amp-nhwc-pt111-cu113-rtx3090.csv diff --git a/results/benchmark-infer-amp-nchw-pt111-cu113-rtx3090.csv b/results/benchmark-infer-amp-nchw-pt111-cu113-rtx3090.csv new file mode 100644 index 00000000..71dfe224 --- /dev/null +++ b/results/benchmark-infer-amp-nchw-pt111-cu113-rtx3090.csv @@ -0,0 +1,750 @@ +model,infer_samples_per_sec,infer_step_time,infer_batch_size,infer_img_size,param_count +tinynet_e,47972.76,21.335,1024,106,2.04 +mobilenetv3_small_050,42473.43,24.099,1024,224,1.59 +lcnet_035,39739.31,25.756,1024,224,1.64 +lcnet_050,35211.0,29.071,1024,224,1.88 +mobilenetv3_small_075,31410.3,32.589,1024,224,2.04 +mobilenetv3_small_100,28111.39,36.416,1024,224,2.54 +tf_mobilenetv3_small_minimal_100,27538.82,37.173,1024,224,2.04 +tinynet_d,26670.17,38.384,1024,152,2.34 +tf_mobilenetv3_small_075,26522.93,38.597,1024,224,2.04 +tf_mobilenetv3_small_100,24036.65,42.591,1024,224,2.54 +lcnet_075,22451.72,45.598,1024,224,2.36 +levit_128s,19963.52,51.282,1024,224,7.78 +mnasnet_small,19706.27,51.952,1024,224,2.03 +lcnet_100,18132.59,56.461,1024,224,2.95 +mobilenetv2_035,17586.23,58.217,1024,224,1.68 +ghostnet_050,16726.5,61.209,1024,224,2.59 +regnetx_002,16238.56,63.048,1024,224,2.68 +regnety_002,15227.23,67.235,1024,224,3.16 +mnasnet_050,15022.24,68.154,1024,224,2.22 +tinynet_c,14089.9,72.665,1024,184,2.46 +mobilenetv2_050,14032.51,72.961,1024,224,1.97 +levit_128,13679.77,74.845,1024,224,9.21 +semnasnet_050,13508.98,75.79,1024,224,2.08 +vit_small_patch32_224,12109.88,84.548,1024,224,22.88 +mixer_s32_224,11702.15,87.494,1024,224,19.1 +levit_192,11695.39,87.545,1024,224,10.95 +lcnet_150,11564.86,88.533,1024,224,4.5 +mobilenetv3_large_075,11407.33,89.755,1024,224,3.99 +gernet_s,10837.81,94.473,1024,224,8.17 +vit_tiny_r_s16_p8_224,10598.14,96.609,1024,224,6.34 +mobilenetv3_rw,10164.28,100.733,1024,224,5.48 +tf_mobilenetv3_large_075,10125.76,101.117,1024,224,3.99 +regnetx_004,10069.8,101.678,1024,224,5.16 +mobilenetv3_large_100,10017.28,102.212,1024,224,5.48 +mobilenetv3_large_100_miil,10014.68,102.238,1024,224,5.48 +ese_vovnet19b_slim_dw,9944.69,102.957,1024,224,1.9 +hardcorenas_a,9792.24,104.561,1024,224,5.26 +mnasnet_075,9774.09,104.755,1024,224,3.17 +tf_mobilenetv3_large_minimal_100,9771.38,104.784,1024,224,3.92 +ghostnet_100,9041.17,113.248,1024,224,5.18 +hardcorenas_b,9021.74,113.492,1024,224,5.18 +tinynet_b,8976.69,114.061,1024,188,3.73 +swsl_resnet18,8971.65,114.125,1024,224,11.69 +tf_mobilenetv3_large_100,8954.66,114.343,1024,224,5.48 +gluon_resnet18_v1b,8949.74,114.406,1024,224,11.69 +ssl_resnet18,8947.2,114.439,1024,224,11.69 +resnet18,8927.25,114.693,1024,224,11.69 +hardcorenas_c,8864.36,115.506,1024,224,5.52 +mobilenetv2_075,8764.66,116.82,1024,224,2.64 +mnasnet_100,8646.99,118.411,1024,224,4.38 +mnasnet_b1,8646.34,118.421,1024,224,4.38 +semnasnet_075,8603.57,119.009,1024,224,2.91 +levit_256,8528.42,120.058,1024,224,18.89 +regnety_004,8497.03,120.501,1024,224,4.34 +seresnet18,8461.0,121.015,1024,224,11.78 +hardcorenas_d,8306.25,123.269,1024,224,7.5 +legacy_seresnet18,8213.74,124.658,1024,224,11.78 +regnetx_006,8055.06,127.114,1024,224,6.2 +mobilenetv2_100,7900.5,129.6,1024,224,3.5 +spnasnet_100,7827.4,130.811,1024,224,4.42 +semnasnet_100,7701.96,132.941,1024,224,3.89 +mnasnet_a1,7678.8,133.342,1024,224,3.89 +resnet18d,7478.23,136.919,1024,224,11.71 +levit_256d,7357.48,139.166,1024,224,26.21 +ghostnet_130,7270.82,140.824,1024,224,7.36 +regnety_006,7263.32,140.971,1024,224,6.06 +hardcorenas_f,7222.67,141.764,1024,224,8.2 +hardcorenas_e,7174.56,142.715,1024,224,8.07 +efficientnet_lite0,7057.13,145.09,1024,224,4.65 +ese_vovnet19b_slim,6975.46,146.789,1024,224,3.17 +tinynet_a,6918.13,148.004,1024,192,6.19 +fbnetc_100,6847.55,149.531,1024,224,5.57 +tf_efficientnetv2_b0,6842.85,149.633,1024,224,7.14 +xcit_nano_12_p16_224_dist,6769.74,151.25,1024,224,3.05 +xcit_nano_12_p16_224,6760.61,151.454,1024,224,3.05 +regnetx_008,6358.56,161.031,1024,224,7.26 +deit_tiny_patch16_224,6350.86,161.227,1024,224,5.72 +vit_tiny_patch16_224,6346.8,161.33,1024,224,5.72 +tf_efficientnet_lite0,6324.64,161.895,1024,224,4.65 +deit_tiny_distilled_patch16_224,6241.01,164.064,1024,224,5.91 +efficientnet_b0,6183.5,165.59,1024,224,5.29 +efficientnet_b1_pruned,6044.57,169.396,1024,240,6.33 +rexnet_100,6031.43,169.765,1024,224,4.8 +mnasnet_140,6024.95,169.948,1024,224,7.12 +rexnetr_100,5992.24,170.876,1024,224,4.88 +dla46_c,5989.01,170.968,1024,224,1.3 +pit_ti_distilled_224,5978.67,171.264,1024,224,5.1 +mobilenetv2_110d,5966.33,171.618,1024,224,4.52 +pit_ti_224,5950.27,172.082,1024,224,4.85 +regnety_008,5940.31,172.37,1024,224,6.26 +resnetblur18,5929.76,172.677,1024,224,11.69 +tf_efficientnet_b0,5620.98,182.161,1024,224,5.29 +tf_efficientnet_b0_ns,5610.83,182.491,1024,224,5.29 +tf_efficientnet_b0_ap,5603.36,182.734,1024,224,5.29 +skresnet18,5578.53,183.549,1024,224,11.96 +regnetz_005,5482.6,186.761,1024,224,7.12 +semnasnet_140,5325.69,192.263,1024,224,6.11 +mobilenetv2_140,5271.81,194.229,1024,224,6.11 +resnet34,5239.3,195.434,1024,224,21.8 +tv_resnet34,5236.24,195.548,1024,224,21.8 +gluon_resnet34_v1b,5233.7,195.644,1024,224,21.8 +ese_vovnet19b_dw,5190.19,197.284,1024,224,6.54 +levit_384,5177.17,197.779,1024,224,39.13 +mobilevit_xxs,5154.01,198.668,1024,256,1.27 +visformer_tiny,5148.77,198.871,1024,224,10.32 +hrnet_w18_small,5137.51,199.307,1024,224,13.19 +nf_regnet_b0,5134.01,199.442,1024,256,8.76 +seresnet34,4940.74,207.245,1024,224,21.96 +mixnet_s,4921.18,208.067,1024,224,4.13 +gernet_m,4881.9,209.742,1024,224,21.14 +efficientnet_lite1,4817.11,212.565,1024,240,5.42 +legacy_seresnet34,4790.34,213.752,1024,224,21.96 +selecsls42,4787.26,213.889,1024,224,30.35 +selecsls42b,4772.45,214.553,1024,224,32.46 +dla46x_c,4717.05,217.071,1024,224,1.07 +resnet34d,4707.81,217.499,1024,224,21.82 +vit_base_patch32_224,4653.29,220.048,1024,224,88.22 +vit_base_patch32_224_sam,4636.98,220.822,1024,224,88.22 +pit_xs_224,4628.58,221.222,1024,224,10.62 +tf_mixnet_s,4615.88,221.831,1024,224,4.13 +fbnetv3_b,4595.16,222.83,1024,256,8.6 +rexnetr_130,4587.31,223.212,1024,224,7.61 +pit_xs_distilled_224,4586.36,223.258,1024,224,11.0 +resmlp_12_distilled_224,4524.79,226.297,1024,224,15.35 +resmlp_12_224,4522.51,226.411,1024,224,15.35 +tf_efficientnetv2_b1,4515.62,226.756,1024,240,8.14 +dla60x_c,4459.55,229.607,1024,224,1.32 +tf_efficientnet_lite1,4427.03,231.295,1024,240,5.42 +mixer_b32_224,4423.78,231.465,1024,224,60.29 +rexnet_130,4423.43,231.482,1024,224,7.56 +xcit_tiny_12_p16_224_dist,4363.62,234.654,1024,224,6.72 +xcit_tiny_12_p16_224,4352.75,235.24,1024,224,6.72 +resnet26,4300.48,238.1,1024,224,16.0 +mobilenetv2_120d,4276.4,239.441,1024,224,5.83 +efficientnet_es_pruned,4244.8,241.225,1024,224,5.44 +efficientnet_es,4243.52,241.298,1024,224,5.44 +repvgg_b0,4216.88,242.821,1024,224,15.82 +selecsls60,4146.99,246.913,1024,224,30.67 +selecsls60b,4134.81,247.64,1024,224,32.77 +tf_efficientnet_es,4097.34,249.906,1024,224,5.44 +fbnetv3_d,4060.14,252.196,1024,256,10.31 +efficientnet_b2_pruned,4051.65,252.724,1024,260,8.31 +efficientnet_b0_g16_evos,3982.5,257.113,1024,224,8.11 +rexnetr_150,3947.19,259.414,1024,224,9.78 +crossvit_tiny_240,3922.12,261.07,1024,240,7.01 +mixer_s16_224,3902.13,262.409,1024,224,18.53 +resnet26d,3896.6,262.781,1024,224,16.01 +dla34,3859.49,265.307,1024,224,15.74 +ecaresnet50d_pruned,3854.93,265.621,1024,224,19.94 +rexnet_150,3827.99,267.492,1024,224,9.73 +vit_small_patch32_384,3806.52,269.0,1024,384,22.92 +nf_resnet26,3804.26,269.16,1024,224,16.0 +gmixer_12_224,3797.94,269.608,1024,224,12.7 +efficientnet_lite2,3793.99,269.889,1024,260,6.09 +gmlp_ti16_224,3724.27,274.941,1024,224,5.87 +crossvit_9_240,3711.74,275.869,1024,240,8.55 +regnetx_016,3640.75,281.247,1024,224,9.19 +efficientnet_cc_b0_4e,3606.59,283.912,1024,224,13.31 +efficientnet_cc_b0_8e,3600.63,284.383,1024,224,24.01 +crossvit_9_dagger_240,3560.19,287.614,1024,240,8.78 +tf_efficientnet_b1_ap,3560.01,287.626,1024,240,7.79 +tf_efficientnet_b1,3559.25,287.687,1024,240,7.79 +tf_efficientnet_b1_ns,3553.74,288.134,1024,240,7.79 +tf_efficientnet_lite2,3505.87,292.07,1024,260,6.09 +efficientnet_b1,3481.01,294.155,1024,256,7.79 +poolformer_s12,3480.88,294.166,1024,224,11.92 +vit_tiny_r_s16_p8_384,3451.73,148.319,512,384,6.36 +tf_efficientnetv2_b2,3443.76,297.337,1024,260,10.1 +tf_efficientnet_cc_b0_8e,3407.59,300.493,1024,224,24.01 +tf_efficientnet_cc_b0_4e,3402.61,300.934,1024,224,13.31 +mixnet_m,3369.57,303.884,1024,224,5.01 +regnety_016,3343.57,306.248,1024,224,11.2 +nf_seresnet26,3326.57,307.813,1024,224,17.4 +nf_ecaresnet26,3308.22,309.519,1024,224,16.0 +repvgg_a2,3284.74,311.731,1024,224,28.21 +gernet_l,3260.13,314.086,1024,256,31.08 +tf_mixnet_m,3258.23,314.269,1024,224,5.01 +resnest14d,3225.43,317.465,1024,224,10.61 +efficientnet_b3_pruned,3214.49,318.545,1024,300,9.86 +convnext_nano_hnf,3199.89,319.999,1024,224,15.59 +skresnet34,3189.47,321.044,1024,224,22.28 +convit_tiny,3117.16,328.49,1024,224,5.71 +resnext26ts,3098.65,330.453,1024,256,10.3 +legacy_seresnext26_32x4d,3086.27,331.78,1024,224,16.79 +nf_regnet_b1,3049.58,335.771,1024,288,10.22 +resnet26t,3040.5,336.774,1024,256,16.01 +seresnext26ts,3026.32,338.35,1024,256,10.39 +eca_resnext26ts,3023.05,338.719,1024,256,10.3 +gcresnext26ts,2976.22,344.049,1024,256,10.48 +ecaresnet101d_pruned,2954.94,346.526,1024,224,24.88 +nf_regnet_b2,2933.65,349.041,1024,272,14.31 +mobilevit_xs,2913.13,175.744,512,256,2.32 +seresnext26tn_32x4d,2898.81,353.236,1024,224,16.81 +seresnext26t_32x4d,2897.48,353.398,1024,224,16.81 +ecaresnext26t_32x4d,2893.22,353.918,1024,224,15.41 +ecaresnext50t_32x4d,2891.83,354.088,1024,224,15.41 +seresnext26d_32x4d,2884.91,354.937,1024,224,16.81 +ecaresnetlight,2878.45,355.733,1024,224,30.16 +pit_s_224,2872.59,356.46,1024,224,23.46 +deit_small_patch16_224,2853.43,358.855,1024,224,22.05 +pit_s_distilled_224,2851.86,359.052,1024,224,24.04 +vit_small_patch16_224,2845.41,359.865,1024,224,22.05 +tf_efficientnet_b2_ap,2814.51,363.814,1024,260,9.11 +tf_efficientnet_b2_ns,2814.31,363.839,1024,260,9.11 +coat_lite_tiny,2814.08,363.872,1024,224,5.72 +tf_efficientnet_b2,2813.96,363.886,1024,260,9.11 +rexnetr_200,2808.62,182.283,512,224,16.52 +deit_small_distilled_patch16_224,2801.73,365.478,1024,224,22.44 +tresnet_m,2787.92,367.287,1024,224,31.39 +resnetv2_50,2780.22,368.303,1024,224,25.55 +eca_botnext26ts_256,2766.45,370.137,1024,256,10.59 +rexnet_200,2763.52,185.259,512,224,16.37 +vit_base2_patch32_256,2752.1,372.066,1024,256,119.46 +botnet26t_256,2750.58,372.273,1024,256,12.49 +halonet26t,2727.12,375.475,1024,256,12.48 +eca_halonext26ts,2721.42,376.262,1024,256,10.76 +swsl_resnet50,2693.51,380.159,1024,224,25.56 +tv_resnet50,2687.71,380.98,1024,224,25.56 +efficientnet_b0_gn,2686.21,381.194,1024,224,5.29 +ssl_resnet50,2684.8,381.394,1024,224,25.56 +gluon_resnet50_v1b,2682.34,381.744,1024,224,25.56 +resnet50,2681.21,381.904,1024,224,25.56 +vit_small_resnet26d_224,2675.44,382.728,1024,224,63.61 +efficientnet_b2a,2654.03,385.816,1024,288,9.11 +efficientnet_b2,2649.9,386.418,1024,288,9.11 +coat_lite_mini,2646.6,386.899,1024,224,11.01 +hrnet_w18_small_v2,2638.47,388.089,1024,224,15.6 +resnetv2_50t,2621.75,390.565,1024,224,25.57 +vovnet39a,2620.98,390.68,1024,224,22.6 +resnetv2_50d,2613.09,391.86,1024,224,25.57 +bat_resnext26ts,2594.52,394.665,1024,256,10.73 +resnet32ts,2591.72,395.092,1024,256,17.96 +efficientnet_em,2587.13,395.792,1024,240,6.9 +cspresnet50,2561.78,399.709,1024,256,21.62 +mixnet_l,2560.63,199.939,512,224,7.33 +resnet33ts,2550.89,401.417,1024,256,19.68 +dpn68b,2548.03,401.866,1024,224,12.61 +gluon_resnet50_v1c,2543.04,402.654,1024,224,25.58 +ese_vovnet39b,2535.01,403.931,1024,224,24.57 +eca_vovnet39b,2533.56,404.162,1024,224,22.6 +cspresnext50,2530.86,404.592,1024,224,20.57 +legacy_seresnet50,2527.3,405.162,1024,224,28.09 +vgg11_bn,2524.72,202.784,512,224,132.87 +tf_efficientnet_em,2523.81,405.723,1024,240,6.9 +resnet50t,2521.66,406.069,1024,224,25.57 +resnet50d,2517.37,406.76,1024,224,25.58 +gluon_resnet50_v1d,2514.4,407.243,1024,224,25.58 +dpn68,2513.01,407.467,1024,224,12.61 +selecsls84,2490.46,411.155,1024,224,50.95 +seresnet33ts,2489.53,411.308,1024,256,19.78 +eca_resnet33ts,2483.09,412.378,1024,256,19.68 +lambda_resnet26t,2479.99,412.893,1024,256,10.96 +tf_mixnet_l,2478.99,206.524,512,224,7.33 +twins_svt_small,2475.31,413.674,1024,224,24.06 +gcresnet33ts,2439.7,419.711,1024,256,19.88 +cspresnet50w,2418.46,423.398,1024,256,28.12 +seresnet50,2407.37,425.348,1024,224,28.09 +cspresnet50d,2400.89,426.492,1024,256,21.64 +dla60,2376.63,430.848,1024,224,22.04 +densenet121,2346.76,436.333,1024,224,7.98 +resnest26d,2346.08,436.46,1024,224,17.07 +tv_densenet121,2345.79,436.514,1024,224,7.98 +xcit_tiny_24_p16_224_dist,2334.54,438.616,1024,224,12.12 +xcit_nano_12_p16_384_dist,2332.68,438.968,1024,384,3.05 +xcit_tiny_24_p16_224,2328.43,439.766,1024,224,12.12 +haloregnetz_b,2320.38,441.294,1024,224,11.68 +resmlp_24_224,2308.85,443.498,1024,224,30.02 +resmlp_24_distilled_224,2308.13,443.636,1024,224,30.02 +resnetaa50d,2295.34,446.109,1024,224,25.58 +seresnet50t,2282.97,448.526,1024,224,28.1 +efficientnet_cc_b1_8e,2282.2,448.676,1024,240,39.72 +convnext_tiny,2276.32,449.828,1024,224,28.59 +res2net50_48w_2s,2265.43,451.999,1024,224,25.29 +resnetblur50,2265.02,452.08,1024,224,25.56 +efficientnet_lite3,2261.44,226.393,512,300,8.2 +ecaresnet50d,2260.92,452.9,1024,224,25.58 +efficientnet_b0_g8_gn,2259.05,453.276,1024,224,6.56 +densenet121d,2243.46,456.425,1024,224,8.0 +resnetrs50,2241.6,456.804,1024,224,35.69 +mobilevit_s,2240.37,228.522,512,256,5.58 +regnetx_032,2201.52,465.118,1024,224,15.3 +visformer_small,2194.82,466.539,1024,224,40.22 +gluon_resnet50_v1s,2193.42,466.838,1024,224,25.68 +tf_efficientnet_cc_b1_8e,2188.26,467.941,1024,240,39.72 +vit_base_resnet26d_224,2188.18,467.954,1024,224,101.4 +resnetblur50d,2150.42,476.173,1024,224,25.58 +gluon_inception_v3,2150.17,476.225,1024,299,23.83 +adv_inception_v3,2148.48,476.602,1024,299,23.83 +vovnet57a,2148.25,476.651,1024,224,36.64 +tf_inception_v3,2147.17,476.894,1024,299,23.83 +inception_v3,2146.78,476.978,1024,299,23.83 +densenetblur121d,2133.31,479.992,1024,224,8.0 +cspresnext50_iabn,2129.31,480.895,1024,256,20.57 +semobilevit_s,2105.83,243.122,512,256,5.74 +seresnetaa50d,2088.02,490.403,1024,224,28.11 +cspdarknet53_iabn,2087.26,490.582,1024,256,27.64 +swsl_resnext50_32x4d,2080.34,492.214,1024,224,25.03 +convnext_tiny_hnf,2075.56,493.349,1024,224,28.59 +ese_vovnet57b,2074.63,493.57,1024,224,38.61 +tf_efficientnet_lite3,2074.49,246.795,512,300,8.2 +resnext50_32x4d,2073.97,493.725,1024,224,25.03 +ssl_resnext50_32x4d,2073.23,493.902,1024,224,25.03 +gluon_resnext50_32x4d,2072.3,494.125,1024,224,25.03 +tv_resnext50_32x4d,2055.26,498.221,1024,224,25.03 +res2net50_26w_4s,2037.79,502.491,1024,224,25.7 +twins_pcpvt_small,2036.4,502.835,1024,224,24.11 +xcit_small_12_p16_224_dist,2021.26,506.599,1024,224,26.25 +tf_efficientnetv2_b3,2020.91,506.688,1024,300,14.36 +xcit_small_12_p16_224,2020.4,506.814,1024,224,26.25 +nf_seresnet50,2015.9,507.948,1024,224,28.09 +skresnet50,2014.26,508.362,1024,224,25.8 +nf_ecaresnet50,2005.54,510.572,1024,224,25.56 +regnetx_040,2003.23,511.16,1024,224,22.12 +efficientnetv2_rw_t,1999.8,512.038,1024,288,13.65 +sehalonet33ts,1991.52,257.078,512,256,13.69 +fbnetv3_g,1991.44,514.187,1024,288,16.62 +dla60x,1986.19,515.547,1024,224,17.35 +gcresnet50t,1982.14,516.599,1024,256,25.9 +resnext50d_32x4d,1976.72,518.018,1024,224,25.05 +lambda_resnet26rpt_256,1950.98,262.42,512,256,10.99 +gmixer_24_224,1937.61,528.474,1024,224,24.72 +gc_efficientnetv2_rw_t,1928.42,530.993,1024,288,13.68 +res2net50_14w_8s,1920.35,533.22,1024,224,25.06 +skresnet50d,1919.46,533.468,1024,224,25.82 +densenet169,1916.46,534.305,1024,224,14.15 +dla60_res2net,1907.38,536.848,1024,224,20.85 +gcresnext50ts,1902.33,538.276,1024,256,15.67 +seresnext50_32x4d,1902.13,538.331,1024,224,27.56 +gluon_seresnext50_32x4d,1901.68,538.457,1024,224,27.56 +res2next50,1896.89,539.818,1024,224,24.67 +legacy_seresnext50_32x4d,1896.31,539.984,1024,224,27.56 +repvgg_b1g4,1884.44,543.384,1024,224,39.97 +resnest50d_1s4x24d,1879.81,544.722,1024,224,25.68 +crossvit_small_240,1855.05,551.992,1024,240,26.86 +nf_regnet_b3,1852.1,552.873,1024,320,18.59 +darknet53,1847.62,277.102,512,256,41.61 +mixnet_xl,1839.34,278.346,512,224,11.9 +dla60_res2next,1829.2,559.793,1024,224,17.03 +swin_tiny_patch4_window7_224,1820.74,562.394,1024,224,28.29 +cspdarknet53,1804.24,283.762,512,256,27.64 +poolformer_s24,1803.36,567.817,1024,224,21.39 +vit_small_r26_s32_224,1799.77,568.949,1024,224,36.43 +xcit_nano_12_p8_224_dist,1796.05,570.128,1024,224,3.05 +xcit_nano_12_p8_224,1795.49,570.304,1024,224,3.05 +regnetz_b16,1791.93,571.438,1024,288,9.72 +ecaresnet26t,1786.82,573.073,1024,320,16.01 +convnext_tiny_hnfd,1744.82,586.868,1024,224,28.63 +gmlp_s16_224,1741.6,587.951,1024,224,19.42 +sebotnet33ts_256,1718.54,223.433,384,256,13.7 +crossvit_15_240,1711.44,598.314,1024,240,27.53 +resnetv2_101,1693.03,604.82,1024,224,44.54 +vit_base_resnet50d_224,1670.98,612.798,1024,224,110.97 +swin_s3_tiny_224,1660.14,616.801,1024,224,28.33 +repvgg_b1,1657.85,617.654,1024,224,57.42 +tv_resnet101,1656.03,618.332,1024,224,44.55 +gluon_resnet101_v1b,1653.8,619.167,1024,224,44.55 +resnet101,1652.45,619.673,1024,224,44.55 +tf_efficientnet_b3_ap,1649.82,310.323,512,300,12.23 +tf_efficientnet_b3,1649.61,310.363,512,300,12.23 +tf_efficientnet_b3_ns,1649.37,310.407,512,300,12.23 +crossvit_15_dagger_240,1648.34,621.218,1024,240,28.21 +lambda_resnet50ts,1639.74,624.475,1024,256,21.54 +resnetv2_101d,1628.19,628.906,1024,224,44.56 +efficientnet_b3,1614.3,317.152,512,320,12.23 +efficientnet_b3a,1613.57,317.296,512,320,12.23 +gluon_resnet101_v1c,1597.11,641.145,1024,224,44.57 +resnest50d,1586.43,645.46,1024,224,27.48 +gluon_resnet101_v1d,1584.97,646.054,1024,224,44.57 +wide_resnet50_2,1583.06,646.835,1024,224,68.88 +cait_xxs24_224,1580.68,647.808,1024,224,11.96 +dla102,1573.96,650.576,1024,224,33.27 +resnetv2_50x1_bit_distilled,1561.81,655.635,1024,224,25.55 +res2net50_26w_6s,1556.3,657.955,1024,224,37.05 +vit_large_patch32_224,1551.79,659.869,1024,224,306.54 +resmlp_36_224,1549.07,661.03,1024,224,44.69 +regnetx_080,1548.92,661.091,1024,224,39.57 +resmlp_36_distilled_224,1548.49,661.277,1024,224,44.69 +halonet50ts,1542.39,663.891,1024,256,22.73 +legacy_seresnet101,1528.82,669.783,1024,224,49.33 +ese_vovnet39b_evos,1523.51,672.121,1024,224,24.58 +coat_lite_small,1509.49,678.361,1024,224,19.84 +vgg13_bn,1504.09,340.392,512,224,133.05 +xcit_tiny_12_p16_384_dist,1501.95,681.763,1024,384,6.72 +resnetaa101d,1496.92,684.059,1024,224,44.57 +swin_v2_cr_tiny_224,1495.36,684.765,1024,224,28.33 +densenet201,1488.38,687.985,1024,224,20.01 +seresnet101,1484.39,689.83,1024,224,49.33 +vit_tiny_patch16_384,1479.06,692.319,1024,384,5.79 +lamhalobotnet50ts_256,1474.4,694.504,1024,256,22.57 +swin_v2_cr_tiny_ns_224,1471.62,695.817,1024,224,28.33 +vit_base_patch32_384,1470.27,696.459,1024,384,88.3 +vit_base_r26_s32_224,1467.48,697.779,1024,224,101.38 +gluon_resnet101_v1s,1452.66,704.901,1024,224,44.67 +regnetx_064,1450.48,352.975,512,224,26.21 +mixer_b16_224,1448.87,706.746,1024,224,59.88 +nf_resnet101,1448.19,707.076,1024,224,44.55 +mixer_b16_224_miil,1446.14,708.08,1024,224,59.88 +resnetv2_50d_frn,1444.18,709.041,1024,224,25.59 +resnetblur101d,1433.31,714.414,1024,224,44.57 +nf_resnet50,1425.83,718.163,1024,288,25.56 +mixer_l32_224,1425.39,718.388,1024,224,206.94 +ecaresnet101d,1423.43,719.375,1024,224,44.57 +hrnet_w18,1416.64,722.817,1024,224,21.3 +convnext_small,1412.23,725.081,1024,224,50.22 +tresnet_l,1401.27,730.75,1024,224,55.99 +twins_pcpvt_base,1398.04,732.441,1024,224,43.83 +regnety_032,1384.84,739.421,1024,288,19.44 +nest_tiny,1381.77,370.526,512,224,17.06 +resnet50_gn,1377.54,743.338,1024,224,25.56 +resnet51q,1366.14,749.545,1024,288,35.7 +resnetv2_50d_evob,1365.49,749.897,1024,224,25.59 +jx_nest_tiny,1357.18,377.241,512,224,17.06 +botnet50ts_256,1354.82,377.899,512,256,22.74 +xception,1347.6,379.923,512,299,22.86 +dla102x,1333.01,768.169,1024,224,26.31 +convit_small,1329.45,770.231,1024,224,27.78 +halo2botnet50ts_256,1327.73,385.607,512,256,22.64 +skresnext50_32x4d,1314.86,778.776,1024,224,27.48 +swsl_resnext101_32x4d,1313.2,779.762,1024,224,44.18 +ssl_resnext101_32x4d,1309.86,781.751,1024,224,44.18 +gluon_resnext101_32x4d,1309.44,781.999,1024,224,44.18 +resnext101_32x4d,1308.3,782.684,1024,224,44.18 +repvgg_b2g4,1287.88,795.093,1024,224,61.76 +res2net50_26w_8s,1277.42,801.601,1024,224,48.4 +res2net101_26w_4s,1275.83,802.597,1024,224,45.21 +resnest50d_4s2x40d,1267.83,807.666,1024,224,30.42 +nf_seresnet101,1246.67,821.372,1024,224,49.33 +twins_svt_base,1242.25,824.296,1024,224,56.07 +nf_ecaresnet101,1240.12,825.715,1024,224,44.55 +vgg16_bn,1239.17,413.169,512,224,138.37 +resnet61q,1236.58,828.077,1024,288,36.85 +eca_nfnet_l0,1234.82,829.257,1024,288,24.14 +nfnet_l0,1234.39,829.546,1024,288,35.07 +hrnet_w32,1225.86,835.318,1024,224,41.23 +xception41p,1219.47,419.841,512,299,26.91 +poolformer_s36,1217.85,840.81,1024,224,30.86 +ese_vovnet99b_iabn,1214.4,843.2,1024,224,63.2 +crossvit_18_240,1210.54,845.892,1024,240,43.27 +regnetv_040,1210.02,423.122,512,288,20.64 +regnety_040,1209.84,423.186,512,288,20.65 +hrnet_w30,1208.97,846.988,1024,224,37.71 +dpn92,1205.79,849.224,1024,224,37.67 +gluon_seresnext101_32x4d,1198.19,854.61,1024,224,48.96 +seresnext101_32x4d,1197.93,854.792,1024,224,48.96 +legacy_seresnext101_32x4d,1196.55,855.783,1024,224,48.96 +efficientnet_el,1181.26,433.424,512,300,10.59 +efficientnet_el_pruned,1179.3,434.142,512,300,10.59 +ese_vovnet99b,1178.02,869.24,1024,224,63.2 +resnetv2_152,1172.64,873.226,1024,224,60.19 +crossvit_18_dagger_240,1169.98,875.211,1024,240,44.27 +tf_efficientnet_el,1156.16,442.832,512,300,10.59 +tv_resnet152,1155.28,886.354,1024,224,60.19 +resnet152,1153.46,887.752,1024,224,60.19 +gluon_resnet152_v1b,1153.39,887.802,1024,224,60.19 +xcit_tiny_12_p8_224_dist,1148.77,891.372,1024,224,6.71 +xcit_tiny_12_p8_224,1148.55,891.542,1024,224,6.71 +vit_small_resnet50d_s16_224,1140.9,897.523,1024,224,57.53 +resnetv2_152d,1140.85,897.561,1024,224,60.2 +mixnet_xxl,1136.05,338.002,384,224,23.96 +ecaresnet50t,1133.49,903.391,1024,320,25.57 +regnetz_c16,1132.12,452.237,512,320,13.46 +repvgg_b2,1129.63,906.478,1024,224,89.02 +gluon_resnet152_v1c,1126.87,908.694,1024,224,60.21 +vit_base_patch16_224_miil,1124.8,910.37,1024,224,86.54 +gluon_resnet152_v1d,1122.21,912.468,1024,224,60.21 +volo_d1_224,1121.56,912.997,1024,224,26.63 +swin_small_patch4_window7_224,1117.13,916.62,1024,224,49.61 +regnety_040s_gn,1113.45,919.647,1024,224,20.65 +inception_v4,1099.65,931.189,1024,299,42.68 +vit_base_patch16_224_sam,1089.03,940.269,1024,224,86.57 +xception41,1089.03,470.133,512,299,26.97 +vit_base_patch16_224,1089.0,940.3,1024,224,86.57 +deit_base_patch16_224,1088.05,941.117,1024,224,86.57 +xcit_small_24_p16_224_dist,1079.16,948.867,1024,224,47.67 +xcit_small_24_p16_224,1078.82,949.17,1024,224,47.67 +densenet161,1076.84,950.914,1024,224,28.68 +convmixer_1024_20_ks9_p14,1075.95,951.707,1024,224,24.38 +nfnet_f0,1075.06,952.487,1024,256,71.49 +deit_base_distilled_patch16_224,1073.74,953.659,1024,224,87.34 +dla169,1071.22,955.906,1024,224,53.39 +vgg19_bn,1060.19,482.919,512,224,143.68 +cait_xxs36_224,1058.79,967.13,1024,224,17.3 +tnt_s_patch16_224,1056.28,969.422,1024,224,23.76 +legacy_seresnet152,1054.79,970.791,1024,224,66.82 +gluon_resnet152_v1s,1052.41,972.991,1024,224,60.32 +regnetx_120,1048.48,488.312,512,224,46.11 +seresnet152,1033.07,991.203,1024,224,66.82 +tresnet_xl,1032.49,991.76,1024,224,78.44 +efficientnet_lite4,1029.33,373.047,384,380,13.01 +beit_base_patch16_224,1003.86,1020.053,1024,224,86.53 +regnety_120,1003.65,510.126,512,224,51.82 +repvgg_b3g4,997.42,1026.637,1024,224,83.83 +twins_pcpvt_large,995.78,1028.325,1024,224,60.99 +convnext_base,984.44,1040.164,1024,224,88.59 +convnext_base_in22ft1k,984.35,1040.256,1024,224,88.59 +coat_tiny,976.27,1048.875,1024,224,5.5 +tf_efficientnet_lite4,967.59,396.848,384,380,13.01 +pit_b_224,954.91,536.164,512,224,73.76 +dm_nfnet_f0,948.25,1079.874,1024,256,71.49 +pit_b_distilled_224,947.46,540.381,512,224,74.79 +vit_small_patch16_36x1_224,919.98,1113.057,1024,224,64.67 +wide_resnet101_2,917.07,1116.581,1024,224,126.89 +swin_v2_cr_small_224,915.96,1117.937,1024,224,49.7 +dla102x2,910.31,562.434,512,224,41.28 +resnetv2_50d_gn,909.47,1125.915,1024,288,25.57 +efficientnetv2_s,905.47,1130.894,1024,384,21.46 +vit_small_patch16_18x2_224,899.06,1138.948,1024,224,64.67 +tf_efficientnetv2_s_in21ft1k,889.42,1151.294,1024,384,21.46 +tf_efficientnetv2_s,889.32,1151.431,1024,384,21.46 +xception65p,886.31,577.66,512,299,39.82 +nest_small,881.75,580.652,512,224,38.35 +twins_svt_large,880.33,1163.185,1024,224,99.27 +repvgg_b3,878.37,1165.779,1024,224,123.09 +resnetrs101,877.57,1166.842,1024,288,63.62 +jx_nest_small,871.53,587.458,512,224,38.35 +efficientnetv2_rw_s,866.51,1181.735,1024,384,23.94 +dpn98,862.25,1187.578,1024,224,61.57 +ens_adv_inception_resnet_v2,856.37,1195.737,1024,299,55.84 +inception_resnet_v2,855.57,1196.844,1024,299,55.84 +nf_regnet_b4,854.46,1198.403,1024,384,30.21 +regnetz_b16_evos,853.4,599.942,512,288,9.74 +regnetx_160,848.43,603.455,512,224,54.28 +regnetz_d8,845.88,1210.552,1024,320,23.37 +cait_s24_224,834.81,1226.608,1024,224,46.92 +gluon_resnext101_64x4d,834.02,1227.777,1024,224,83.46 +resnet200,828.19,1236.414,1024,224,64.67 +regnetz_040,826.88,464.381,384,320,27.12 +regnetz_040h,823.24,466.438,384,320,28.94 +efficientnet_b4,820.41,468.046,384,384,19.34 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+tf_efficientnet_b4_ns,782.09,490.976,384,380,19.34 +regnety_080,767.29,667.271,512,288,39.18 +hrnet_w44,759.24,1348.7,1024,224,67.06 +crossvit_base_240,756.03,677.208,512,240,105.03 +xcit_medium_24_p16_224_dist,748.3,1368.42,1024,224,84.4 +xcit_medium_24_p16_224,747.93,1369.089,1024,224,84.4 +gmlp_b16_224,744.43,1375.538,1024,224,73.08 +hrnet_w48,733.55,1395.939,1024,224,77.47 +tresnet_m_448,727.54,1407.473,1024,448,31.39 +vit_large_r50_s32_224,726.03,1410.402,1024,224,328.99 +regnetz_d32,721.75,1418.755,1024,320,27.58 +vit_small_patch16_384,684.33,748.167,512,384,22.2 +tnt_b_patch16_224,677.0,1512.541,1024,224,65.41 +xcit_small_12_p16_384_dist,675.76,1515.313,1024,384,26.25 +convit_base,673.78,1519.763,1024,224,86.54 +swin_s3_base_224,663.17,1544.087,1024,224,71.13 +swin_v2_cr_base_224,651.94,1570.69,1024,224,87.88 +densenet264d_iabn,647.21,1582.161,1024,224,72.74 +efficientnet_b3_gn,646.96,395.683,256,320,11.73 +dpn131,635.27,1611.889,1024,224,79.25 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+efficientnet_l2,16.55,1450.295,24,800,480.31 +tf_efficientnet_l2_ns,16.36,1467.093,24,800,480.31 +swin_v2_cr_giant_384,13.63,1760.856,24,384,2598.76 +cait_m48_448,13.35,9584.614,128,448,356.46 diff --git a/results/benchmark-infer-amp-nhwc-pt111-cu113-rtx3090.csv b/results/benchmark-infer-amp-nhwc-pt111-cu113-rtx3090.csv new file mode 100644 index 00000000..a0a8f95b --- /dev/null +++ b/results/benchmark-infer-amp-nhwc-pt111-cu113-rtx3090.csv @@ -0,0 +1,743 @@ +model,infer_samples_per_sec,infer_step_time,infer_batch_size,infer_img_size,param_count +tinynet_e,68298.73,14.982,1024,106,2.04 +mobilenetv3_small_050,48773.32,20.985,1024,224,1.59 +lcnet_035,47045.94,21.755,1024,224,1.64 +lcnet_050,41541.83,24.639,1024,224,1.88 +mobilenetv3_small_075,37803.23,27.076,1024,224,2.04 +mobilenetv3_small_100,34839.31,29.381,1024,224,2.54 +tinynet_d,34615.54,29.571,1024,152,2.34 +tf_mobilenetv3_small_minimal_100,31097.5,32.918,1024,224,2.04 +tf_mobilenetv3_small_075,30498.6,33.564,1024,224,2.04 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+mixer_s32_224,12325.03,83.072,1024,224,19.1 +mobilenetv3_large_100,12253.83,83.554,1024,224,5.48 +mobilenetv3_large_100_miil,12253.15,83.559,1024,224,5.48 +vit_small_patch32_224,12098.59,84.625,1024,224,22.88 +tf_mobilenetv3_large_075,11757.16,87.085,1024,224,3.99 +tinynet_b,11714.84,87.399,1024,188,3.73 +hardcorenas_b,11307.89,90.545,1024,224,5.18 +hardcorenas_c,11295.65,90.643,1024,224,5.52 +ese_vovnet19b_slim_dw,11295.18,90.646,1024,224,1.9 +tf_mobilenetv3_large_minimal_100,11279.9,90.77,1024,224,3.92 +mnasnet_b1,10903.65,93.902,1024,224,4.38 +mnasnet_100,10903.28,93.906,1024,224,4.38 +swsl_resnet18,10835.46,94.49,1024,224,11.69 +ssl_resnet18,10829.31,94.547,1024,224,11.69 +resnet18,10826.05,94.576,1024,224,11.69 +gluon_resnet18_v1b,10791.4,94.879,1024,224,11.69 +tf_mobilenetv3_large_100,10638.58,96.242,1024,224,5.48 +hardcorenas_d,10551.44,97.037,1024,224,7.5 +semnasnet_075,10519.79,97.329,1024,224,2.91 +ghostnet_100,10434.77,98.122,1024,224,5.18 +mobilenetv2_075,10372.86,98.708,1024,224,2.64 +seresnet18,10183.7,100.541,1024,224,11.78 +regnety_006,9982.58,102.567,1024,224,6.06 +vit_tiny_r_s16_p8_224,9895.77,103.465,1024,224,6.34 +spnasnet_100,9875.93,103.675,1024,224,4.42 +legacy_seresnet18,9845.25,103.999,1024,224,11.78 +regnety_004,9552.58,107.183,1024,224,4.34 +levit_256,9434.24,108.53,1024,224,18.89 +tinynet_a,9412.38,108.782,1024,192,6.19 +hardcorenas_f,9390.96,109.029,1024,224,8.2 +semnasnet_100,9334.36,109.69,1024,224,3.89 +mnasnet_a1,9318.68,109.875,1024,224,3.89 +mobilenetv2_100,9260.72,110.564,1024,224,3.5 +hardcorenas_e,9255.53,110.624,1024,224,8.07 +tf_efficientnetv2_b0,9250.71,110.683,1024,224,7.14 +fbnetc_100,9032.97,113.35,1024,224,5.57 +efficientnet_lite0,8999.14,113.778,1024,224,4.65 +resnet18d,8913.81,114.867,1024,224,11.71 +ese_vovnet19b_slim,8715.26,117.484,1024,224,3.17 +regnetx_008,8458.52,121.05,1024,224,7.26 +levit_256d,8024.27,127.602,1024,224,26.21 +regnetx_006,7937.85,128.991,1024,224,6.2 +regnety_008,7871.11,130.085,1024,224,6.26 +tf_efficientnet_lite0,7813.92,131.036,1024,224,4.65 +efficientnet_b0,7681.79,133.291,1024,224,5.29 +ghostnet_130,7655.04,133.756,1024,224,7.36 +mnasnet_140,7500.9,136.506,1024,224,7.12 +xcit_nano_12_p16_224_dist,7406.15,138.252,1024,224,3.05 +xcit_nano_12_p16_224,7390.69,138.541,1024,224,3.05 +rexnetr_100,7266.82,140.903,1024,224,4.88 +mobilenetv2_110d,7027.38,145.704,1024,224,4.52 +tf_efficientnet_b0_ap,6815.39,150.235,1024,224,5.29 +tf_efficientnet_b0,6815.06,150.243,1024,224,5.29 +tf_efficientnet_b0_ns,6813.82,150.27,1024,224,5.29 +regnetz_005,6657.81,153.793,1024,224,7.12 +hrnet_w18_small,6626.19,154.526,1024,224,13.19 +gernet_m,6452.0,158.699,1024,224,21.14 +semnasnet_140,6407.4,159.804,1024,224,6.11 +tv_resnet34,6289.18,162.807,1024,224,21.8 +gluon_resnet34_v1b,6283.02,162.967,1024,224,21.8 +resnet34,6262.0,163.515,1024,224,21.8 +vit_tiny_patch16_224,6224.71,164.493,1024,224,5.72 +mobilenetv2_140,6223.01,164.539,1024,224,6.11 +deit_tiny_patch16_224,6218.5,164.657,1024,224,5.72 +ese_vovnet19b_dw,6178.2,165.733,1024,224,6.54 +deit_tiny_distilled_patch16_224,6117.9,167.365,1024,224,5.91 +efficientnet_b1_pruned,6023.92,169.977,1024,240,6.33 +efficientnet_lite1,5983.27,171.132,1024,240,5.42 +tf_efficientnetv2_b1,5921.06,172.93,1024,240,8.14 +selecsls42,5908.85,173.287,1024,224,30.35 +fbnetv3_b,5903.05,173.458,1024,256,8.6 +seresnet34,5898.43,173.594,1024,224,21.96 +selecsls42b,5885.09,173.988,1024,224,32.46 +rexnet_100,5871.63,174.387,1024,224,4.8 +pit_ti_distilled_224,5837.73,175.397,1024,224,5.1 +pit_ti_224,5807.14,176.321,1024,224,4.85 +efficientnet_es,5711.75,179.268,1024,224,5.44 +efficientnet_es_pruned,5710.76,179.298,1024,224,5.44 +resnet26,5694.28,179.817,1024,224,16.0 +legacy_seresnet34,5670.37,180.577,1024,224,21.96 +levit_384,5643.3,181.443,1024,224,39.13 +resnet34d,5571.88,183.768,1024,224,21.82 +resnetblur18,5507.37,185.919,1024,224,11.69 +rexnetr_130,5484.64,186.691,1024,224,7.61 +nf_regnet_b0,5429.0,188.605,1024,256,8.76 +tf_efficientnet_es,5424.57,188.76,1024,224,5.44 +tf_efficientnet_lite1,5360.34,191.021,1024,240,5.42 +skresnet18,5350.54,191.371,1024,224,11.96 +selecsls60,5263.66,194.53,1024,224,30.67 +selecsls60b,5251.8,194.969,1024,224,32.77 +mobilenetv2_120d,5160.96,198.401,1024,224,5.83 +mobilevit_xxs,5125.56,199.771,1024,256,1.27 +repvgg_b0,5049.08,202.797,1024,224,15.82 +resnet26d,4891.07,209.349,1024,224,16.01 +fbnetv3_d,4812.34,212.774,1024,256,10.31 +rexnetr_150,4791.0,213.722,1024,224,9.78 +xcit_tiny_12_p16_224_dist,4778.77,214.269,1024,224,6.72 +xcit_tiny_12_p16_224,4774.3,214.469,1024,224,6.72 +visformer_tiny,4714.23,217.203,1024,224,10.32 +nf_resnet26,4639.54,220.7,1024,224,16.0 +efficientnet_lite2,4604.04,222.402,1024,260,6.09 +pit_xs_224,4582.73,223.434,1024,224,10.62 +pit_xs_distilled_224,4539.81,225.546,1024,224,11.0 +resmlp_12_distilled_224,4519.92,226.541,1024,224,15.35 +resmlp_12_224,4518.97,226.589,1024,224,15.35 +tf_efficientnetv2_b2,4403.08,232.553,1024,260,10.1 +vit_base_patch32_224_sam,4330.12,236.472,1024,224,88.22 +vit_base_patch32_224,4316.0,237.246,1024,224,88.22 +mixer_b32_224,4294.72,238.421,1024,224,60.29 +tf_efficientnet_b1_ns,4267.56,239.936,1024,240,7.79 +tf_efficientnet_b1_ap,4266.36,240.004,1024,240,7.79 +tf_efficientnet_b1,4266.12,240.017,1024,240,7.79 +efficientnet_b0_g16_evos,4260.91,240.312,1024,224,8.11 +legacy_seresnext26_32x4d,4210.62,243.183,1024,224,16.79 +mixer_s16_224,4210.38,243.197,1024,224,18.53 +gernet_l,4176.68,245.159,1024,256,31.08 +tf_efficientnet_lite2,4154.51,246.467,1024,260,6.09 +gmixer_12_224,4127.0,248.109,1024,224,12.7 +efficientnet_b1,4101.97,249.625,1024,256,7.79 +resnext26ts,4091.38,250.27,1024,256,10.3 +rexnet_130,4013.83,255.106,1024,224,7.56 +seresnext26ts,3966.87,258.123,1024,256,10.39 +nf_seresnet26,3954.94,258.905,1024,224,17.4 +eca_resnext26ts,3953.54,258.996,1024,256,10.3 +nf_ecaresnet26,3938.91,259.956,1024,224,16.0 +repvgg_a2,3868.66,264.68,1024,224,28.21 +gmlp_ti16_224,3865.39,264.903,1024,224,5.87 +crossvit_tiny_240,3854.54,265.648,1024,240,7.01 +efficientnet_b2_pruned,3821.39,267.953,1024,260,8.31 +vit_small_patch32_384,3802.4,269.289,1024,384,22.92 +resnet26t,3789.73,270.19,1024,256,16.01 +regnetx_016,3776.49,271.139,1024,224,9.19 +rexnet_150,3774.39,271.29,1024,224,9.73 +seresnext26t_32x4d,3769.71,271.627,1024,224,16.81 +seresnext26tn_32x4d,3769.68,271.629,1024,224,16.81 +gcresnext26ts,3763.59,272.069,1024,256,10.48 +seresnext26d_32x4d,3760.94,272.26,1024,224,16.81 +ecaresnext50t_32x4d,3751.71,272.931,1024,224,15.41 +ecaresnext26t_32x4d,3745.62,273.373,1024,224,15.41 +ecaresnet50d_pruned,3714.28,275.68,1024,224,19.94 +resnetv2_50,3703.17,276.505,1024,224,25.55 +eca_botnext26ts_256,3685.99,277.797,1024,256,10.59 +crossvit_9_240,3640.93,281.235,1024,240,8.55 +ecaresnetlight,3588.5,285.344,1024,224,30.16 +eca_halonext26ts,3573.18,286.568,1024,256,10.76 +crossvit_9_dagger_240,3562.28,287.444,1024,240,8.78 +poolformer_s12,3555.09,288.026,1024,224,11.92 +swsl_resnet50,3536.6,289.53,1024,224,25.56 +gluon_resnet50_v1b,3534.52,289.702,1024,224,25.56 +tv_resnet50,3534.18,289.73,1024,224,25.56 +resnet50,3528.73,290.177,1024,224,25.56 +ssl_resnet50,3522.22,290.713,1024,224,25.56 +rexnetr_200,3521.98,145.362,512,224,16.52 +dla46_c,3494.33,293.033,1024,224,1.3 +botnet26t_256,3447.34,297.026,1024,256,12.49 +efficientnet_em,3434.61,298.129,1024,240,6.9 +dpn68,3423.83,299.067,1024,224,12.61 +resnet32ts,3414.56,299.879,1024,256,17.96 +dpn68b,3412.63,300.049,1024,224,12.61 +regnety_016,3408.85,300.382,1024,224,11.2 +halonet26t,3379.19,303.017,1024,256,12.48 +resnetv2_50t,3374.73,303.416,1024,224,25.57 +resnetv2_50d,3370.34,303.812,1024,224,25.57 +resnet33ts,3369.92,303.852,1024,256,19.68 +nf_regnet_b1,3357.92,304.938,1024,288,10.22 +gluon_resnet50_v1c,3339.61,306.611,1024,224,25.58 +nf_regnet_b2,3329.81,307.512,1024,272,14.31 +tf_efficientnet_b2_ap,3315.4,308.848,1024,260,9.11 +tf_efficientnet_b2_ns,3314.91,308.894,1024,260,9.11 +tf_efficientnet_em,3313.67,309.011,1024,240,6.9 +tf_efficientnet_b2,3313.08,309.063,1024,260,9.11 +seresnet33ts,3285.4,311.671,1024,256,19.78 +eca_resnet33ts,3264.82,313.634,1024,256,19.68 +resnet50t,3209.81,319.009,1024,224,25.57 +bat_resnext26ts,3208.41,319.147,1024,256,10.73 +legacy_seresnet50,3208.39,319.15,1024,224,28.09 +gluon_resnet50_v1d,3207.43,319.246,1024,224,25.58 +convnext_nano_hnf,3203.44,319.644,1024,224,15.59 +resnet50d,3201.53,319.835,1024,224,25.58 +convit_tiny,3182.1,321.788,1024,224,5.71 +gcresnet33ts,3115.24,328.694,1024,256,19.88 +vit_small_resnet26d_224,3114.54,328.764,1024,224,63.61 +efficientnet_b2,3113.3,328.898,1024,288,9.11 +efficientnet_b2a,3112.75,328.957,1024,288,9.11 +efficientnet_b3_pruned,3098.33,330.489,1024,300,9.86 +mobilevit_xs,3098.23,165.245,512,256,2.32 +vovnet39a,3094.91,330.85,1024,224,22.6 +seresnet50,3084.99,331.918,1024,224,28.09 +haloregnetz_b,3050.82,335.635,1024,224,11.68 +skresnet34,3016.36,339.47,1024,224,22.28 +ese_vovnet39b,2991.04,342.343,1024,224,24.57 +eca_vovnet39b,2984.95,343.042,1024,224,22.6 +cspresnext50,2981.83,343.401,1024,224,20.57 +selecsls84,2979.47,343.673,1024,224,50.95 +res2net50_48w_2s,2961.27,345.783,1024,224,25.29 +ssl_resnext50_32x4d,2883.39,355.125,1024,224,25.03 +resnext50_32x4d,2879.89,355.557,1024,224,25.03 +swsl_resnext50_32x4d,2879.83,355.563,1024,224,25.03 +tv_resnext50_32x4d,2876.25,356.006,1024,224,25.03 +gluon_resnext50_32x4d,2870.17,356.762,1024,224,25.03 +resnetaa50d,2869.21,356.878,1024,224,25.58 +tv_densenet121,2861.74,357.812,1024,224,7.98 +densenet121,2859.4,358.103,1024,224,7.98 +mixnet_s,2849.57,359.34,1024,224,4.13 +seresnet50t,2844.85,359.936,1024,224,28.1 +resnetrs50,2844.33,360.0,1024,224,35.69 +deit_small_patch16_224,2839.86,360.568,1024,224,22.05 +vit_small_patch16_224,2838.21,360.777,1024,224,22.05 +ecaresnet101d_pruned,2833.47,361.381,1024,224,24.88 +coat_lite_tiny,2832.3,361.531,1024,224,5.72 +gluon_resnet50_v1s,2824.57,362.521,1024,224,25.68 +pit_s_224,2821.07,362.969,1024,224,23.46 +ecaresnet50d,2815.88,363.64,1024,224,25.58 +rexnet_200,2812.74,182.018,512,224,16.37 +pit_s_distilled_224,2802.25,365.406,1024,224,24.04 +deit_small_distilled_patch16_224,2791.58,366.805,1024,224,22.44 +dla34,2790.34,366.966,1024,224,15.74 +dla46x_c,2773.06,369.253,1024,224,1.07 +cspresnet50,2754.0,371.811,1024,256,21.62 +hrnet_w18_small_v2,2736.24,374.217,1024,224,15.6 +densenet121d,2731.76,374.837,1024,224,8.0 +tf_mixnet_s,2728.68,375.26,1024,224,4.13 +efficientnet_lite3,2718.45,188.332,512,300,8.2 +regnetz_b16,2715.55,377.076,1024,288,9.72 +dla60x_c,2712.17,377.543,1024,224,1.32 +vit_tiny_r_s16_p8_384,2700.75,189.562,512,384,6.36 +coat_lite_mini,2663.5,384.444,1024,224,11.01 +resnext50d_32x4d,2662.22,384.629,1024,224,25.05 +resnetblur50,2619.08,390.962,1024,224,25.56 +cspresnet50d,2596.32,394.393,1024,256,21.64 +vgg11_bn,2593.2,197.428,512,224,132.87 +vit_base2_patch32_256,2576.99,397.35,1024,256,119.46 +seresnetaa50d,2576.43,397.436,1024,224,28.11 +cspresnet50w,2574.64,397.712,1024,256,28.12 +seresnext50_32x4d,2574.54,397.729,1024,224,27.56 +lambda_resnet26rpt_256,2573.59,397.876,1024,256,10.99 +legacy_seresnext50_32x4d,2571.71,398.166,1024,224,27.56 +xcit_nano_12_p16_384_dist,2569.25,398.547,1024,384,3.05 +gluon_seresnext50_32x4d,2564.07,399.352,1024,224,27.56 +xcit_tiny_24_p16_224_dist,2557.0,400.456,1024,224,12.12 +xcit_tiny_24_p16_224,2556.28,400.571,1024,224,12.12 +efficientnetv2_rw_t,2545.32,402.294,1024,288,13.65 +vovnet57a,2538.22,403.418,1024,224,36.64 +fbnetv3_g,2530.36,404.673,1024,288,16.62 +gcresnet50t,2514.25,407.265,1024,256,25.9 +res2net50_26w_4s,2505.47,408.693,1024,224,25.7 +tf_efficientnetv2_b3,2496.85,410.104,1024,300,14.36 +twins_svt_small,2488.33,411.508,1024,224,24.06 +vit_base_resnet26d_224,2472.64,414.118,1024,224,101.4 +ese_vovnet57b,2446.54,418.537,1024,224,38.61 +densenetblur121d,2445.52,418.711,1024,224,8.0 +tf_efficientnet_lite3,2442.63,209.598,512,300,8.2 +resnetblur50d,2422.6,422.672,1024,224,25.58 +mobilevit_s,2415.06,211.991,512,256,5.58 +resnest14d,2409.35,424.998,1024,224,10.61 +tf_inception_v3,2400.27,426.605,1024,299,23.83 +gluon_inception_v3,2398.26,426.963,1024,299,23.83 +nf_seresnet50,2397.62,427.078,1024,224,28.09 +inception_v3,2397.12,427.166,1024,299,23.83 +nf_ecaresnet50,2388.81,428.654,1024,224,25.56 +adv_inception_v3,2388.59,428.689,1024,299,23.83 +densenet169,2362.23,433.477,1024,224,14.15 +sehalonet33ts,2337.63,219.014,512,256,13.69 +resmlp_24_224,2312.09,442.876,1024,224,30.02 +gc_efficientnetv2_rw_t,2311.11,443.065,1024,288,13.68 +resmlp_24_distilled_224,2308.78,443.512,1024,224,30.02 +convnext_tiny,2275.45,450.007,1024,224,28.59 +gcresnext50ts,2263.71,452.341,1024,256,15.67 +res2net50_14w_8s,2252.88,454.515,1024,224,25.06 +semobilevit_s,2250.59,227.485,512,256,5.74 +darknet53,2248.73,227.672,512,256,41.61 +resnetv2_101,2235.55,458.038,1024,224,44.54 +xcit_small_12_p16_224_dist,2216.94,461.885,1024,224,26.25 +xcit_small_12_p16_224,2212.11,462.891,1024,224,26.25 +skresnet50,2193.01,466.925,1024,224,25.8 +resnet101,2170.93,471.673,1024,224,44.55 +tv_resnet101,2164.75,473.02,1024,224,44.55 +gluon_resnet101_v1b,2163.02,473.399,1024,224,44.55 +res2next50,2156.68,474.791,1024,224,24.67 +ecaresnet26t,2145.15,477.343,1024,320,16.01 +nf_regnet_b3,2126.07,481.627,1024,320,18.59 +gmixer_24_224,2110.93,485.081,1024,224,24.72 +resnetv2_101d,2090.05,489.925,1024,224,44.56 +gluon_resnet101_v1c,2088.96,490.184,1024,224,44.57 +dla60,2087.19,490.597,1024,224,22.04 +convnext_tiny_hnf,2073.34,493.877,1024,224,28.59 +skresnet50d,2063.75,496.172,1024,224,25.82 +twins_pcpvt_small,2048.61,499.837,1024,224,24.11 +gluon_resnet101_v1d,2036.64,502.777,1024,224,44.57 +vgg13,2019.99,506.92,1024,224,133.05 +efficientnet_b0_gn,2017.66,253.748,512,224,5.29 +wide_resnet50_2,2001.07,511.71,1024,224,68.88 +sebotnet33ts_256,1999.77,192.009,384,256,13.7 +xcit_nano_12_p8_224,1978.07,517.663,1024,224,3.05 +xcit_nano_12_p8_224_dist,1977.13,517.91,1024,224,3.05 +vit_base_resnet50d_224,1950.99,524.848,1024,224,110.97 +repvgg_b1,1936.11,528.882,1024,224,57.42 +legacy_seresnet101,1932.53,529.863,1024,224,49.33 +dla60x,1896.77,539.852,1024,224,17.35 +resnetaa101d,1893.61,540.751,1024,224,44.57 +tf_efficientnet_b3_ns,1893.08,270.444,512,300,12.23 +tf_efficientnet_b3_ap,1892.83,270.481,512,300,12.23 +tf_efficientnet_b3,1892.52,270.524,512,300,12.23 +seresnet101,1891.69,541.301,1024,224,49.33 +gluon_resnet101_v1s,1874.89,546.152,1024,224,44.67 +resnet51q,1869.52,547.722,1024,288,35.7 +efficientnet_b3,1853.06,276.288,512,320,12.23 +efficientnet_b3a,1852.72,276.339,512,320,12.23 +crossvit_small_240,1844.12,555.265,1024,240,26.86 +poolformer_s24,1843.54,555.44,1024,224,21.39 +swin_tiny_patch4_window7_224,1831.44,559.111,1024,224,28.29 +halonet50ts,1826.61,560.589,1024,256,22.73 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+jx_nest_base,620.6,824.996,512,224,67.72 +regnetz_e8,607.41,842.906,512,320,57.7 +ese_vovnet99b_iabn,606.83,1687.442,1024,224,63.2 +regnetz_c16_evos,598.38,855.63,512,320,13.49 +vit_base_r50_s16_224,595.98,1718.162,1024,224,98.66 +resnest101e,584.85,875.416,512,256,48.28 +vit_small_r26_s32_384,582.99,878.207,512,384,36.47 +convmixer_768_32,574.69,1781.818,1024,224,21.11 +seresnext101_32x8d,574.1,891.822,512,288,93.57 +cspdarknet53_iabn,571.87,1790.614,1024,256,27.64 +xcit_small_12_p8_224,568.57,1800.991,1024,224,26.21 +xcit_small_12_p8_224_dist,567.71,1803.708,1024,224,26.21 +seresnet269d,558.78,1832.551,1024,256,113.67 +convnext_large_in22ft1k,544.26,940.706,512,224,197.77 +convnext_large,544.24,940.754,512,224,197.77 +regnety_080,536.38,954.53,512,288,39.18 +resnet200d,524.48,1952.377,1024,320,64.69 +mixnet_xxl,489.07,785.144,384,224,23.96 +halonet_h1,488.76,523.759,256,256,8.1 +eca_nfnet_l1,486.84,2103.345,1024,320,41.41 +mixer_l16_224,485.71,2108.232,1024,224,208.2 +efficientnetv2_m,483.16,2119.353,1024,416,54.14 +vit_large_patch32_384,479.45,2135.754,1024,384,306.63 +volo_d3_224,473.36,2163.252,1024,224,86.33 +tresnet_xl,471.89,2169.959,1024,224,78.44 +regnety_064,471.86,1085.046,512,288,30.58 +regnetv_064,468.27,1093.376,512,288,30.58 +efficientnet_b5,467.72,547.327,256,456,30.39 +xcit_large_24_p16_224_dist,464.03,2206.748,1024,224,189.1 +xcit_large_24_p16_224,463.92,2207.253,1024,224,189.1 +efficientnet_b3_gn,459.87,417.496,192,320,11.73 +swin_large_patch4_window7_224,457.64,1118.756,512,224,196.53 +resnetrs200,456.26,2244.305,1024,320,93.21 +tf_efficientnet_b5_ap,447.29,572.321,256,456,30.39 +tf_efficientnet_b5,447.21,572.425,256,456,30.39 +tf_efficientnet_b5_ns,446.89,572.83,256,456,30.39 +xcit_tiny_12_p8_384_dist,429.76,2382.721,1024,384,6.71 +regnety_320,415.34,1232.707,512,224,145.05 +regnety_160,414.45,926.515,384,288,83.59 +xcit_small_24_p16_384_dist,397.04,2579.039,1024,384,47.67 +efficientnetv2_rw_m,393.18,1302.2,512,416,53.24 +regnetz_d8_evos,387.65,1320.76,512,320,23.46 +swin_v2_cr_large_224,386.59,1324.379,512,224,196.68 +efficientnet_b3_g8_gn,385.43,498.136,192,320,14.25 +swin_v2_cr_tiny_384,366.25,698.968,256,384,28.33 +convnext_xlarge_in22ft1k,359.4,1424.579,512,224,350.2 +tf_efficientnetv2_m,359.31,1424.935,512,480,54.14 +tf_efficientnetv2_m_in21ft1k,358.34,1428.804,512,480,54.14 +vit_large_patch16_224,354.58,2887.929,1024,224,304.33 +crossvit_15_dagger_408,354.15,722.849,256,408,28.5 +ssl_resnext101_32x16d,347.17,1474.787,512,224,194.03 +swsl_resnext101_32x16d,346.95,1475.72,512,224,194.03 +vit_base_patch16_18x2_224,346.41,2956.033,1024,224,256.73 +ig_resnext101_32x16d,345.97,1479.87,512,224,194.03 +convnext_base_384_in22ft1k,335.81,1143.488,384,384,88.59 +beit_large_patch16_224,328.45,3117.61,1024,224,304.43 +tresnet_m_448,321.84,3181.675,1024,448,31.39 +volo_d1_384,310.06,1651.255,512,384,26.78 +volo_d4_224,303.03,3379.23,1024,224,192.96 +pnasnet5large,299.35,1282.762,384,331,86.06 +xcit_small_24_p8_224,297.54,3441.571,1024,224,47.63 +xcit_small_24_p8_224_dist,297.52,3441.791,1024,224,47.63 +ecaresnet269d,293.49,3489.006,1024,352,102.09 +nasnetalarge,291.8,1315.945,384,331,88.75 +resnetrs270,287.51,3561.559,1024,352,129.86 +nfnet_f1,286.44,3574.909,1024,320,132.63 +resnetv2_152x2_bit_teacher,280.03,1828.366,512,224,236.34 +xcit_medium_24_p16_384_dist,278.67,1837.25,512,384,84.4 +vit_base_patch16_384,277.57,1383.439,384,384,86.86 +deit_base_patch16_384,277.28,1384.877,384,384,86.86 +deit_base_distilled_patch16_384,273.16,1405.736,384,384,87.63 +cait_xxs24_384,268.69,3811.003,1024,384,12.03 +efficientnet_b6,268.02,477.57,128,528,43.04 +regnetx_320,262.23,1464.357,384,224,107.81 +dm_nfnet_f1,261.81,3911.156,1024,320,132.63 +vit_large_patch14_224,261.02,3923.008,1024,224,304.2 +crossvit_18_dagger_408,259.11,740.985,192,408,44.61 +tf_efficientnet_b6_ns,257.39,497.28,128,528,43.04 +tf_efficientnet_b6_ap,257.15,497.757,128,528,43.04 +tf_efficientnet_b6,257.08,497.876,128,528,43.04 +beit_base_patch16_384,239.23,1605.166,384,384,86.74 +vit_large_r50_s32_384,236.31,1624.94,384,384,329.09 +eca_nfnet_l2,232.83,2198.978,512,384,56.72 +xcit_tiny_24_p8_384_dist,226.12,4528.604,1024,384,12.11 +swin_v2_cr_small_384,224.11,1142.266,256,384,49.7 +swin_base_patch4_window12_384,212.75,902.462,192,384,87.9 +resmlp_big_24_distilled_224,209.1,4897.073,1024,224,129.14 +resmlp_big_24_224,208.19,4918.549,1024,224,129.14 +resmlp_big_24_224_in22ft1k,208.06,4921.598,1024,224,129.14 +xcit_medium_24_p8_224,208.01,4922.91,1024,224,84.32 +xcit_medium_24_p8_224_dist,207.93,4924.607,1024,224,84.32 +resnest200e,201.92,2535.671,512,320,70.2 +volo_d5_224,199.55,5131.435,1024,224,295.46 +xcit_small_12_p8_384_dist,193.71,2643.156,512,384,26.21 +resnetrs350,188.78,2712.164,512,384,163.96 +cait_xs24_384,188.52,2715.867,512,384,26.67 +efficientnetv2_l,186.87,2739.852,512,480,118.52 +convnext_large_384_in22ft1k,186.32,1373.958,256,384,197.77 +tf_efficientnetv2_l,185.75,2756.36,512,480,118.52 +tf_efficientnetv2_l_in21ft1k,185.69,2757.265,512,480,118.52 +vit_base_patch8_224,182.98,1399.048,256,224,86.58 +cait_xxs36_384,179.96,5689.985,1024,384,17.37 +volo_d2_384,173.85,1472.545,256,384,58.87 +vit_base_r50_s16_384,171.75,2235.786,384,384,98.95 +vit_base_resnet50_384,171.74,2235.946,384,384,98.95 +swin_v2_cr_huge_224,170.46,2252.707,384,224,657.83 +densenet264d_iabn,163.84,6249.837,1024,224,72.74 +efficientnet_b7,161.28,595.212,96,600,66.35 +nfnet_f2,161.05,6358.083,1024,352,193.78 +swin_v2_cr_base_384,160.58,1195.67,192,384,87.88 +xcit_large_24_p16_384_dist,158.84,3223.264,512,384,189.1 +tf_efficientnet_b7,155.96,615.536,96,600,66.35 +tf_efficientnet_b7_ap,155.94,615.594,96,600,66.35 +tf_efficientnet_b7_ns,155.94,615.59,96,600,66.35 +tresnet_l_448,152.84,6699.593,1024,448,55.99 +dm_nfnet_f2,147.62,3468.342,512,352,193.78 +cait_s24_384,145.6,3516.436,512,384,47.06 +efficientnetv2_xl,141.55,2712.868,384,512,208.12 +vit_huge_patch14_224,141.3,7246.972,1024,224,632.05 +tf_efficientnetv2_xl_in21ft1k,141.27,2718.106,384,512,208.12 +resnetrs420,134.22,3814.641,512,416,191.89 +swin_large_patch4_window12_384,125.78,1017.629,128,384,196.74 +eca_nfnet_l3,122.95,4164.413,512,448,72.04 +convnext_xlarge_384_in22ft1k,122.83,1563.128,192,384,350.2 +xcit_large_24_p8_224,118.58,4317.779,512,224,188.93 +xcit_large_24_p8_224_dist,118.55,4318.826,512,224,188.93 +tresnet_xl_448,113.53,9019.968,1024,448,78.44 +efficientnet_cc_b0_8e,109.15,9.151,1,224,24.01 +efficientnet_cc_b0_4e,106.25,9.403,1,224,13.31 +tf_efficientnet_cc_b0_4e,105.28,9.489,1,224,13.31 +tf_efficientnet_cc_b0_8e,105.02,9.512,1,224,24.01 +xcit_small_24_p8_384_dist,101.44,5047.074,512,384,47.63 +efficientnet_b8,98.72,972.467,96,672,87.41 +swin_v2_cr_large_384,98.1,1304.769,128,384,196.68 +cait_s36_384,97.37,5258.401,512,384,68.37 +resnetv2_152x2_bit_teacher_384,96.99,2639.495,256,384,236.34 +tf_efficientnet_b8,96.21,997.82,96,672,87.41 +tf_efficientnet_b8_ap,96.12,998.706,96,672,87.41 +resnest269e,94.82,4049.739,384,416,110.93 +vit_large_patch16_384,94.39,2712.048,256,384,304.72 +resnetv2_50x3_bitm,92.92,1377.53,128,448,217.32 +vit_giant_patch14_224,92.83,5515.228,512,224,1012.61 +nfnet_f3,83.35,6142.681,512,416,254.92 +convmixer_1024_20_ks9_p14,82.56,12403.804,1024,224,24.38 +beit_large_patch16_384,82.25,3112.33,256,384,305.0 +efficientnet_cc_b1_8e,77.14,12.953,1,240,39.72 +dm_nfnet_f3,76.92,6655.946,512,416,254.92 +volo_d3_448,75.82,2532.146,192,448,86.63 +tf_efficientnet_cc_b1_8e,73.25,13.64,1,240,39.72 +xcit_medium_24_p8_384_dist,70.98,3606.847,256,384,84.32 +resnetv2_152x2_bitm,70.34,2729.533,192,448,236.34 +resnetv2_101x3_bitm,57.82,2213.862,128,448,387.93 +vit_gigantic_patch14_224,56.06,9133.289,512,224,1844.44 +volo_d4_448,55.8,3441.115,192,448,193.41 +swin_v2_cr_giant_224,49.27,2597.97,128,224,2598.76 +nfnet_f4,44.93,8547.007,384,512,316.07 +swin_v2_cr_huge_384,43.72,1463.762,64,384,657.94 +dm_nfnet_f4,41.24,9312.061,384,512,316.07 +xcit_large_24_p8_384_dist,40.33,4760.775,192,384,188.93 +volo_d5_448,38.49,3325.731,128,448,295.91 +beit_large_patch16_512,33.13,2897.67,96,512,305.67 +nfnet_f5,33.1,11599.778,384,544,377.21 +cait_m36_384,31.8,8050.244,256,384,271.22 +dm_nfnet_f5,31.5,8127.503,256,544,377.21 +volo_d5_512,26.9,4758.532,128,512,296.09 +nfnet_f6,25.41,10073.116,256,576,438.36 +dm_nfnet_f6,23.41,10936.755,256,576,438.36 +nfnet_f7,20.63,9307.125,192,608,499.5 +resnetv2_152x4_bitm,18.31,3496.111,64,480,936.53 +swin_v2_cr_giant_384,13.76,2325.078,32,384,2598.76 +cait_m48_448,13.51,9473.095,128,448,356.46 +convmixer_1536_20,13.51,75823.541,1024,224,51.63 diff --git a/results/results-imagenet-a-clean.csv b/results/results-imagenet-a-clean.csv index 9db7cd09..c24d3768 100644 --- a/results/results-imagenet-a-clean.csv +++ b/results/results-imagenet-a-clean.csv @@ -5,7 +5,7 @@ beit_large_patch16_384,98.520,1.480,99.820,0.180,305.00,384,1.000,bicubic tf_efficientnet_l2_ns_475,98.500,1.500,99.830,0.170,480.31,475,0.936,bicubic convnext_xlarge_384_in22ft1k,98.350,1.650,99.800,0.200,350.20,384,1.000,bicubic convnext_large_384_in22ft1k,98.220,1.780,99.730,0.270,197.77,384,1.000,bicubic -vit_large_patch16_384,98.210,1.790,99.800,0.200,304.72,384,1.000,bicubic +vit_large_patch16_384,98.220,1.780,99.800,0.200,304.72,384,1.000,bicubic beit_large_patch16_224,98.180,1.820,99.760,0.240,304.43,224,0.900,bicubic swin_large_patch4_window12_384,98.040,1.960,99.690,0.310,196.74,384,1.000,bicubic convnext_base_384_in22ft1k,97.950,2.050,99.650,0.350,88.59,384,1.000,bicubic @@ -16,7 +16,10 @@ vit_large_r50_s32_384,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic vit_base_patch16_384,97.840,2.160,99.670,0.330,86.86,384,1.000,bicubic convnext_large_in22ft1k,97.830,2.170,99.690,0.310,197.77,224,0.875,bicubic beit_base_patch16_384,97.810,2.190,99.700,0.300,86.74,384,1.000,bicubic +volo_d5_512,97.770,2.230,99.670,0.330,296.09,512,1.150,bicubic +volo_d5_448,97.760,2.240,99.620,0.380,295.91,448,1.150,bicubic tf_efficientnetv2_l_in21ft1k,97.700,2.300,99.670,0.330,118.52,480,1.000,bicubic +volo_d4_448,97.670,2.330,99.610,0.390,193.41,448,1.150,bicubic swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic tf_efficientnetv2_xl_in21ft1k,97.650,2.350,99.490,0.510,208.12,512,1.000,bicubic vit_large_patch16_224,97.640,2.360,99.590,0.410,304.33,224,0.900,bicubic @@ -25,47 +28,54 @@ ig_resnext101_32x48d,97.620,2.380,99.710,0.290,828.41,224,0.875,bilinear dm_nfnet_f6,97.600,2.400,99.550,0.450,438.36,576,0.956,bicubic dm_nfnet_f4,97.580,2.420,99.510,0.490,316.07,512,0.951,bicubic vit_base_patch8_224,97.580,2.420,99.670,0.330,86.58,224,0.900,bicubic +volo_d3_448,97.550,2.450,99.550,0.450,86.63,448,1.000,bicubic dm_nfnet_f5,97.540,2.460,99.570,0.430,377.21,544,0.954,bicubic xcit_large_24_p8_384_dist,97.520,2.480,99.540,0.460,188.93,384,1.000,bicubic xcit_large_24_p16_384_dist,97.520,2.480,99.480,0.520,189.10,384,1.000,bicubic tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic resnetv2_152x4_bitm,97.490,2.510,99.610,0.390,936.53,480,1.000,bilinear -cait_m48_448,97.480,2.520,99.550,0.450,356.46,448,1.000,bicubic tf_efficientnetv2_m_in21ft1k,97.480,2.520,99.530,0.470,54.14,480,1.000,bicubic -convnext_base_in22ft1k,97.470,2.530,99.610,0.390,88.59,224,0.875,bicubic +cait_m48_448,97.480,2.520,99.550,0.450,356.46,448,1.000,bicubic +convnext_base_in22ft1k,97.470,2.530,99.600,0.400,88.59,224,0.875,bicubic cait_m36_384,97.400,2.600,99.510,0.490,271.22,384,1.000,bicubic +volo_d5_224,97.390,2.610,99.570,0.430,295.46,224,0.960,bicubic ig_resnext101_32x32d,97.370,2.630,99.680,0.320,468.53,224,0.875,bilinear dm_nfnet_f3,97.350,2.650,99.560,0.440,254.92,416,0.940,bicubic cait_s36_384,97.330,2.670,99.530,0.470,68.37,384,1.000,bicubic +volo_d2_384,97.310,2.690,99.600,0.400,58.87,384,1.000,bicubic +volo_d4_224,97.300,2.700,99.520,0.480,192.96,224,0.960,bicubic xcit_medium_24_p8_384_dist,97.290,2.710,99.510,0.490,84.32,384,1.000,bicubic tf_efficientnetv2_l,97.280,2.720,99.550,0.450,118.52,480,1.000,bicubic xcit_medium_24_p16_384_dist,97.280,2.720,99.460,0.540,84.40,384,1.000,bicubic swin_base_patch4_window7_224,97.250,2.750,99.530,0.470,87.77,224,0.900,bicubic xcit_small_24_p8_384_dist,97.240,2.760,99.610,0.390,47.63,384,1.000,bicubic xcit_small_12_p8_384_dist,97.230,2.770,99.480,0.520,26.21,384,1.000,bicubic -swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic +swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear regnetz_e8,97.200,2.800,99.500,0.500,57.70,320,1.000,bicubic vit_base_r50_s16_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic tf_efficientnetv2_m,97.140,2.860,99.410,0.590,54.14,480,1.000,bicubic xcit_small_24_p16_384_dist,97.120,2.880,99.460,0.540,47.67,384,1.000,bicubic tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic -eca_nfnet_l2,97.090,2.910,99.510,0.490,56.72,384,1.000,bicubic beit_base_patch16_224,97.090,2.910,99.610,0.390,86.53,224,0.900,bicubic -ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic +eca_nfnet_l2,97.090,2.910,99.510,0.490,56.72,384,1.000,bicubic +volo_d3_224,97.090,2.910,99.470,0.530,86.33,224,0.960,bicubic tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic -cait_s24_384,97.070,2.930,99.430,0.570,47.06,384,1.000,bicubic +ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic +cait_s24_384,97.080,2.920,99.430,0.570,47.06,384,1.000,bicubic xcit_large_24_p8_224_dist,97.070,2.930,99.420,0.580,188.93,224,1.000,bicubic -dm_nfnet_f2,97.020,2.980,99.440,0.560,193.78,352,0.920,bicubic +dm_nfnet_f2,97.030,2.970,99.440,0.560,193.78,352,0.920,bicubic resnetv2_152x2_bitm,97.010,2.990,99.590,0.410,236.34,448,1.000,bilinear tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic +volo_d2_224,97.000,3.000,99.390,0.610,58.68,224,0.960,bicubic resnetv2_101x3_bitm,96.990,3.010,99.490,0.510,387.93,448,1.000,bilinear efficientnetv2_rw_m,96.980,3.020,99.530,0.470,53.24,416,1.000,bicubic deit_base_distilled_patch16_384,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic xcit_small_12_p16_384_dist,96.930,3.070,99.400,0.600,26.25,384,1.000,bicubic resnetrs420,96.920,3.080,99.460,0.540,191.89,416,1.000,bicubic +volo_d1_384,96.920,3.080,99.520,0.480,26.78,384,1.000,bicubic xcit_medium_24_p8_224_dist,96.920,3.080,99.390,0.610,84.32,224,1.000,bicubic dm_nfnet_f1,96.910,3.090,99.410,0.590,132.63,320,0.910,bicubic vit_base_patch16_224,96.880,3.120,99.530,0.470,86.57,224,0.900,bicubic @@ -74,59 +84,73 @@ resnetv2_152x2_bit_teacher_384,96.830,3.170,99.450,0.550,236.34,384,1.000,bicubi ig_resnext101_32x16d,96.810,3.190,99.600,0.400,194.03,224,0.875,bilinear xcit_large_24_p16_224_dist,96.800,3.200,99.350,0.650,189.10,224,1.000,bicubic vit_large_r50_s32_224,96.790,3.210,99.350,0.650,328.99,224,0.900,bicubic -convnext_large,96.770,3.230,99.310,0.690,197.77,224,0.875,bicubic seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic +seresnext101_32x8d,96.770,3.230,99.350,0.650,93.57,288,1.000,bicubic +convnext_large,96.760,3.240,99.300,0.700,197.77,224,0.875,bicubic resnetrs350,96.760,3.240,99.370,0.630,163.96,384,1.000,bicubic +tf_efficientnetv2_s_in21ft1k,96.730,3.270,99.420,0.580,21.46,384,1.000,bicubic resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic -tf_efficientnetv2_s_in21ft1k,96.720,3.280,99.420,0.580,21.46,384,1.000,bicubic resnetv2_50x3_bitm,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear +regnetz_040h,96.710,3.290,99.500,0.500,28.94,320,1.000,bicubic +regnetz_040,96.710,3.290,99.470,0.530,27.12,320,1.000,bicubic eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic +resnetrs200,96.700,3.300,99.370,0.630,93.21,320,1.000,bicubic +vit_small_patch16_384,96.700,3.300,99.480,0.520,22.20,384,1.000,bicubic xcit_small_12_p8_224_dist,96.700,3.300,99.390,0.610,26.21,224,1.000,bicubic resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic -vit_small_patch16_384,96.690,3.310,99.480,0.520,22.20,384,1.000,bicubic -vit_small_r26_s32_384,96.680,3.320,99.570,0.430,36.47,384,1.000,bicubic +vit_small_r26_s32_384,96.680,3.320,99.580,0.420,36.47,384,1.000,bicubic tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic tf_efficientnet_b5_ap,96.670,3.330,99.460,0.540,30.39,456,0.934,bicubic pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic regnetz_d8,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic resmlp_big_24_224_in22ft1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic +regnetz_d8_evos,96.610,3.390,99.440,0.560,23.46,320,0.950,bicubic resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic regnetz_d32,96.600,3.400,99.380,0.620,27.58,320,0.950,bicubic swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear xcit_medium_24_p16_224_dist,96.590,3.410,99.270,0.730,84.40,224,1.000,bicubic resnetrs152,96.580,3.420,99.240,0.760,86.62,320,1.000,bicubic cait_xs24_384,96.550,3.450,99.420,0.580,26.67,384,1.000,bicubic -efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic xcit_tiny_24_p8_384_dist,96.540,3.460,99.320,0.680,12.11,384,1.000,bicubic +efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic -resnetrs200,96.530,3.470,99.350,0.650,93.21,320,1.000,bicubic +regnety_080,96.530,3.470,99.320,0.680,39.18,288,1.000,bicubic resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic vit_base_patch32_384,96.490,3.510,99.410,0.590,88.30,384,1.000,bicubic +convnext_base,96.470,3.530,99.230,0.770,88.59,224,0.875,bicubic resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,bicubic -vit_base_patch16_224_miil,96.440,3.560,99.300,0.700,86.54,224,0.875,bilinear -convnext_base,96.440,3.560,99.230,0.770,88.59,224,0.875,bicubic -swsl_resnext101_32x4d,96.440,3.560,99.470,0.530,44.18,224,0.875,bilinear +vit_base_patch16_224_miil,96.450,3.550,99.300,0.700,86.54,224,0.875,bilinear +swsl_resnext101_32x4d,96.430,3.570,99.470,0.530,44.18,224,0.875,bilinear +regnetv_064,96.410,3.590,99.360,0.640,30.58,288,1.000,bicubic xcit_large_24_p8_224,96.410,3.590,98.980,1.020,188.93,224,1.000,bicubic xcit_small_24_p8_224,96.400,3.600,99.150,0.850,47.63,224,1.000,bicubic crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic cait_s24_224,96.380,3.620,99.150,0.850,46.92,224,1.000,bicubic resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,bicubic +regnety_064,96.360,3.640,99.230,0.770,30.58,288,1.000,bicubic regnety_160,96.350,3.650,99.330,0.670,83.59,288,1.000,bicubic tf_efficientnet_b5,96.350,3.650,99.310,0.690,30.39,456,0.934,bicubic +xception65,96.350,3.650,99.240,0.760,39.92,299,0.940,bicubic tf_efficientnetv2_s,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic +volo_d1_224,96.330,3.670,99.310,0.690,26.63,224,0.960,bicubic ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear resnet101d,96.300,3.700,99.230,0.770,44.57,320,1.000,bicubic twins_svt_large,96.270,3.730,99.170,0.830,99.27,224,0.900,bicubic +swin_s3_base_224,96.250,3.750,99.140,0.860,71.13,224,0.900,bicubic jx_nest_base,96.240,3.760,99.210,0.790,67.72,224,0.875,bicubic -xcit_small_24_p16_224_dist,96.210,3.790,99.210,0.790,47.67,224,1.000,bicubic +swin_s3_small_224,96.230,3.770,99.090,0.910,49.74,224,0.900,bicubic +xcit_small_24_p16_224_dist,96.220,3.780,99.210,0.790,47.67,224,1.000,bicubic +xception65p,96.200,3.800,99.180,0.820,39.82,299,0.940,bicubic +regnetv_040,96.190,3.810,99.330,0.670,20.64,288,1.000,bicubic +convnext_small,96.170,3.830,99.100,0.900,50.22,224,0.875,bicubic tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic -convnext_small,96.170,3.830,99.110,0.890,50.22,224,0.875,bicubic twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic +twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic dm_nfnet_f0,96.150,3.850,99.250,0.750,71.49,256,0.900,bicubic efficientnet_b4,96.150,3.850,99.190,0.810,19.34,384,1.000,bicubic -twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic +regnetz_c16_evos,96.130,3.870,99.360,0.640,13.49,320,0.950,bicubic nfnet_l0,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic resnetv2_50x1_bit_distilled,96.120,3.880,99.280,0.720,25.55,224,0.875,bicubic xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic @@ -134,10 +158,12 @@ xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear resnetv2_152x2_bit_teacher,96.100,3.900,99.270,0.730,236.34,224,0.875,bicubic deit_base_distilled_patch16_224,96.090,3.910,99.190,0.810,87.34,224,0.900,bicubic +resnext101_64x4d,96.080,3.920,99.240,0.760,83.46,288,1.000,bicubic xcit_tiny_12_p8_384_dist,96.080,3.920,99.140,0.860,6.71,384,1.000,bicubic xcit_small_12_p16_224_dist,96.030,3.970,99.140,0.860,26.25,224,1.000,bicubic -tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear +regnety_040,96.020,3.980,99.190,0.810,20.65,288,1.000,bicubic regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,bicubic +tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear jx_nest_small,95.970,4.030,99.030,0.970,38.35,224,0.875,bicubic eca_nfnet_l0,95.950,4.050,99.210,0.790,24.14,288,1.000,bicubic xcit_tiny_24_p16_384_dist,95.930,4.070,99.220,0.780,12.12,384,1.000,bicubic @@ -145,10 +171,10 @@ swin_small_patch4_window7_224,95.910,4.090,99.020,0.980,49.61,224,0.900,bicubic resnet152,95.900,4.100,99.080,0.920,60.19,224,0.950,bicubic tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic resnet51q,95.870,4.130,99.120,0.880,35.70,288,1.000,bilinear +swsl_resnext50_32x4d,95.870,4.130,99.250,0.750,25.03,224,0.875,bilinear tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear -swsl_resnext50_32x4d,95.860,4.140,99.250,0.750,25.03,224,0.875,bilinear resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear -cait_xxs36_384,95.850,4.150,99.090,0.910,17.37,384,1.000,bicubic +cait_xxs36_384,95.840,4.160,99.090,0.910,17.37,384,1.000,bicubic vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic xcit_tiny_24_p8_224_dist,95.810,4.190,99.210,0.790,12.11,224,1.000,bicubic regnetz_c16,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic @@ -157,65 +183,73 @@ twins_pcpvt_base,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic resnet61q,95.780,4.220,98.990,1.010,36.85,288,1.000,bicubic tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic -tresnet_m,95.720,4.280,99.030,0.970,31.39,224,0.875,bilinear efficientnet_b3,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic +tresnet_m,95.710,4.290,99.030,0.970,31.39,224,0.875,bilinear pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic crossvit_15_dagger_240,95.690,4.310,98.830,1.170,28.21,240,0.875,bicubic nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic xcit_tiny_24_p8_224,95.670,4.330,99.050,0.950,12.11,224,1.000,bicubic +poolformer_m48,95.640,4.360,98.940,1.060,73.47,224,0.950,bicubic vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic pit_b_224,95.640,4.360,98.670,1.330,73.76,224,0.900,bicubic resnetv2_101,95.630,4.370,98.990,1.010,44.54,224,0.950,bicubic efficientnetv2_rw_t,95.610,4.390,99.070,0.930,13.65,288,1.000,bicubic +resnetv2_50d_evos,95.610,4.390,99.030,0.970,25.59,288,0.950,bicubic crossvit_18_dagger_240,95.570,4.430,99.060,0.940,44.27,240,0.875,bicubic convit_base,95.550,4.450,98.870,1.130,86.54,224,0.875,bicubic -convnext_tiny,95.550,4.450,99.020,0.980,28.59,224,0.875,bicubic +convnext_tiny,95.550,4.450,99.000,1.000,28.59,224,0.875,bicubic coat_lite_small,95.540,4.460,98.860,1.140,19.84,224,0.900,bicubic -xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic xcit_small_24_p16_224,95.530,4.470,98.760,1.240,47.67,224,1.000,bicubic -ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic +xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic +ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic +xception41p,95.520,4.480,98.910,1.090,26.91,299,0.940,bicubic +convnext_tiny_hnf,95.510,4.490,99.020,0.980,28.59,224,0.950,bicubic ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic fbnetv3_g,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear ssl_resnext101_32x8d,95.490,4.510,99.120,0.880,88.79,224,0.875,bilinear -visformer_small,95.480,4.520,98.900,1.100,40.22,224,0.900,bicubic -crossvit_18_240,95.440,4.560,98.790,1.210,43.27,240,0.875,bicubic -deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic +visformer_small,95.490,4.510,98.900,1.100,40.22,224,0.900,bicubic ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear +crossvit_18_240,95.440,4.560,98.790,1.210,43.27,240,0.875,bicubic +deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic resnetrs101,95.430,4.570,99.030,0.970,63.62,288,0.940,bicubic -halo2botnet50ts_256,95.420,4.580,99.010,0.990,22.64,256,0.950,bicubic +resnetv2_50d_gn,95.430,4.570,99.040,0.960,25.57,288,0.950,bicubic xcit_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,bicubic xcit_small_12_p16_224,95.420,4.580,98.840,1.160,26.25,224,1.000,bicubic -swsl_resnet50,95.400,4.600,99.290,0.710,25.56,224,0.875,bilinear +halo2botnet50ts_256,95.410,4.590,99.010,0.990,22.64,256,0.950,bicubic +swsl_resnet50,95.400,4.600,99.300,0.700,25.56,224,0.875,bilinear +poolformer_m36,95.380,4.620,98.850,1.150,56.17,224,0.950,bicubic vit_small_patch16_224,95.370,4.630,99.150,0.850,22.05,224,0.900,bicubic resnet101,95.360,4.640,98.860,1.140,44.55,224,0.950,bicubic tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic -mixer_b16_224_miil,95.300,4.700,98.880,1.120,59.88,224,0.875,bilinear +mixer_b16_224_miil,95.310,4.690,98.870,1.130,59.88,224,0.875,bilinear tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear -cait_xxs24_384,95.280,4.720,98.960,1.040,12.03,384,1.000,bicubic -jx_nest_tiny,95.250,4.750,98.980,1.020,17.06,224,0.875,bicubic +cait_xxs24_384,95.270,4.730,98.960,1.040,12.03,384,1.000,bicubic pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic +jx_nest_tiny,95.240,4.760,98.980,1.020,17.06,224,0.875,bicubic twins_pcpvt_small,95.210,4.790,98.880,1.120,24.11,224,0.900,bicubic convit_small,95.200,4.800,98.900,1.100,27.78,224,0.875,bicubic twins_svt_small,95.200,4.800,98.880,1.120,24.06,224,0.900,bicubic tf_efficientnet_b1_ns,95.170,4.830,99.120,0.880,7.79,240,0.882,bicubic -halonet50ts,95.160,4.840,98.770,1.230,22.73,256,0.940,bicubic +swin_s3_tiny_224,95.160,4.840,98.940,1.060,28.33,224,0.900,bicubic tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic +halonet50ts,95.150,4.850,98.770,1.230,22.73,256,0.940,bicubic lamhalobotnet50ts_256,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic +swin_tiny_patch4_window7_224,95.140,4.860,98.850,1.150,28.29,224,0.900,bicubic crossvit_15_240,95.140,4.860,98.930,1.070,27.53,240,0.875,bicubic xcit_tiny_12_p16_384_dist,95.130,4.870,99.020,0.980,6.72,384,1.000,bicubic -swin_tiny_patch4_window7_224,95.130,4.870,98.850,1.150,28.29,224,0.900,bicubic efficientnet_el,95.120,4.880,98.980,1.020,10.59,300,0.904,bicubic gernet_l,95.100,4.900,98.900,1.100,31.08,256,0.875,bilinear +poolformer_s36,95.090,4.910,98.910,1.090,30.86,224,0.900,bicubic xcit_tiny_12_p8_224_dist,95.090,4.910,98.910,1.090,6.71,224,1.000,bicubic ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear -regnetz_b16,95.070,4.930,99.050,0.950,9.72,288,0.940,bicubic wide_resnet50_2,95.070,4.930,98.970,1.030,68.88,224,0.875,bicubic +vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic convmixer_1536_20,95.060,4.940,99.030,0.970,51.63,224,0.960,bicubic -vit_small_patch32_384,95.050,4.950,98.990,1.010,22.92,384,1.000,bicubic +regnetz_b16,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic tnt_s_patch16_224,95.040,4.960,98.840,1.160,23.76,224,0.900,bicubic seresnext50_32x4d,95.030,4.970,98.880,1.120,27.56,224,0.875,bicubic @@ -233,14 +267,14 @@ gluon_seresnext101_64x4d,94.920,5.080,98.830,1.170,88.23,224,0.875,bicubic tf_efficientnet_lite4,94.890,5.110,99.020,0.980,13.01,380,0.920,bilinear resmlp_36_distilled_224,94.880,5.120,98.840,1.160,44.69,224,0.875,bicubic ssl_resnext50_32x4d,94.870,5.130,98.890,1.110,25.03,224,0.875,bilinear -gcresnet50t,94.860,5.140,98.800,1.200,25.90,256,0.900,bicubic +gcresnet50t,94.850,5.150,98.790,1.210,25.90,256,0.900,bicubic resnest50d,94.850,5.150,98.880,1.120,27.48,224,0.875,bilinear seresnet33ts,94.850,5.150,98.790,1.210,19.78,256,0.900,bicubic crossvit_small_240,94.830,5.170,99.020,0.980,26.86,240,0.875,bicubic lambda_resnet50ts,94.790,5.210,98.460,1.540,21.54,256,0.950,bicubic ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic sehalonet33ts,94.770,5.230,98.570,1.430,13.69,256,0.940,bicubic -resnest50d_1s4x24d,94.750,5.250,98.980,1.020,25.68,224,0.875,bicubic +resnest50d_1s4x24d,94.760,5.240,98.980,1.020,25.68,224,0.875,bicubic gluon_resnet152_v1d,94.740,5.260,98.740,1.260,60.21,224,0.875,bicubic gluon_resnet101_v1s,94.720,5.280,98.820,1.180,44.67,224,0.875,bicubic deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic @@ -256,13 +290,14 @@ efficientnet_b2,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic pit_s_224,94.590,5.410,98.700,1.300,23.46,224,0.900,bicubic repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear sebotnet33ts_256,94.570,5.430,98.500,1.500,13.70,256,0.940,bicubic -nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic +poolformer_s24,94.550,5.450,98.880,1.120,21.39,224,0.900,bicubic +resnext50_32x4d,94.550,5.450,98.610,1.390,25.03,224,0.950,bicubic seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic -regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic -resnext50_32x4d,94.540,5.460,98.610,1.390,25.03,224,0.950,bicubic +nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic +inception_resnet_v2,94.550,5.450,98.780,1.220,55.84,299,0.897,bicubic gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic -inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic -xcit_tiny_24_p16_224_dist,94.530,5.470,98.780,1.220,12.12,224,1.000,bicubic +regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic +xcit_tiny_24_p16_224_dist,94.540,5.460,98.780,1.220,12.12,224,1.000,bicubic repvgg_b3g4,94.520,5.480,98.970,1.030,83.83,224,0.875,bilinear convmixer_768_32,94.500,5.500,98.850,1.150,21.11,224,0.960,bicubic gcresnext50ts,94.490,5.510,98.670,1.330,15.67,256,0.900,bicubic @@ -274,17 +309,17 @@ gcresnet33ts,94.470,5.530,98.770,1.230,19.88,256,0.900,bicubic regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic resmlp_24_distilled_224,94.460,5.540,98.770,1.230,30.02,224,0.875,bicubic ssl_resnet50,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear -resnetv2_50,94.440,5.560,98.740,1.260,25.55,224,0.950,bicubic +resnetv2_50,94.430,5.570,98.740,1.260,25.55,224,0.950,bicubic tf_efficientnetv2_b2,94.420,5.580,98.570,1.430,10.10,260,0.890,bicubic -efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic +efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic deit_small_patch16_224,94.390,5.610,98.690,1.310,22.05,224,0.900,bicubic inception_v4,94.380,5.620,98.580,1.420,42.68,299,0.875,bicubic legacy_seresnext101_32x4d,94.360,5.640,98.650,1.350,48.96,224,0.875,bilinear -resnet50_gn,94.360,5.640,98.710,1.290,25.56,224,0.940,bicubic tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic +resnet50_gn,94.350,5.650,98.710,1.290,25.56,224,0.940,bicubic +resnet50,94.340,5.660,98.440,1.560,25.56,224,0.950,bicubic gluon_seresnext50_32x4d,94.330,5.670,98.610,1.390,27.56,224,0.875,bicubic -resnet50,94.330,5.670,98.440,1.560,25.56,224,0.950,bicubic ecaresnet26t,94.310,5.690,98.720,1.280,16.01,320,0.950,bicubic dpn107,94.300,5.700,98.470,1.530,86.92,224,0.875,bicubic resnetrs50,94.300,5.700,98.640,1.360,35.69,224,0.910,bicubic @@ -294,7 +329,7 @@ gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic skresnext50_32x4d,94.260,5.740,98.460,1.540,27.48,224,0.875,bicubic regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic -gluon_resnet101_v1d,94.240,5.760,98.560,1.440,44.57,224,0.875,bicubic +gluon_resnet101_v1d,94.230,5.770,98.560,1.440,44.57,224,0.875,bicubic dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic resmlp_36_224,94.200,5.800,98.660,1.340,44.69,224,0.875,bicubic @@ -302,29 +337,27 @@ tf_efficientnet_lite3,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear eca_resnet33ts,94.190,5.810,98.770,1.230,19.68,256,0.900,bicubic mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic resnext50d_32x4d,94.180,5.820,98.570,1.430,25.05,224,0.875,bicubic -regnety_080,94.170,5.830,98.680,1.320,39.18,224,0.875,bicubic levit_192,94.170,5.830,98.550,1.450,10.95,224,0.900,bicubic ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic gmlp_s16_224,94.150,5.850,98.500,1.500,19.42,224,0.875,bicubic efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic -regnety_064,94.140,5.860,98.730,1.270,30.58,224,0.875,bicubic vit_base_patch16_224_sam,94.140,5.860,98.670,1.330,86.57,224,0.900,bicubic -regnetx_160,94.120,5.880,98.740,1.260,54.28,224,0.875,bicubic -nf_regnet_b1,94.120,5.880,98.630,1.370,10.22,288,0.900,bicubic +regnetx_160,94.130,5.870,98.740,1.260,54.28,224,0.875,bicubic +nf_regnet_b1,94.120,5.880,98.620,1.380,10.22,288,0.900,bicubic dpn98,94.110,5.890,98.580,1.420,61.57,224,0.875,bicubic ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic -gluon_resnet152_v1b,94.080,5.920,98.460,1.540,60.19,224,0.875,bicubic xcit_tiny_24_p16_224,94.070,5.930,98.510,1.490,12.12,224,1.000,bicubic -coat_lite_mini,94.060,5.940,98.550,1.450,11.01,224,0.900,bicubic -eca_halonext26ts,94.050,5.950,98.500,1.500,10.76,256,0.940,bicubic +gluon_resnet152_v1b,94.070,5.930,98.460,1.540,60.19,224,0.875,bicubic +coat_lite_mini,94.050,5.950,98.560,1.440,11.01,224,0.900,bicubic +eca_halonext26ts,94.050,5.950,98.490,1.510,10.76,256,0.940,bicubic halonet26t,94.020,5.980,98.500,1.500,12.48,256,0.950,bicubic resmlp_24_224,94.020,5.980,98.330,1.670,30.02,224,0.875,bicubic -hrnet_w64,94.010,5.990,98.620,1.380,128.06,224,0.875,bilinear +hrnet_w64,94.010,5.990,98.610,1.390,128.06,224,0.875,bilinear dpn131,93.990,6.010,98.720,1.280,79.25,224,0.875,bicubic -dla102x2,93.960,6.040,98.480,1.520,41.28,224,0.875,bilinear -fbnetv3_b,93.960,6.040,98.630,1.370,8.60,256,0.950,bilinear -resnetblur50,93.950,6.050,98.580,1.420,25.56,224,0.875,bicubic +fbnetv3_b,93.970,6.030,98.630,1.370,8.60,256,0.950,bilinear +dla102x2,93.960,6.040,98.490,1.510,41.28,224,0.875,bilinear +resnetblur50,93.940,6.060,98.580,1.420,25.56,224,0.875,bicubic tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic fbnetv3_d,93.930,6.070,98.740,1.260,10.31,256,0.950,bilinear hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear @@ -332,16 +365,14 @@ tf_efficientnet_cc_b1_8e,93.910,6.090,98.260,1.740,39.72,240,0.882,bicubic rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic -regnety_040,93.860,6.140,98.650,1.350,20.65,224,0.875,bicubic repvgg_b2g4,93.840,6.160,98.590,1.410,61.76,224,0.875,bilinear -efficientnet_em,93.830,6.170,98.810,1.190,6.90,240,0.882,bicubic +efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic lambda_resnet26t,93.830,6.170,98.650,1.350,10.96,256,0.940,bicubic pit_xs_distilled_224,93.820,6.180,98.670,1.330,11.00,224,0.900,bicubic resnext101_32x8d,93.820,6.180,98.580,1.420,88.79,224,0.875,bilinear gluon_resnext50_32x4d,93.810,6.190,98.410,1.590,25.03,224,0.875,bicubic eca_botnext26ts_256,93.780,6.220,98.500,1.500,10.59,256,0.950,bicubic gluon_resnet50_v1d,93.770,6.230,98.390,1.610,25.58,224,0.875,bicubic -xception65,93.760,6.240,98.370,1.630,39.92,299,0.903,bicubic gluon_resnet101_v1b,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear cspresnet50,93.740,6.260,98.640,1.360,21.62,256,0.887,bilinear @@ -350,89 +381,91 @@ wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear lambda_resnet26rpt_256,93.710,6.290,98.510,1.490,10.99,256,0.940,bicubic dpn68b,93.690,6.310,98.520,1.480,12.61,224,0.875,bicubic tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic -gluon_resnet101_v1c,93.660,6.340,98.420,1.580,44.57,224,0.875,bicubic -vit_tiny_patch16_384,93.650,6.350,98.600,1.400,5.79,384,1.000,bicubic -tf_efficientnet_b0_ns,93.630,6.370,98.640,1.360,5.29,224,0.875,bicubic +gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,bicubic +vit_tiny_patch16_384,93.660,6.340,98.600,1.400,5.79,384,1.000,bicubic +tf_efficientnet_b0_ns,93.640,6.360,98.640,1.360,5.29,224,0.875,bicubic gluon_resnet50_v1s,93.620,6.380,98.460,1.540,25.68,224,0.875,bicubic -cait_xxs24_224,93.600,6.400,98.440,1.560,11.96,224,1.000,bicubic +cait_xxs24_224,93.600,6.400,98.450,1.550,11.96,224,1.000,bicubic resnet33ts,93.600,6.400,98.540,1.460,19.68,256,0.900,bicubic coat_tiny,93.590,6.410,98.420,1.580,5.50,224,0.900,bicubic hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear regnetx_040,93.550,6.450,98.550,1.450,22.12,224,0.875,bicubic hrnet_w32,93.530,6.470,98.460,1.540,41.23,224,0.875,bilinear -dla102x,93.520,6.480,98.510,1.490,26.31,224,0.875,bilinear -xcit_nano_12_p8_384_dist,93.520,6.480,98.540,1.460,3.05,384,1.000,bicubic -tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic -botnet26t_256,93.500,6.500,98.300,1.700,12.49,256,0.950,bicubic -repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear +botnet26t_256,93.510,6.490,98.300,1.700,12.49,256,0.950,bicubic +dla102x,93.510,6.490,98.510,1.490,26.31,224,0.875,bilinear +xcit_nano_12_p8_384_dist,93.500,6.500,98.540,1.460,3.05,384,1.000,bicubic +repvgg_b2,93.500,6.500,98.730,1.270,89.02,224,0.875,bilinear hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear +tf_efficientnet_b1,93.490,6.510,98.360,1.640,7.79,240,0.882,bicubic resnet32ts,93.470,6.530,98.490,1.510,17.96,256,0.900,bicubic xception,93.470,6.530,98.530,1.470,22.86,299,0.897,bicubic -gluon_inception_v3,93.460,6.540,98.570,1.430,23.83,299,0.875,bicubic +gluon_inception_v3,93.450,6.550,98.570,1.430,23.83,299,0.875,bicubic mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic xception41,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic res2net50_26w_8s,93.410,6.590,98.180,1.820,48.40,224,0.875,bilinear res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear -legacy_seresnet152,93.400,6.600,98.340,1.660,66.82,224,0.875,bilinear -xcit_tiny_12_p16_224_dist,93.400,6.600,98.490,1.510,6.72,224,1.000,bicubic +xcit_tiny_12_p16_224_dist,93.400,6.600,98.480,1.520,6.72,224,1.000,bicubic +legacy_seresnet152,93.400,6.600,98.350,1.650,66.82,224,0.875,bilinear dla169,93.340,6.660,98.590,1.410,53.39,224,0.875,bilinear bat_resnext26ts,93.330,6.670,98.350,1.650,10.73,256,0.900,bicubic -levit_128,93.330,6.670,98.380,1.620,9.21,224,0.900,bicubic repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear +tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic +tv_resnet152,93.320,6.680,98.390,1.610,60.19,224,0.875,bilinear tf_mixnet_l,93.320,6.680,98.030,1.970,7.33,224,0.875,bicubic resnest26d,93.320,6.680,98.630,1.370,17.07,224,0.875,bilinear -tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic -tv_resnet152,93.310,6.690,98.390,1.610,60.19,224,0.875,bilinear +levit_128,93.320,6.680,98.380,1.620,9.21,224,0.900,bicubic legacy_seresnet101,93.300,6.700,98.510,1.490,49.33,224,0.875,bilinear -selecsls60b,93.300,6.700,98.280,1.720,32.77,224,0.875,bicubic +selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic efficientnet_b1,93.250,6.750,98.290,1.710,7.79,256,1.000,bicubic coat_lite_tiny,93.230,6.770,98.260,1.740,5.72,224,0.900,bicubic hrnet_w30,93.190,6.810,98.410,1.590,37.71,224,0.875,bilinear dla60_res2net,93.180,6.820,98.420,1.580,20.85,224,0.875,bilinear dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear +mobilevit_s,93.170,6.830,98.440,1.560,5.58,256,0.900,bicubic efficientnet_es,93.140,6.860,98.420,1.580,5.44,224,0.875,bicubic -dla60x,93.120,6.880,98.510,1.490,17.35,224,0.875,bilinear regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic -pit_xs_224,93.110,6.890,98.320,1.680,10.62,224,0.900,bicubic +dla60x,93.110,6.890,98.510,1.490,17.35,224,0.875,bilinear +pit_xs_224,93.110,6.890,98.330,1.670,10.62,224,0.900,bicubic tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic -dla102,93.060,6.940,98.550,1.450,33.27,224,0.875,bilinear -rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic -regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic +dla102,93.060,6.940,98.540,1.460,33.27,224,0.875,bilinear gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic +regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic +rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic selecsls60,93.020,6.980,98.310,1.690,30.67,224,0.875,bicubic repvgg_b1g4,92.980,7.020,98.430,1.570,39.97,224,0.875,bilinear -legacy_seresnet50,92.960,7.040,98.190,1.810,28.09,224,0.875,bilinear +legacy_seresnet50,92.960,7.040,98.180,1.820,28.09,224,0.875,bilinear hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear tf_efficientnet_em,92.930,7.070,98.200,1.800,6.90,240,0.882,bicubic adv_inception_v3,92.890,7.110,98.140,1.860,23.83,299,0.875,bicubic -crossvit_9_dagger_240,92.890,7.110,98.230,1.770,8.78,240,0.875,bicubic +crossvit_9_dagger_240,92.890,7.110,98.250,1.750,8.78,240,0.875,bicubic res2next50,92.860,7.140,98.190,1.810,24.67,224,0.875,bilinear -gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic resmlp_12_distilled_224,92.830,7.170,98.140,1.860,15.35,224,0.875,bicubic tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic +gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic tv_resnet101,92.820,7.180,98.250,1.750,44.55,224,0.875,bilinear -gcresnext26ts,92.780,7.220,98.260,1.740,10.48,256,0.900,bicubic efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic +gcresnext26ts,92.770,7.230,98.260,1.740,10.48,256,0.900,bicubic densenet201,92.750,7.250,98.230,1.770,20.01,224,0.875,bicubic resnet26t,92.750,7.250,98.230,1.770,16.01,256,0.940,bicubic tv_resnext50_32x4d,92.750,7.250,98.270,1.730,25.03,224,0.875,bilinear res2net50_14w_8s,92.740,7.260,98.180,1.820,25.06,224,0.875,bilinear inception_v3,92.720,7.280,97.970,2.030,23.83,299,0.875,bicubic +seresnext26d_32x4d,92.700,7.300,98.150,1.850,16.81,224,0.875,bicubic efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic -seresnext26d_32x4d,92.690,7.310,98.150,1.850,16.81,224,0.875,bicubic seresnext26ts,92.690,7.310,98.290,1.710,10.39,256,0.900,bicubic resnet34d,92.680,7.320,98.310,1.690,21.82,224,0.875,bicubic tf_efficientnet_lite2,92.650,7.350,98.230,1.770,6.09,260,0.890,bicubic legacy_seresnext26_32x4d,92.640,7.360,98.130,1.870,16.79,224,0.875,bicubic -tf_efficientnet_lite1,92.620,7.380,98.070,1.930,5.42,240,0.882,bicubic +poolformer_s12,92.620,7.380,98.200,1.800,11.92,224,0.900,bicubic +tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic eca_resnext26ts,92.610,7.390,98.260,1.740,10.30,256,0.900,bicubic tf_efficientnet_cc_b0_4e,92.600,7.400,98.080,1.920,13.31,224,0.875,bicubic -hardcorenas_e,92.570,7.430,98.110,1.890,8.07,224,0.875,bilinear +hardcorenas_e,92.580,7.420,98.110,1.890,8.07,224,0.875,bilinear +res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear gluon_resnet50_v1b,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic -res2net50_48w_2s,92.540,7.460,98.090,1.910,25.29,224,0.875,bilinear +densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic xcit_tiny_12_p16_224,92.500,7.500,98.240,1.760,6.72,224,1.000,bicubic -densenet161,92.490,7.510,98.290,1.710,28.68,224,0.875,bicubic res2net50_26w_4s,92.490,7.510,98.060,1.940,25.70,224,0.875,bilinear tinynet_a,92.440,7.560,98.080,1.920,6.19,192,0.875,bicubic mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic @@ -443,9 +476,9 @@ skresnet34,92.390,7.610,98.150,1.850,22.28,224,0.875,bicubic tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic hrnet_w18,92.320,7.680,98.250,1.750,21.30,224,0.875,bilinear ese_vovnet19b_dw,92.280,7.720,98.090,1.910,6.54,224,0.875,bicubic -selecsls42b,92.280,7.720,98.140,1.860,32.46,224,0.875,bicubic -mobilenetv3_large_100_miil,92.260,7.740,97.640,2.360,5.48,224,0.875,bilinear -tf_efficientnet_b0,92.260,7.740,98.000,2.000,5.29,224,0.875,bicubic +selecsls42b,92.280,7.720,98.130,1.870,32.46,224,0.875,bicubic +mobilenetv3_large_100_miil,92.270,7.730,97.640,2.360,5.48,224,0.875,bilinear +tf_efficientnet_b0,92.250,7.750,98.000,2.000,5.29,224,0.875,bicubic dla60,92.230,7.770,98.110,1.890,22.04,224,0.875,bilinear resmlp_12_224,92.210,7.790,98.160,1.840,15.35,224,0.875,bicubic tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic @@ -453,28 +486,28 @@ regnetx_016,92.160,7.840,98.210,1.790,9.19,224,0.875,bicubic gernet_s,92.140,7.860,98.190,1.810,8.17,224,0.875,bilinear xcit_nano_12_p8_224_dist,92.100,7.900,98.160,1.840,3.05,224,1.000,bicubic resnet26d,92.070,7.930,97.970,2.030,16.01,224,0.875,bicubic -vit_small_patch32_224,92.040,7.960,98.230,1.770,22.88,224,0.900,bicubic vit_tiny_r_s16_p8_384,92.040,7.960,98.290,1.710,6.36,384,1.000,bicubic +vit_small_patch32_224,92.040,7.960,98.230,1.770,22.88,224,0.900,bicubic dpn68,92.030,7.970,98.050,1.950,12.61,224,0.875,bicubic hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear -tf_efficientnet_es,91.980,8.020,97.870,2.130,5.44,224,0.875,bicubic -levit_128s,91.960,8.040,98.060,1.940,7.78,224,0.900,bicubic +tf_efficientnet_es,91.980,8.020,97.860,2.140,5.44,224,0.875,bicubic +levit_128s,91.950,8.050,98.070,1.930,7.78,224,0.900,bicubic repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear -densenet169,91.920,8.080,98.100,1.900,14.15,224,0.875,bicubic +densenet169,91.930,8.070,98.100,1.900,14.15,224,0.875,bicubic densenetblur121d,91.910,8.090,98.070,1.930,8.00,224,0.875,bicubic -tv_resnet50,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear +tv_resnet50,91.890,8.110,98.040,1.960,25.56,224,0.875,bilinear resnext26ts,91.870,8.130,97.920,2.080,10.30,256,0.900,bicubic -mixer_b16_224,91.860,8.140,97.250,2.750,59.88,224,0.875,bicubic +mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic mobilenetv2_140,91.840,8.160,97.850,2.150,6.11,224,0.875,bicubic mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic xcit_nano_12_p16_384_dist,91.830,8.170,98.020,1.980,3.05,384,1.000,bicubic hardcorenas_b,91.780,8.220,97.780,2.220,5.18,224,0.875,bilinear -vit_tiny_patch16_224,91.760,8.240,98.040,1.960,5.72,224,0.900,bicubic +vit_tiny_patch16_224,91.770,8.230,98.040,1.960,5.72,224,0.900,bicubic regnety_008,91.720,8.280,98.180,1.820,6.26,224,0.875,bicubic resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear densenet121,91.580,8.420,98.030,1.970,7.98,224,0.875,bicubic tf_mixnet_s,91.510,8.490,97.620,2.380,4.13,224,0.875,bicubic -repvgg_b0,91.420,8.580,97.990,2.010,15.82,224,0.875,bilinear +repvgg_b0,91.430,8.570,97.990,2.010,15.82,224,0.875,bilinear regnety_006,91.380,8.620,97.710,2.290,6.06,224,0.875,bicubic hardcorenas_a,91.350,8.650,97.860,2.140,5.26,224,0.875,bilinear mobilenetv3_large_100,91.330,8.670,97.710,2.290,5.48,224,0.875,bicubic @@ -483,50 +516,51 @@ tf_mobilenetv3_large_100,91.240,8.760,97.660,2.340,5.48,224,0.875,bilinear mobilenetv3_rw,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear efficientnet_es_pruned,91.180,8.820,97.750,2.250,5.44,224,0.875,bicubic -efficientnet_lite0,91.130,8.870,97.620,2.380,4.65,224,0.875,bicubic resnet34,91.130,8.870,97.620,2.380,21.80,224,0.875,bilinear +efficientnet_lite0,91.120,8.880,97.620,2.380,4.65,224,0.875,bicubic resnet26,91.120,8.880,97.750,2.250,16.00,224,0.875,bicubic regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic tf_efficientnet_lite0,91.050,8.950,97.590,2.410,4.65,224,0.875,bicubic -xcit_nano_12_p8_224,91.010,8.990,97.800,2.200,3.05,224,1.000,bicubic +xcit_nano_12_p8_224,91.020,8.980,97.790,2.210,3.05,224,1.000,bicubic gluon_resnet34_v1b,90.960,9.040,97.640,2.360,21.80,224,0.875,bicubic mobilenetv2_110d,90.960,9.040,97.560,2.440,4.52,224,0.875,bicubic tinynet_b,90.930,9.070,97.670,2.330,3.73,188,0.875,bicubic legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear -pit_ti_distilled_224,90.900,9.100,97.710,2.290,5.10,224,0.900,bicubic +pit_ti_distilled_224,90.900,9.100,97.720,2.280,5.10,224,0.900,bicubic tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic +mobilevit_xs,90.840,9.160,97.920,2.080,2.32,256,0.900,bicubic dla34,90.770,9.230,97.660,2.340,15.74,224,0.875,bilinear deit_tiny_distilled_patch16_224,90.710,9.290,97.570,2.430,5.91,224,0.900,bicubic fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear -crossvit_9_240,90.640,9.360,97.740,2.260,8.55,240,0.875,bicubic -convit_tiny,90.640,9.360,97.740,2.260,5.71,224,0.875,bicubic +crossvit_9_240,90.650,9.350,97.740,2.260,8.55,240,0.875,bicubic +convit_tiny,90.650,9.350,97.740,2.260,5.71,224,0.875,bicubic mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic regnety_004,90.490,9.510,97.540,2.460,4.34,224,0.875,bicubic -regnetx_006,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic +regnetx_006,90.350,9.650,97.440,2.560,6.20,224,0.875,bicubic spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear -crossvit_tiny_240,90.250,9.750,97.590,2.410,7.01,240,0.875,bicubic +crossvit_tiny_240,90.240,9.760,97.590,2.410,7.01,240,0.875,bicubic ssl_resnet18,90.220,9.780,97.550,2.450,11.69,224,0.875,bilinear vgg16_bn,90.090,9.910,97.370,2.630,138.37,224,0.875,bilinear vgg19_bn,90.080,9.920,97.580,2.420,143.68,224,0.875,bilinear -semnasnet_075,90.080,9.920,97.430,2.570,2.91,224,0.875,bicubic +semnasnet_075,90.070,9.930,97.430,2.570,2.91,224,0.875,bicubic ghostnet_100,90.030,9.970,97.370,2.630,5.18,224,0.875,bilinear pit_ti_224,89.950,10.050,97.450,2.550,4.85,224,0.900,bicubic tv_resnet34,89.930,10.070,97.340,2.660,21.80,224,0.875,bilinear vit_base_patch32_224_sam,89.750,10.250,97.000,3.000,88.22,224,0.900,bicubic +deit_tiny_patch16_224,89.680,10.320,97.450,2.550,5.72,224,0.900,bicubic tf_mobilenetv3_large_075,89.680,10.320,97.210,2.790,3.99,224,0.875,bilinear xcit_nano_12_p16_224_dist,89.680,10.320,97.090,2.910,3.05,224,1.000,bicubic -deit_tiny_patch16_224,89.670,10.330,97.440,2.560,5.72,224,0.900,bicubic skresnet18,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic mobilenetv2_100,89.610,10.390,97.150,2.850,3.50,224,0.875,bicubic resnet18d,89.270,10.730,97.140,2.860,11.71,224,0.875,bicubic -vit_tiny_r_s16_p8_224,89.170,10.830,97.230,2.770,6.34,224,0.900,bicubic +vit_tiny_r_s16_p8_224,89.180,10.820,97.230,2.770,6.34,224,0.900,bicubic hrnet_w18_small,89.050,10.950,97.110,2.890,13.19,224,0.875,bilinear vgg19,89.040,10.960,96.870,3.130,143.67,224,0.875,bilinear tf_mobilenetv3_large_minimal_100,88.960,11.040,96.860,3.140,3.92,224,0.875,bilinear regnetx_004,88.900,11.100,97.120,2.880,5.16,224,0.875,bicubic legacy_seresnet18,88.880,11.120,96.980,3.020,11.78,224,0.875,bicubic -lcnet_100,88.790,11.210,96.730,3.270,2.95,224,0.875,bicubic +lcnet_100,88.800,11.200,96.730,3.270,2.95,224,0.875,bicubic vgg13_bn,88.760,11.240,96.970,3.030,133.05,224,0.875,bilinear xcit_nano_12_p16_224,88.610,11.390,96.790,3.210,3.05,224,1.000,bicubic vgg16,88.550,11.450,96.790,3.210,138.36,224,0.875,bilinear @@ -535,19 +569,23 @@ tinynet_c,87.770,12.230,96.370,3.630,2.46,184,0.875,bicubic vgg11_bn,87.500,12.500,96.820,3.180,132.87,224,0.875,bilinear resnet18,87.390,12.610,96.290,3.710,11.69,224,0.875,bilinear regnety_002,87.380,12.620,96.590,3.410,3.16,224,0.875,bicubic +mobilevit_xxs,87.190,12.810,96.100,3.900,1.27,256,0.900,bicubic mixer_l16_224,87.150,12.850,93.510,6.490,208.20,224,0.875,bicubic vgg13,87.050,12.950,96.320,3.680,133.05,224,0.875,bilinear vgg11,86.550,13.450,96.280,3.720,132.86,224,0.875,bilinear dla60x_c,86.290,13.710,96.160,3.840,1.32,224,0.875,bilinear regnetx_002,86.190,13.810,95.980,4.020,2.68,224,0.875,bicubic lcnet_075,85.990,14.010,95.680,4.320,2.36,224,0.875,bicubic +mobilenetv3_small_100,85.220,14.780,95.620,4.380,2.54,224,0.875,bicubic tf_mobilenetv3_small_100,85.210,14.790,95.770,4.230,2.54,224,0.875,bilinear tinynet_d,84.750,15.250,95.180,4.820,2.34,152,0.875,bicubic +mnasnet_small,84.440,15.560,95.180,4.820,2.03,224,0.875,bicubic dla46x_c,84.250,15.750,95.270,4.730,1.07,224,0.875,bilinear -mnasnet_small,83.990,16.010,94.920,5.080,2.03,224,0.875,bicubic mobilenetv2_050,83.890,16.110,94.710,5.290,1.97,224,0.875,bicubic dla46_c,83.650,16.350,94.920,5.080,1.30,224,0.875,bilinear tf_mobilenetv3_small_075,83.510,16.490,94.800,5.200,2.04,224,0.875,bilinear +mobilenetv3_small_075,83.040,16.960,94.090,5.910,2.04,224,0.875,bicubic lcnet_050,81.780,18.220,93.710,6.290,1.88,224,0.875,bicubic tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear tinynet_e,78.900,21.100,92.560,7.440,2.04,106,0.875,bicubic +mobilenetv3_small_050,76.990,23.010,91.300,8.700,1.59,224,0.875,bicubic diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv index 900004d5..e6fd3f72 100644 --- a/results/results-imagenet-a.csv +++ b/results/results-imagenet-a.csv @@ -1,553 +1,591 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff tf_efficientnet_l2_ns,84.760,15.240,96.147,3.853,480.31,800,0.960,bicubic,-13.790,-3.673,+1 tf_efficientnet_l2_ns_475,83.400,16.600,95.453,4.547,480.31,475,0.936,bicubic,-15.100,-4.377,+2 -beit_large_patch16_512,81.640,18.360,94.893,5.107,305.67,512,1.000,bicubic,-16.920,-4.947,-2 -beit_large_patch16_384,79.133,20.867,94.280,5.720,305.00,384,1.000,bicubic,-19.387,-5.540,-1 -vit_large_patch16_384,71.227,28.773,89.853,10.147,304.72,384,1.000,bicubic,-26.983,-9.947,+2 -convnext_xlarge_384_in22ft1k,70.813,29.187,90.387,9.613,350.20,384,1.000,bicubic,-27.537,-9.413,-1 -swin_large_patch4_window12_384,69.613,30.387,89.573,10.427,196.74,384,1.000,bicubic,-28.427,-10.117,+2 -beit_large_patch16_224,68.520,31.480,89.560,10.440,304.43,224,0.900,bicubic,-29.660,-10.200,0 -convnext_large_384_in22ft1k,68.000,32.000,89.227,10.773,197.77,384,1.000,bicubic,-30.220,-10.503,-3 -tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,+2 -tf_efficientnetv2_xl_in21ft1k,67.000,33.000,86.867,13.133,208.12,512,1.000,bicubic,-30.650,-12.623,+9 -tf_efficientnetv2_l_in21ft1k,66.320,33.680,87.840,12.160,118.52,480,1.000,bicubic,-31.380,-11.830,+6 -beit_base_patch16_384,65.893,34.107,88.507,11.493,86.74,384,1.000,bicubic,-31.917,-11.193,+4 -convnext_base_384_in22ft1k,64.960,35.040,87.827,12.173,88.59,384,1.000,bicubic,-32.990,-11.823,-4 -swin_base_patch4_window12_384,64.440,35.560,87.493,12.507,87.90,384,1.000,bicubic,-33.450,-12.217,-2 -vit_base_patch16_384,63.680,36.320,86.707,13.293,86.86,384,1.000,bicubic,-34.160,-12.963,-1 -convnext_xlarge_in22ft1k,62.613,37.387,86.000,14.000,350.20,224,0.875,bicubic,-35.307,-13.680,-6 -cait_m48_448,62.333,37.667,86.453,13.547,356.46,448,1.000,bicubic,-35.147,-13.097,+14 -tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+3 -vit_large_r50_s32_384,61.493,38.507,83.960,16.040,329.09,384,1.000,bicubic,-36.367,-15.710,-6 -tf_efficientnetv2_m_in21ft1k,61.373,38.627,85.400,14.600,54.14,480,1.000,bicubic,-36.107,-14.130,+12 -ig_resnext101_32x48d,61.027,38.973,83.320,16.680,828.41,224,0.875,bilinear,-36.593,-16.390,+1 -swin_large_patch4_window7_224,60.920,39.080,85.867,14.133,196.53,224,0.900,bicubic,-36.730,-13.713,-4 +beit_large_patch16_512,81.627,18.373,94.880,5.120,305.67,512,1.000,bicubic,-16.933,-4.960,-2 +beit_large_patch16_384,79.120,20.880,94.280,5.720,305.00,384,1.000,bicubic,-19.400,-5.540,-1 +vit_large_patch16_384,71.240,28.760,89.853,10.147,304.72,384,1.000,bicubic,-26.980,-9.947,+2 +convnext_xlarge_384_in22ft1k,70.787,29.213,90.400,9.600,350.20,384,1.000,bicubic,-27.563,-9.400,-1 +volo_d5_512,69.653,30.347,90.413,9.587,296.09,512,1.150,bicubic,-28.117,-9.257,+11 +swin_large_patch4_window12_384,69.600,30.400,89.560,10.440,196.74,384,1.000,bicubic,-28.440,-10.130,+1 +beit_large_patch16_224,68.507,31.493,89.560,10.440,304.43,224,0.900,bicubic,-29.673,-10.200,-1 +volo_d5_448,68.107,31.893,89.707,10.293,295.91,448,1.150,bicubic,-29.653,-9.913,+9 +convnext_large_384_in22ft1k,67.947,32.053,89.200,10.800,197.77,384,1.000,bicubic,-30.273,-10.530,-5 +tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,0 +tf_efficientnetv2_xl_in21ft1k,67.000,33.000,86.867,13.133,208.12,512,1.000,bicubic,-30.650,-12.623,+10 +volo_d4_448,66.653,33.347,89.000,11.000,193.41,448,1.150,bicubic,-31.017,-10.610,+7 +tf_efficientnetv2_l_in21ft1k,66.320,33.680,87.840,12.160,118.52,480,1.000,bicubic,-31.380,-11.830,+5 +beit_base_patch16_384,65.880,34.120,88.507,11.493,86.74,384,1.000,bicubic,-31.930,-11.193,+1 +volo_d3_448,65.440,34.560,87.560,12.440,86.63,448,1.000,bicubic,-32.110,-11.990,+13 +convnext_base_384_in22ft1k,65.000,35.000,87.867,12.133,88.59,384,1.000,bicubic,-32.950,-11.783,-8 +swin_base_patch4_window12_384,64.467,35.533,87.507,12.493,87.90,384,1.000,bicubic,-33.423,-12.203,-6 +vit_base_patch16_384,63.693,36.307,86.707,13.293,86.86,384,1.000,bicubic,-34.147,-12.963,-5 +convnext_xlarge_in22ft1k,62.613,37.387,86.000,14.000,350.20,224,0.875,bicubic,-35.307,-13.680,-10 +cait_m48_448,62.333,37.667,86.440,13.560,356.46,448,1.000,bicubic,-35.147,-13.090,+15 +tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+2 +vit_large_r50_s32_384,61.507,38.493,83.973,16.027,329.09,384,1.000,bicubic,-36.353,-15.697,-10 +tf_efficientnetv2_m_in21ft1k,61.373,38.627,85.413,14.587,54.14,480,1.000,bicubic,-36.107,-14.137,+11 +ig_resnext101_32x48d,61.053,38.947,83.320,16.680,828.41,224,0.875,bilinear,-36.567,-16.390,0 +swin_large_patch4_window7_224,60.907,39.093,85.867,14.133,196.53,224,0.900,bicubic,-36.743,-13.713,-5 resnetv2_152x4_bitm,60.787,39.213,83.560,16.440,936.53,480,1.000,bilinear,-36.703,-16.050,+7 -tf_efficientnet_b5_ns,60.320,39.680,84.467,15.533,30.39,456,0.934,bicubic,-37.180,-15.163,+5 +tf_efficientnet_b5_ns,60.307,39.693,84.467,15.533,30.39,456,0.934,bicubic,-37.193,-15.163,+5 xcit_large_24_p8_384_dist,59.880,40.120,85.480,14.520,188.93,384,1.000,bicubic,-37.640,-14.060,+2 -convnext_large_in22ft1k,59.773,40.227,84.000,16.000,197.77,224,0.875,bicubic,-38.057,-15.690,-11 -dm_nfnet_f6,59.173,40.827,82.333,17.667,438.36,576,0.956,bicubic,-38.427,-17.217,-4 -vit_base_patch8_224,58.933,41.067,82.733,17.267,86.58,224,0.900,bicubic,-38.647,-16.937,-3 -dm_nfnet_f5,58.573,41.427,82.773,17.227,377.21,544,0.954,bicubic,-38.967,-16.797,-3 -dm_nfnet_f4,58.120,41.880,81.973,18.027,316.07,512,0.951,bicubic,-39.460,-17.537,-6 +convnext_large_in22ft1k,59.773,40.227,84.040,15.960,197.77,224,0.875,bicubic,-38.057,-15.650,-15 +dm_nfnet_f6,59.173,40.827,82.333,17.667,438.36,576,0.956,bicubic,-38.427,-17.217,-5 +vit_base_patch8_224,58.920,41.080,82.733,17.267,86.58,224,0.900,bicubic,-38.660,-16.937,-4 +volo_d2_384,58.600,41.400,84.253,15.747,58.87,384,1.000,bicubic,-38.710,-15.347,+10 +dm_nfnet_f5,58.560,41.440,82.773,17.227,377.21,544,0.954,bicubic,-38.980,-16.797,-4 +dm_nfnet_f4,58.107,41.893,81.973,18.027,316.07,512,0.951,bicubic,-39.473,-17.537,-8 ig_resnext101_32x32d,58.053,41.947,80.600,19.400,468.53,224,0.875,bilinear,-39.317,-19.080,+4 -cait_m36_384,57.813,42.187,84.813,15.187,271.22,384,1.000,bicubic,-39.587,-14.697,+2 -xcit_medium_24_p8_384_dist,56.707,43.293,83.400,16.600,84.32,384,1.000,bicubic,-40.583,-16.110,+5 -dm_nfnet_f3,55.813,44.187,80.947,19.053,254.92,416,0.940,bicubic,-41.537,-18.613,+2 -vit_large_patch16_224,55.613,44.387,80.080,19.920,304.33,224,0.900,bicubic,-42.027,-19.510,-15 -vit_base_r50_s16_384,54.640,45.360,81.227,18.773,98.95,384,1.000,bicubic,-42.540,-18.333,+12 -convnext_base_in22ft1k,54.547,45.453,82.147,17.853,88.59,224,0.875,bicubic,-42.923,-17.463,-4 -cait_s36_384,54.400,45.600,81.360,18.640,68.37,384,1.000,bicubic,-42.930,-18.170,-1 +cait_m36_384,57.813,42.187,84.813,15.187,271.22,384,1.000,bicubic,-39.587,-14.697,+1 +volo_d5_224,57.120,42.880,82.720,17.280,295.46,224,0.960,bicubic,-40.270,-16.850,+1 +xcit_medium_24_p8_384_dist,56.680,43.320,83.400,16.600,84.32,384,1.000,bicubic,-40.610,-16.110,+6 +dm_nfnet_f3,55.827,44.173,80.933,19.067,254.92,416,0.940,bicubic,-41.523,-18.627,+1 +vit_large_patch16_224,55.627,44.373,80.080,19.920,304.33,224,0.900,bicubic,-42.013,-19.510,-18 +convnext_base_in22ft1k,54.640,45.360,82.173,17.827,88.59,224,0.875,bicubic,-42.830,-17.427,-5 +vit_base_r50_s16_384,54.627,45.373,81.227,18.773,98.95,384,1.000,bicubic,-42.553,-18.333,+12 +cait_s36_384,54.413,45.587,81.360,18.640,68.37,384,1.000,bicubic,-42.917,-18.170,-2 +volo_d1_384,54.333,45.667,80.973,19.027,26.78,384,1.000,bicubic,-42.587,-18.547,+31 xcit_small_24_p8_384_dist,54.253,45.747,81.533,18.467,47.63,384,1.000,bicubic,-42.987,-18.077,+3 -resnetv2_101x3_bitm,54.027,45.973,81.027,18.973,387.93,448,1.000,bilinear,-42.963,-18.463,+21 -resnetv2_152x2_bitm,54.013,45.987,82.013,17.987,236.34,448,1.000,bilinear,-42.997,-17.577,+18 +resnetv2_101x3_bitm,54.027,45.973,81.027,18.973,387.93,448,1.000,bilinear,-42.963,-18.463,+23 +resnetv2_152x2_bitm,54.013,45.987,82.013,17.987,236.34,448,1.000,bilinear,-42.997,-17.577,+19 tf_efficientnetv2_l,53.173,46.827,79.147,20.853,118.52,480,1.000,bicubic,-44.107,-20.403,-3 -ig_resnext101_32x16d,53.093,46.907,76.933,23.067,194.03,224,0.875,bilinear,-43.717,-22.667,+29 -xcit_large_24_p16_384_dist,52.840,47.160,81.827,18.173,189.10,384,1.000,bicubic,-44.680,-17.653,-16 -swin_base_patch4_window7_224,51.427,48.573,79.987,20.013,87.77,224,0.900,bicubic,-45.823,-19.543,-4 -swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.260,-2 -tf_efficientnet_b4_ns,51.227,48.773,79.187,20.813,19.34,380,0.922,bicubic,-45.723,-20.393,+17 -resnetv2_152x2_bit_teacher_384,51.187,48.813,78.480,21.520,236.34,384,1.000,bicubic,-45.643,-20.970,+23 -beit_base_patch16_224,50.680,49.320,79.693,20.307,86.53,224,0.900,bicubic,-46.410,-19.817,+4 -xcit_small_12_p8_384_dist,50.573,49.427,79.587,20.413,26.21,384,1.000,bicubic,-46.657,-19.893,-7 -cait_s24_384,49.720,50.280,78.747,21.253,47.06,384,1.000,bicubic,-47.350,-20.683,+5 -xcit_medium_24_p16_384_dist,49.333,50.667,79.827,20.173,84.40,384,1.000,bicubic,-47.947,-19.633,-13 -deit_base_distilled_patch16_384,49.333,50.667,79.240,20.760,87.63,384,1.000,bicubic,-47.627,-20.240,+11 -tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.300,-8 -dm_nfnet_f2,48.920,51.080,77.133,22.867,193.78,352,0.920,bicubic,-48.100,-22.307,+3 -tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.893,22.107,21.46,384,1.000,bicubic,-48.213,-21.527,+23 -resnest269e,48.200,51.800,74.333,25.667,110.93,416,0.928,bicubic,-48.320,-25.017,+44 -xcit_large_24_p8_224_dist,48.120,51.880,79.107,20.893,188.93,224,1.000,bicubic,-48.950,-20.313,-1 -regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-12 -resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.217,+20 -xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.580,+46 -xcit_small_24_p16_384_dist,46.960,53.040,77.187,22.813,47.67,384,1.000,bicubic,-50.160,-22.273,-12 -tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-12 -efficientnetv2_rw_m,46.280,53.720,75.720,24.280,53.24,416,1.000,bicubic,-50.700,-23.810,-2 -swsl_resnext101_32x16d,46.147,53.853,72.253,27.747,194.03,224,0.875,bilinear,-50.453,-27.277,+28 -vit_small_patch16_384,45.920,54.080,76.707,23.293,22.20,384,1.000,bicubic,-50.770,-22.773,+18 -ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.337,-13 -vit_small_r26_s32_384,45.733,54.267,76.080,23.920,36.47,384,1.000,bicubic,-50.947,-23.490,+17 -tf_efficientnetv2_m,45.533,54.467,74.547,25.453,54.14,480,1.000,bicubic,-51.607,-24.863,-20 -tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.357,-25 -dm_nfnet_f1,45.320,54.680,74.107,25.893,132.63,320,0.910,bicubic,-51.590,-25.303,-3 -ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+44 -xcit_medium_24_p8_224_dist,45.213,54.787,76.720,23.280,84.32,224,1.000,bicubic,-51.707,-22.670,-6 -eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.717,-22 -crossvit_18_dagger_408,44.307,55.693,73.840,26.160,44.61,408,1.000,bicubic,-52.223,-25.420,+24 -resnest200e,44.133,55.867,73.467,26.533,70.20,320,0.909,bicubic,-52.477,-25.883,+15 -cait_xs24_384,43.947,56.053,75.173,24.827,26.67,384,1.000,bicubic,-52.603,-24.247,+19 -tresnet_xl_448,43.467,56.533,72.440,27.560,78.44,448,0.875,bilinear,-52.503,-26.590,+59 -xcit_small_12_p16_384_dist,43.293,56.707,73.867,26.133,26.25,384,1.000,bicubic,-53.637,-25.533,-14 -vit_base_patch16_224,43.253,56.747,72.907,27.093,86.57,224,0.900,bicubic,-53.627,-26.623,-11 -resnetrs420,43.147,56.853,70.440,29.560,191.89,416,1.000,bicubic,-53.773,-29.020,-15 -xcit_medium_24_p8_224,43.093,56.907,70.360,29.640,84.32,224,1.000,bicubic,-53.017,-28.530,+48 -tf_efficientnet_b7,42.947,57.053,73.133,26.867,66.35,600,0.949,bicubic,-54.063,-26.387,-23 -xcit_tiny_24_p8_384_dist,42.453,57.547,72.867,27.133,12.11,384,1.000,bicubic,-54.087,-26.453,+14 -crossvit_15_dagger_408,41.907,58.093,72.080,27.920,28.50,408,1.000,bicubic,-54.483,-27.080,+24 -xcit_small_24_p8_224_dist,41.893,58.107,73.680,26.320,47.63,224,1.000,bicubic,-54.977,-25.800,-16 -xcit_small_24_p8_224,41.747,58.253,71.013,28.987,47.63,224,1.000,bicubic,-54.653,-28.137,+21 -vit_large_r50_s32_224,41.653,58.347,70.240,29.760,328.99,224,0.900,bicubic,-55.137,-29.110,-14 -swsl_resnext101_32x4d,41.547,58.453,71.760,28.240,44.18,224,0.875,bilinear,-54.893,-27.540,+17 -convnext_large,41.413,58.587,73.293,26.707,197.77,224,0.875,bicubic,-55.357,-26.017,-15 -tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.993,-36 -resmlp_big_24_224_in22ft1k,40.373,59.627,74.773,25.227,129.14,224,0.875,bicubic,-56.247,-24.737,-2 -tresnet_l_448,40.213,59.787,69.893,30.107,55.99,448,0.875,bilinear,-55.647,-29.317,+53 -deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.380,+30 -resnetrs350,39.947,60.053,68.920,31.080,163.96,384,1.000,bicubic,-56.813,-30.450,-18 -regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.810,-7 -resnetv2_101x1_bitm,38.933,61.067,71.040,28.960,44.54,448,1.000,bilinear,-57.167,-28.240,+35 -vit_large_patch32_384,38.933,61.067,68.920,31.080,306.63,384,1.000,bicubic,-56.897,-30.230,+52 -xcit_small_12_p8_224_dist,38.213,61.787,71.293,28.707,26.21,224,1.000,bicubic,-58.487,-28.097,-17 -resnet200d,38.147,61.853,68.613,31.387,64.69,320,1.000,bicubic,-58.573,-30.717,-22 -xcit_large_24_p16_224_dist,37.680,62.320,71.587,28.413,189.10,224,1.000,bicubic,-59.120,-27.763,-28 -seresnet152d,37.653,62.347,69.480,30.520,66.84,320,1.000,bicubic,-59.117,-29.970,-26 -xcit_small_12_p8_224,37.533,62.467,68.213,31.787,26.21,224,1.000,bicubic,-58.577,-30.947,+27 -eca_nfnet_l1,37.533,62.467,70.947,29.053,41.41,320,1.000,bicubic,-59.167,-28.343,-22 -twins_svt_large,37.213,62.787,69.253,30.747,99.27,224,0.900,bicubic,-59.057,-29.917,+13 -regnetz_d32,37.147,62.853,70.480,29.520,27.58,320,0.950,bicubic,-59.453,-28.900,-14 -vit_base_patch32_384,37.093,62.907,69.773,30.227,88.30,384,1.000,bicubic,-59.397,-29.637,-5 -efficientnetv2_rw_s,36.787,63.213,68.320,31.680,23.94,384,1.000,bicubic,-59.753,-31.040,-11 -regnety_160,36.787,63.213,69.093,30.907,83.59,288,1.000,bicubic,-59.563,-30.237,+4 -convnext_base,36.693,63.307,70.307,29.693,88.59,224,0.875,bicubic,-59.747,-29.163,-5 -cait_xxs36_384,36.240,63.760,67.813,32.187,17.37,384,1.000,bicubic,-59.610,-31.277,+38 +ig_resnext101_32x16d,53.080,46.920,76.933,23.067,194.03,224,0.875,bilinear,-43.730,-22.667,+32 +volo_d4_224,52.933,47.067,80.453,19.547,192.96,224,0.960,bicubic,-44.367,-19.067,-7 +xcit_large_24_p16_384_dist,52.827,47.173,81.827,18.173,189.10,384,1.000,bicubic,-44.693,-17.653,-20 +swin_base_patch4_window7_224,51.427,48.573,79.973,20.027,87.77,224,0.900,bicubic,-45.823,-19.557,-5 +swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.300,-1 +tf_efficientnet_b4_ns,51.227,48.773,79.187,20.813,19.34,380,0.922,bicubic,-45.723,-20.393,+18 +resnetv2_152x2_bit_teacher_384,51.187,48.813,78.480,21.520,236.34,384,1.000,bicubic,-45.643,-20.970,+25 +beit_base_patch16_224,50.693,49.307,79.693,20.307,86.53,224,0.900,bicubic,-46.397,-19.917,+2 +xcit_small_12_p8_384_dist,50.573,49.427,79.587,20.413,26.21,384,1.000,bicubic,-46.657,-19.893,-8 +volo_d3_224,50.253,49.747,78.173,21.827,86.33,224,0.960,bicubic,-46.837,-21.297,+2 +cait_s24_384,49.733,50.267,78.760,21.240,47.06,384,1.000,bicubic,-47.347,-20.860,+4 +deit_base_distilled_patch16_384,49.333,50.667,79.253,20.747,87.63,384,1.000,bicubic,-47.627,-20.227,+11 +xcit_medium_24_p16_384_dist,49.333,50.667,79.827,20.173,84.40,384,1.000,bicubic,-47.947,-19.633,-15 +tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.330,-11 +dm_nfnet_f2,48.920,51.080,77.147,22.853,193.78,352,0.920,bicubic,-48.110,-22.293,+2 +tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.907,22.093,21.46,384,1.000,bicubic,-48.223,-21.513,+24 +resnest269e,48.200,51.800,74.333,25.667,110.93,416,0.928,bicubic,-48.320,-25.017,+50 +xcit_large_24_p8_224_dist,48.120,51.880,79.107,20.893,188.93,224,1.000,bicubic,-48.950,-20.313,-2 +regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-14 +resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.137,+22 +xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.580,+53 +xcit_small_24_p16_384_dist,46.960,53.040,77.173,22.827,47.67,384,1.000,bicubic,-50.160,-22.287,-14 +tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-14 +efficientnetv2_rw_m,46.280,53.720,75.707,24.293,53.24,416,1.000,bicubic,-50.700,-23.823,-2 +swsl_resnext101_32x16d,46.120,53.880,72.253,27.747,194.03,224,0.875,bilinear,-50.480,-27.277,+34 +volo_d2_224,46.080,53.920,75.267,24.733,58.68,224,0.960,bicubic,-50.920,-24.123,-6 +vit_small_patch16_384,45.907,54.093,76.707,23.293,22.20,384,1.000,bicubic,-50.793,-22.773,+20 +ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.337,-14 +vit_small_r26_s32_384,45.747,54.253,76.040,23.960,36.47,384,1.000,bicubic,-50.933,-23.540,+21 +tf_efficientnetv2_m,45.533,54.467,74.547,25.453,54.14,480,1.000,bicubic,-51.607,-24.863,-23 +tf_efficientnet_b7_ap,45.373,54.627,74.200,25.800,66.35,600,0.949,bicubic,-51.827,-25.300,-29 +dm_nfnet_f1,45.307,54.693,74.107,25.893,132.63,320,0.910,bicubic,-51.603,-25.303,-3 +ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+53 +xcit_medium_24_p8_224_dist,45.213,54.787,76.693,23.307,84.32,224,1.000,bicubic,-51.707,-22.697,-6 +eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.617,-24 +crossvit_18_dagger_408,44.280,55.720,73.813,26.187,44.61,408,1.000,bicubic,-52.250,-25.447,+29 +resnest200e,44.147,55.853,73.467,26.533,70.20,320,0.909,bicubic,-52.463,-25.883,+20 +cait_xs24_384,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.603,-24.260,+24 +resnetrs200,43.747,56.253,72.813,27.187,93.21,320,1.000,bicubic,-52.953,-26.557,+7 +tresnet_xl_448,43.467,56.533,72.440,27.560,78.44,448,0.875,bilinear,-52.503,-26.750,+75 +xcit_small_12_p16_384_dist,43.280,56.720,73.867,26.133,26.25,384,1.000,bicubic,-53.650,-25.533,-16 +vit_base_patch16_224,43.253,56.747,72.920,27.080,86.57,224,0.900,bicubic,-53.627,-26.610,-12 +resnetrs420,43.147,56.853,70.440,29.560,191.89,416,1.000,bicubic,-53.773,-29.020,-17 +xcit_medium_24_p8_224,43.093,56.907,70.347,29.653,84.32,224,1.000,bicubic,-53.017,-28.543,+61 +tf_efficientnet_b7,42.960,57.040,73.120,26.880,66.35,600,0.949,bicubic,-54.050,-26.400,-26 +xcit_tiny_24_p8_384_dist,42.467,57.533,72.867,27.133,12.11,384,1.000,bicubic,-54.073,-26.493,+17 +crossvit_15_dagger_408,41.907,58.093,72.053,27.947,28.50,408,1.000,bicubic,-54.483,-27.107,+29 +xcit_small_24_p8_224_dist,41.893,58.107,73.693,26.307,47.63,224,1.000,bicubic,-54.977,-25.787,-17 +xcit_small_24_p8_224,41.733,58.267,71.013,28.987,47.63,224,1.000,bicubic,-54.667,-28.137,+26 +vit_large_r50_s32_224,41.627,58.373,70.240,29.760,328.99,224,0.900,bicubic,-55.163,-29.110,-15 +swsl_resnext101_32x4d,41.547,58.453,71.760,28.240,44.18,224,0.875,bilinear,-54.883,-27.710,+21 +convnext_large,41.373,58.627,73.293,26.707,197.77,224,0.875,bicubic,-55.387,-26.007,-14 +tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.803,-40 +resmlp_big_24_224_in22ft1k,40.373,59.627,74.773,25.227,129.14,224,0.875,bicubic,-56.247,-24.737,+1 +tresnet_l_448,40.213,59.787,69.893,30.107,55.99,448,0.875,bilinear,-55.647,-29.317,+69 +deit_base_patch16_384,40.187,59.813,70.760,29.240,86.86,384,1.000,bicubic,-55.963,-28.380,+42 +regnetz_d8_evos,40.093,59.907,72.187,27.813,23.46,320,0.950,bicubic,-56.517,-27.253,-1 +regnetz_040h,39.987,60.013,71.333,28.667,28.94,320,1.000,bicubic,-56.723,-28.167,-15 +resnetrs350,39.947,60.053,68.920,31.080,163.96,384,1.000,bicubic,-56.813,-30.450,-20 +regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.810,-6 +swin_s3_base_224,39.800,60.200,70.453,29.547,71.13,224,0.900,bicubic,-56.450,-28.687,+28 +seresnext101_32x8d,39.547,60.453,69.467,30.533,93.57,288,1.000,bicubic,-57.223,-29.883,-25 +volo_d1_224,38.960,61.040,70.267,29.733,26.63,224,0.960,bicubic,-57.370,-29.043,+22 +resnetv2_101x1_bitm,38.947,61.053,71.040,28.960,44.54,448,1.000,bilinear,-57.153,-28.240,+43 +vit_large_patch32_384,38.947,61.053,68.933,31.067,306.63,384,1.000,bicubic,-56.883,-30.217,+62 +regnetz_040,38.747,61.253,70.413,29.587,27.12,320,1.000,bicubic,-57.963,-29.137,-22 +xcit_small_12_p8_224_dist,38.213,61.787,71.293,28.707,26.21,224,1.000,bicubic,-58.487,-28.097,-19 +resnet200d,38.160,61.840,68.627,31.373,64.69,320,1.000,bicubic,-58.560,-30.703,-27 +xcit_large_24_p16_224_dist,37.680,62.320,71.573,28.427,189.10,224,1.000,bicubic,-59.120,-27.777,-35 +seresnet152d,37.640,62.360,69.493,30.507,66.84,320,1.000,bicubic,-59.130,-29.957,-34 +xcit_small_12_p8_224,37.533,62.467,68.187,31.813,26.21,224,1.000,bicubic,-58.577,-30.973,+34 +eca_nfnet_l1,37.533,62.467,70.947,29.053,41.41,320,1.000,bicubic,-59.167,-28.343,-26 +twins_svt_large,37.213,62.787,69.253,30.747,99.27,224,0.900,bicubic,-59.057,-29.917,+15 +regnetz_d32,37.133,62.867,70.480,29.520,27.58,320,0.950,bicubic,-59.467,-28.900,-16 +vit_base_patch32_384,37.107,62.893,69.787,30.213,88.30,384,1.000,bicubic,-59.383,-29.623,-7 +regnety_064,36.973,63.027,68.173,31.827,30.58,288,1.000,bicubic,-59.387,-31.217,+4 +swin_s3_small_224,36.867,63.133,68.213,31.787,49.74,224,0.900,bicubic,-59.363,-30.877,+14 +efficientnetv2_rw_s,36.800,63.200,68.320,31.680,23.94,384,1.000,bicubic,-59.740,-31.000,-14 +regnety_160,36.773,63.227,69.093,30.907,83.59,288,1.000,bicubic,-59.577,-30.237,+2 +convnext_base,36.760,63.240,70.413,29.587,88.59,224,0.875,bicubic,-59.710,-28.817,-11 +resnext101_64x4d,36.733,63.267,66.640,33.360,83.46,288,1.000,bicubic,-59.347,-32.600,+29 +cait_xxs36_384,36.200,63.800,67.787,32.213,17.37,384,1.000,bicubic,-59.640,-31.303,+44 jx_nest_base,36.067,63.933,66.773,33.227,67.72,224,0.875,bicubic,-60.173,-32.437,+7 -pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.043,-30.250,-25 -tf_efficientnet_b3_ns,35.520,64.480,67.760,32.240,12.23,300,0.904,bicubic,-60.870,-31.590,-4 -tf_efficientnet_b6,35.213,64.787,67.733,32.267,43.04,528,0.942,bicubic,-61.457,-31.617,-29 -resnetrs270,35.040,64.960,65.480,34.520,129.86,352,1.000,bicubic,-61.650,-33.870,-33 -tf_efficientnet_b5_ap,34.800,65.200,67.480,32.520,30.39,456,0.934,bicubic,-61.870,-31.980,-30 -xcit_tiny_12_p8_384_dist,34.640,65.360,66.293,33.707,6.71,384,1.000,bicubic,-61.440,-32.847,+17 -vit_base_patch16_224_miil,34.520,65.480,64.987,35.013,86.54,224,0.875,bilinear,-61.920,-34.243,-15 -xcit_medium_24_p16_224_dist,34.333,65.667,67.893,32.107,84.40,224,1.000,bicubic,-62.257,-31.377,-26 -resnet152d,34.320,65.680,65.907,34.093,60.21,320,1.000,bicubic,-62.040,-33.483,-9 -tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+102 -resmlp_big_24_distilled_224,34.067,65.933,69.587,30.413,129.14,224,0.875,bicubic,-62.383,-29.723,-20 -xcit_tiny_24_p16_384_dist,33.827,66.173,65.347,34.653,12.12,384,1.000,bicubic,-62.103,-33.873,+17 -twins_pcpvt_large,33.413,66.587,67.947,32.053,60.99,224,0.900,bicubic,-62.737,-31.233,+2 -twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-3 -pit_b_224,33.147,66.853,62.333,37.667,73.76,224,0.900,bicubic,-62.493,-36.857,+38 -resnetv2_152x2_bit_teacher,33.053,66.947,64.267,35.733,236.34,224,0.875,bicubic,-63.047,-35.003,+5 -swsl_resnext50_32x4d,33.027,66.973,65.067,34.933,25.03,224,0.875,bilinear,-62.833,-34.183,+18 -xcit_large_24_p16_224,32.773,67.227,62.133,37.867,189.10,224,1.000,bicubic,-62.647,-36.487,+57 -ssl_resnext101_32x16d,32.653,67.347,64.027,35.973,194.03,224,0.875,bilinear,-63.137,-35.153,+22 -swin_small_patch4_window7_224,32.600,67.400,65.467,34.533,49.61,224,0.900,bicubic,-63.310,-33.553,+10 -jx_nest_small,32.267,67.733,63.720,36.280,38.35,224,0.875,bicubic,-63.703,-35.410,+6 -tf_efficientnet_b5,31.827,68.173,65.280,34.720,30.39,456,0.934,bicubic,-64.523,-34.030,-20 -resnest101e,31.400,68.600,64.360,35.640,48.28,256,0.875,bilinear,-64.460,-34.760,+13 -crossvit_base_240,31.333,68.667,61.280,38.720,105.03,240,0.875,bicubic,-64.187,-37.540,+40 -convnext_small,31.240,68.760,66.093,33.907,50.22,224,0.875,bicubic,-64.930,-33.187,-15 -cait_s24_224,31.213,68.787,64.560,35.440,46.92,224,1.000,bicubic,-65.167,-34.590,-27 -efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.590,-13 -resnetrs200,30.773,69.227,63.320,36.680,93.21,320,1.000,bicubic,-65.757,-36.030,-40 -crossvit_18_240,30.587,69.413,61.960,38.040,43.27,240,0.875,bicubic,-64.853,-36.830,+40 -dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.383,-17 -crossvit_18_dagger_240,30.520,69.480,61.827,38.173,44.27,240,0.875,bicubic,-65.050,-37.233,+25 -xcit_small_24_p16_224_dist,30.427,69.573,64.707,35.293,47.67,224,1.000,bicubic,-65.783,-34.503,-24 -xcit_medium_24_p16_224,30.187,69.813,59.333,40.667,84.40,224,1.000,bicubic,-65.343,-39.797,+27 -cait_xxs24_384,30.027,69.973,63.920,36.080,12.03,384,1.000,bicubic,-65.253,-35.040,+49 -twins_pcpvt_base,29.960,70.040,64.587,35.413,43.83,224,0.900,bicubic,-65.830,-34.543,+7 -swsl_resnet50,29.840,70.160,63.853,36.147,25.56,224,0.875,bilinear,-65.560,-35.437,+41 -deit_base_distilled_patch16_224,29.600,70.400,64.440,35.560,87.34,224,0.900,bicubic,-66.490,-34.750,-15 -convit_base,29.547,70.453,61.787,38.213,86.54,224,0.875,bicubic,-66.003,-37.083,+19 -ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+28 -tf_efficientnetv2_s,29.040,70.960,61.227,38.773,21.46,384,1.000,bicubic,-67.300,-37.973,-37 -resnet101d,28.987,71.013,62.040,37.960,44.57,320,1.000,bicubic,-67.313,-37.190,-36 -resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-59 +pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.043,-30.250,-31 +regnety_080,35.573,64.427,67.227,32.773,39.18,288,1.000,bicubic,-60.957,-32.093,-19 +tf_efficientnet_b3_ns,35.520,64.480,67.760,32.240,12.23,300,0.904,bicubic,-60.870,-31.590,-9 +tf_efficientnet_b6,35.213,64.787,67.733,32.267,43.04,528,0.942,bicubic,-61.457,-31.617,-36 +resnetrs270,35.013,64.987,65.480,34.520,129.86,352,1.000,bicubic,-61.677,-33.870,-39 +tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.870,-31.993,-37 +xcit_tiny_12_p8_384_dist,34.627,65.373,66.307,33.693,6.71,384,1.000,bicubic,-61.453,-32.833,+21 +vit_base_patch16_224_miil,34.533,65.467,65.000,35.000,86.54,224,0.875,bilinear,-61.917,-34.300,-20 +xcit_medium_24_p16_224_dist,34.347,65.653,67.893,32.107,84.40,224,1.000,bicubic,-62.243,-31.377,-32 +resnet152d,34.333,65.667,65.907,34.093,60.21,320,1.000,bicubic,-62.027,-33.323,-14 +tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+115 +resmlp_big_24_distilled_224,34.067,65.933,69.587,30.413,129.14,224,0.875,bicubic,-62.383,-29.723,-25 +regnetv_064,33.973,66.027,67.853,32.147,30.58,288,1.000,bicubic,-62.437,-31.507,-23 +xcit_tiny_24_p16_384_dist,33.827,66.173,65.373,34.627,12.12,384,1.000,bicubic,-62.103,-33.847,+21 +twins_pcpvt_large,33.413,66.587,67.947,32.053,60.99,224,0.900,bicubic,-62.737,-31.303,+1 +twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-2 +pit_b_224,33.133,66.867,62.320,37.680,73.76,224,0.900,bicubic,-62.507,-36.870,+43 +resnetv2_152x2_bit_teacher,33.053,66.947,64.267,35.733,236.34,224,0.875,bicubic,-63.047,-35.003,+7 +swsl_resnext50_32x4d,33.040,66.960,65.080,34.920,25.03,224,0.875,bilinear,-62.830,-34.170,+21 +xception65,32.773,67.227,62.973,37.027,39.92,299,0.940,bicubic,-63.577,-36.267,-20 +xcit_large_24_p16_224,32.773,67.227,62.107,37.893,189.10,224,1.000,bicubic,-62.647,-36.513,+64 +ssl_resnext101_32x16d,32.653,67.347,64.027,35.973,194.03,224,0.875,bilinear,-63.137,-35.153,+25 +swin_small_patch4_window7_224,32.600,67.400,65.440,34.560,49.61,224,0.900,bicubic,-63.310,-33.580,+13 +jx_nest_small,32.267,67.733,63.760,36.240,38.35,224,0.875,bicubic,-63.703,-35.370,+9 +tf_efficientnet_b5,31.840,68.160,65.293,34.707,30.39,456,0.934,bicubic,-64.510,-34.017,-26 +regnetz_c16_evos,31.493,68.507,66.280,33.720,13.49,320,0.950,bicubic,-64.637,-33.080,-7 +resnest101e,31.400,68.600,64.373,35.627,48.28,256,0.875,bilinear,-64.460,-34.747,+15 +crossvit_base_240,31.347,68.653,61.293,38.707,105.03,240,0.875,bicubic,-64.173,-37.527,+44 +regnetv_040,31.333,68.667,64.667,35.333,20.64,288,1.000,bicubic,-64.857,-34.663,-18 +convnext_small,31.307,68.693,66.027,33.973,50.22,224,0.875,bicubic,-64.863,-33.073,-18 +cait_s24_224,31.200,68.800,64.573,35.427,46.92,224,1.000,bicubic,-65.180,-34.577,-36 +efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.580,-14 +regnety_040,30.600,69.400,63.813,36.187,20.65,288,1.000,bicubic,-65.420,-35.377,-3 +crossvit_18_240,30.573,69.427,61.960,38.040,43.27,240,0.875,bicubic,-64.867,-37.170,+47 +dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.323,-18 +crossvit_18_dagger_240,30.520,69.480,61.813,38.187,44.27,240,0.875,bicubic,-65.050,-37.247,+28 +xcit_small_24_p16_224_dist,30.440,69.560,64.693,35.307,47.67,224,1.000,bicubic,-65.780,-34.517,-28 +xcit_medium_24_p16_224,30.200,69.800,59.320,40.680,84.40,224,1.000,bicubic,-65.330,-39.730,+31 +cait_xxs24_384,30.027,69.973,63.933,36.067,12.03,384,1.000,bicubic,-65.243,-35.027,+56 +twins_pcpvt_base,29.960,70.040,64.587,35.413,43.83,224,0.900,bicubic,-65.830,-34.543,+8 +swsl_resnet50,29.853,70.147,63.813,36.187,25.56,224,0.875,bilinear,-65.547,-35.487,+47 +deit_base_distilled_patch16_224,29.600,70.400,64.427,35.573,87.34,224,0.900,bicubic,-66.490,-34.763,-16 +convit_base,29.520,70.480,61.760,38.240,86.54,224,0.875,bicubic,-66.030,-37.110,+22 +ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+33 +tf_efficientnetv2_s,29.040,70.960,61.227,38.773,21.46,384,1.000,bicubic,-67.300,-37.973,-44 +resnet101d,29.000,71.000,62.053,37.947,44.57,320,1.000,bicubic,-67.300,-37.177,-42 +xception65p,28.973,71.027,59.920,40.080,39.82,299,0.940,bicubic,-67.227,-39.260,-37 +resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-70 regnetz_c16,28.907,71.093,63.347,36.653,13.46,320,0.940,bicubic,-66.893,-35.753,-3 -xcit_tiny_24_p8_224_dist,28.733,71.267,61.400,38.600,12.11,224,1.000,bicubic,-67.077,-37.810,-5 -xcit_tiny_24_p8_224,28.707,71.293,60.440,39.560,12.11,224,1.000,bicubic,-66.963,-38.610,+6 -crossvit_15_dagger_240,28.533,71.467,60.320,39.680,28.21,240,0.875,bicubic,-67.157,-38.510,+3 -xcit_small_24_p16_224,28.347,71.653,58.827,41.173,47.67,224,1.000,bicubic,-67.183,-40.223,+14 -coat_lite_small,27.547,72.453,58.547,41.453,19.84,224,0.900,bicubic,-67.993,-40.313,+11 -deit_base_patch16_224,27.453,72.547,58.893,41.107,86.57,224,0.900,bicubic,-67.987,-39.947,+21 -resnetv2_50x1_bitm,27.293,72.707,62.867,37.133,25.55,448,1.000,bilinear,-67.717,-36.193,+60 -xcit_small_12_p16_224_dist,27.120,72.880,59.813,40.187,26.25,224,1.000,bicubic,-68.910,-39.327,-27 -vit_small_patch16_224,27.027,72.973,59.173,40.827,22.05,224,0.900,bicubic,-68.343,-39.977,+26 -tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-21 -tf_efficientnet_b4_ap,26.253,73.747,60.213,39.787,19.34,380,0.922,bicubic,-69.917,-38.897,-45 -nfnet_l0,26.227,73.773,61.760,38.240,35.07,288,1.000,bicubic,-69.893,-37.480,-39 -regnety_032,26.213,73.787,60.987,39.013,19.44,288,1.000,bicubic,-69.757,-38.203,-30 -ecaresnet50t,26.107,73.893,60.040,39.960,25.57,320,0.950,bicubic,-69.403,-39.080,+8 -fbnetv3_g,26.093,73.907,61.040,38.960,16.62,288,0.950,bilinear,-69.417,-37.950,+8 -ecaresnet101d,26.027,73.973,59.000,41.000,44.57,224,0.875,bicubic,-69.503,-39.740,+3 -visformer_small,25.840,74.160,58.880,41.120,40.22,224,0.900,bicubic,-69.640,-40.020,+8 -halo2botnet50ts_256,25.573,74.427,56.840,43.160,22.64,256,0.950,bicubic,-69.847,-42.170,+13 -coat_mini,25.493,74.507,57.693,42.307,10.34,224,0.900,bicubic,-69.477,-41.087,+51 -crossvit_15_240,25.467,74.533,57.573,42.427,27.53,240,0.875,bicubic,-69.673,-41.357,+30 -xcit_small_12_p16_224,25.133,74.867,56.040,43.960,26.25,224,1.000,bicubic,-70.287,-42.800,+12 -resnetv2_50x1_bit_distilled,25.107,74.893,59.640,40.360,25.55,224,0.875,bicubic,-71.013,-39.640,-48 -convit_small,25.093,74.907,57.280,42.720,27.78,224,0.875,bicubic,-70.107,-41.620,+21 -gc_efficientnetv2_rw_t,25.040,74.960,57.707,42.293,13.68,288,1.000,bicubic,-70.700,-41.313,-22 -eca_nfnet_l0,24.827,75.173,60.093,39.907,24.14,288,1.000,bicubic,-71.123,-39.117,-40 -tnt_s_patch16_224,24.747,75.253,58.173,41.827,23.76,224,0.900,bicubic,-70.293,-40.667,+37 -xcit_tiny_12_p16_384_dist,24.440,75.560,57.080,42.920,6.72,384,1.000,bicubic,-70.690,-41.770,+24 -efficientnetv2_rw_t,24.333,75.667,57.400,42.600,13.65,288,1.000,bicubic,-71.277,-41.670,-16 -convnext_tiny,24.253,75.747,59.187,40.813,28.59,224,0.875,bicubic,-71.297,-39.833,-14 -ssl_resnext101_32x4d,24.187,75.813,57.400,42.600,44.18,224,0.875,bilinear,-71.253,-41.730,-2 -twins_svt_small,24.120,75.880,57.147,42.853,24.06,224,0.900,bicubic,-71.080,-41.733,+14 -vit_small_r26_s32_224,24.067,75.933,56.187,43.813,36.43,224,0.900,bicubic,-71.573,-42.483,-23 -tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-32 -vit_small_patch32_384,23.773,76.227,57.293,42.707,22.92,384,1.000,bicubic,-71.277,-41.697,+27 -lamhalobotnet50ts_256,23.587,76.413,55.293,44.707,22.57,256,0.950,bicubic,-71.563,-43.587,+14 -resnet152,23.533,76.467,53.680,46.320,60.19,224,0.950,bicubic,-72.367,-45.400,-48 -nasnetalarge,23.480,76.520,55.013,44.987,88.75,331,0.911,bicubic,-72.200,-43.917,-30 -crossvit_small_240,23.440,76.560,56.827,43.173,26.86,240,0.875,bicubic,-71.390,-42.193,+44 -levit_384,23.413,76.587,56.373,43.627,39.13,224,0.900,bicubic,-72.117,-42.387,-19 -pnasnet5large,23.333,76.667,53.640,46.360,86.06,331,0.911,bicubic,-72.377,-45.280,-35 -efficientnet_b3,23.213,76.787,55.933,44.067,12.23,320,1.000,bicubic,-72.497,-43.107,-37 -jx_nest_tiny,23.173,76.827,56.227,43.773,17.06,224,0.875,bicubic,-72.077,-42.753,-1 -resnet61q,22.987,77.013,55.760,44.240,36.85,288,1.000,bicubic,-72.793,-43.230,-43 -halonet50ts,22.893,77.107,53.987,46.013,22.73,256,0.940,bicubic,-72.267,-44.783,+3 -resmlp_big_24_224,22.853,77.147,54.307,45.693,129.14,224,0.875,bicubic,-71.817,-44.173,+47 -twins_pcpvt_small,22.707,77.293,56.867,43.133,24.11,224,0.900,bicubic,-72.503,-42.013,-3 -vit_base_patch32_224,22.387,77.613,54.013,45.987,88.22,224,0.900,bicubic,-72.613,-45.017,+21 -pit_s_distilled_224,22.347,77.653,57.080,42.920,24.04,224,0.900,bicubic,-72.893,-41.970,-6 -xcit_tiny_12_p8_224_dist,22.067,77.933,54.307,45.693,6.71,224,1.000,bicubic,-73.023,-44.603,+6 -tresnet_m,21.680,78.320,53.853,46.147,31.39,224,0.875,bilinear,-74.040,-45.177,-47 -convmixer_1536_20,21.200,78.800,55.520,44.480,51.63,224,0.960,bicubic,-73.860,-43.510,+9 -swin_tiny_patch4_window7_224,21.147,78.853,55.987,44.013,28.29,224,0.900,bicubic,-73.983,-43.033,0 -pit_s_224,21.107,78.893,53.560,46.440,23.46,224,0.900,bicubic,-73.483,-45.140,+46 -xcit_tiny_12_p8_224,21.013,78.987,52.440,47.560,6.71,224,1.000,bicubic,-73.677,-46.390,+37 -resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.427,-65 -regnetz_b16,20.947,79.053,53.840,46.160,9.72,288,0.940,bicubic,-74.123,-45.210,+2 -resnetrs101,20.867,79.133,52.813,47.187,63.62,288,0.940,bicubic,-74.563,-46.217,-27 -sebotnet33ts_256,20.760,79.240,48.800,51.200,13.70,256,0.940,bicubic,-73.810,-49.700,+43 -deit_small_distilled_patch16_224,20.707,79.293,55.133,44.867,22.44,224,0.900,bicubic,-74.003,-43.897,+30 -resnest50d_4s2x40d,20.373,79.627,52.827,47.173,30.42,224,0.875,bicubic,-74.587,-46.243,+11 -ssl_resnext50_32x4d,20.027,79.973,53.613,46.387,25.03,224,0.875,bilinear,-74.843,-45.277,+17 -haloregnetz_b,20.000,80.000,50.000,50.000,11.68,224,0.940,bicubic,-74.700,-48.660,+28 -resnetv2_101,19.907,80.093,49.187,50.813,44.54,224,0.950,bicubic,-75.723,-49.803,-52 -xcit_nano_12_p8_384_dist,19.813,80.187,50.547,49.453,3.05,384,1.000,bicubic,-73.707,-47.993,+143 -tresnet_xl,19.640,80.360,53.147,46.853,78.44,224,0.875,bilinear,-75.800,-45.903,-36 -gluon_senet154,19.333,80.667,47.560,52.440,115.09,224,0.875,bicubic,-75.587,-51.200,+7 -resnet101,19.333,80.667,49.613,50.387,44.55,224,0.950,bicubic,-76.027,-49.247,-31 -levit_256,19.200,80.800,50.067,49.933,18.89,224,0.900,bicubic,-75.820,-48.823,-3 -rexnet_200,19.200,80.800,52.720,47.280,16.37,224,0.875,bicubic,-75.750,-46.290,+3 -repvgg_b3,19.133,80.867,50.293,49.707,123.09,224,0.875,bilinear,-75.437,-48.487,+30 -lambda_resnet50ts,19.120,80.880,49.307,50.693,21.54,256,0.950,bicubic,-75.670,-49.153,+12 -legacy_senet154,19.040,80.960,47.960,52.040,115.09,224,0.875,bilinear,-76.030,-50.870,-15 -mixer_b16_224_miil,19.027,80.973,51.253,48.747,59.88,224,0.875,bilinear,-76.273,-47.627,-35 -gluon_seresnext101_64x4d,18.933,81.067,49.160,50.840,88.23,224,0.875,bicubic,-75.987,-49.670,+1 -deit_small_patch16_224,18.920,81.080,51.413,48.587,22.05,224,0.900,bicubic,-75.470,-47.277,+49 -tf_efficientnet_b1_ns,18.693,81.307,51.693,48.307,7.79,240,0.882,bicubic,-76.477,-47.427,-30 +xcit_tiny_24_p8_224_dist,28.720,71.280,61.400,38.600,12.11,224,1.000,bicubic,-67.090,-37.810,-5 +xcit_tiny_24_p8_224,28.707,71.293,60.453,39.547,12.11,224,1.000,bicubic,-66.963,-38.597,+6 +crossvit_15_dagger_240,28.533,71.467,60.333,39.667,28.21,240,0.875,bicubic,-67.157,-38.497,+3 +xcit_small_24_p16_224,28.333,71.667,58.813,41.187,47.67,224,1.000,bicubic,-67.197,-40.317,+15 +coat_lite_small,27.547,72.453,58.533,41.467,19.84,224,0.900,bicubic,-67.993,-40.327,+13 +deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-40.157,+27 +resnetv2_50x1_bitm,27.307,72.693,62.853,37.147,25.55,448,1.000,bilinear,-67.703,-36.207,+68 +xcit_small_12_p16_224_dist,27.120,72.880,59.813,40.187,26.25,224,1.000,bicubic,-68.910,-39.327,-28 +vit_small_patch16_224,27.013,72.987,59.187,40.813,22.05,224,0.900,bicubic,-68.357,-39.963,+32 +swin_s3_tiny_224,26.493,73.507,60.333,39.667,28.33,224,0.900,bicubic,-68.667,-38.607,+43 +tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-22 +tf_efficientnet_b4_ap,26.253,73.747,60.213,39.787,19.34,380,0.922,bicubic,-69.917,-39.067,-48 +nfnet_l0,26.227,73.773,61.747,38.253,35.07,288,1.000,bicubic,-69.893,-37.493,-42 +regnety_032,26.213,73.787,60.987,39.013,19.44,288,1.000,bicubic,-69.757,-38.043,-32 +ecaresnet50t,26.107,73.893,60.013,39.987,25.57,320,0.950,bicubic,-69.403,-39.107,+11 +fbnetv3_g,26.093,73.907,61.040,38.960,16.62,288,0.950,bilinear,-69.417,-37.950,+11 +ecaresnet101d,26.013,73.987,59.000,41.000,44.57,224,0.875,bicubic,-69.517,-39.760,+5 +visformer_small,25.840,74.160,58.880,41.120,40.22,224,0.900,bicubic,-69.650,-40.020,+11 +halo2botnet50ts_256,25.587,74.413,56.840,43.160,22.64,256,0.950,bicubic,-69.823,-42.170,+19 +coat_mini,25.493,74.507,57.693,42.307,10.34,224,0.900,bicubic,-69.477,-41.087,+58 +crossvit_15_240,25.453,74.547,57.573,42.427,27.53,240,0.875,bicubic,-69.687,-41.277,+37 +xcit_small_12_p16_224,25.107,74.893,56.027,43.973,26.25,224,1.000,bicubic,-70.313,-42.813,+14 +resnetv2_50x1_bit_distilled,25.107,74.893,59.640,40.360,25.55,224,0.875,bicubic,-71.013,-39.640,-50 +convit_small,25.080,74.920,57.267,42.733,27.78,224,0.875,bicubic,-70.120,-41.633,+26 +gc_efficientnetv2_rw_t,25.040,74.960,57.707,42.293,13.68,288,1.000,bicubic,-70.700,-41.313,-23 +eca_nfnet_l0,24.827,75.173,60.093,39.907,24.14,288,1.000,bicubic,-71.123,-39.117,-41 +xception41p,24.800,75.200,55.187,44.813,26.91,299,0.940,bicubic,-70.720,-43.723,-3 +tnt_s_patch16_224,24.747,75.253,58.187,41.813,23.76,224,0.900,bicubic,-70.293,-40.653,+43 +resnetv2_50d_evos,24.493,75.507,56.360,43.640,25.59,288,0.950,bicubic,-71.117,-42.670,-15 +xcit_tiny_12_p16_384_dist,24.467,75.533,57.093,42.907,6.72,384,1.000,bicubic,-70.663,-41.927,+29 +efficientnetv2_rw_t,24.333,75.667,57.400,42.600,13.65,288,1.000,bicubic,-71.277,-41.670,-18 +convnext_tiny,24.253,75.747,59.333,40.667,28.59,224,0.875,bicubic,-71.297,-39.667,-15 +ssl_resnext101_32x4d,24.173,75.827,57.387,42.613,44.18,224,0.875,bilinear,-71.267,-41.403,-3 +twins_svt_small,24.107,75.893,57.160,42.840,24.06,224,0.900,bicubic,-71.093,-41.720,+17 +vit_small_r26_s32_224,24.080,75.920,56.173,43.827,36.43,224,0.900,bicubic,-71.560,-42.767,-25 +poolformer_m48,24.053,75.947,57.280,42.720,73.47,224,0.950,bicubic,-71.587,-41.390,-27 +tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-36 +resnetv2_50d_gn,23.920,76.080,56.307,43.693,25.57,288,0.950,bicubic,-71.510,-42.733,-3 +vit_small_patch32_384,23.800,76.200,57.307,42.693,22.92,384,1.000,bicubic,-71.260,-41.723,+28 +lamhalobotnet50ts_256,23.587,76.413,55.280,44.720,22.57,256,0.950,bicubic,-71.563,-43.600,+16 +resnet152,23.533,76.467,53.667,46.333,60.19,224,0.950,bicubic,-72.367,-45.413,-53 +nasnetalarge,23.480,76.520,55.013,44.987,88.75,331,0.911,bicubic,-72.200,-43.917,-35 +crossvit_small_240,23.440,76.560,56.787,43.213,26.86,240,0.875,bicubic,-71.390,-42.233,+47 +levit_384,23.413,76.587,56.373,43.627,39.13,224,0.900,bicubic,-72.117,-42.367,-23 +pnasnet5large,23.347,76.653,53.640,46.360,86.06,331,0.911,bicubic,-72.363,-45.390,-40 +convnext_tiny_hnf,23.240,76.760,55.187,44.813,28.59,224,0.950,bicubic,-72.270,-43.833,-21 +efficientnet_b3,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-44 +jx_nest_tiny,23.173,76.827,56.213,43.787,17.06,224,0.875,bicubic,-72.067,-42.837,0 +resnet61q,22.987,77.013,55.760,44.240,36.85,288,1.000,bicubic,-72.793,-43.230,-49 +halonet50ts,22.920,77.080,53.987,46.013,22.73,256,0.940,bicubic,-72.230,-44.783,+5 +resmlp_big_24_224,22.853,77.147,54.307,45.693,129.14,224,0.875,bicubic,-71.817,-44.173,+49 +twins_pcpvt_small,22.707,77.293,56.853,43.147,24.11,224,0.900,bicubic,-72.503,-42.027,-3 +poolformer_m36,22.507,77.493,55.280,44.720,56.17,224,0.950,bicubic,-72.873,-43.570,-13 +vit_base_patch32_224,22.387,77.613,54.000,46.000,88.22,224,0.900,bicubic,-72.613,-45.030,+22 +pit_s_distilled_224,22.373,77.627,57.093,42.907,24.04,224,0.900,bicubic,-72.867,-41.887,-8 +xcit_tiny_12_p8_224_dist,22.067,77.933,54.320,45.680,6.71,224,1.000,bicubic,-73.023,-44.590,+7 +tresnet_m,21.680,78.320,53.840,46.160,31.39,224,0.875,bilinear,-74.030,-45.080,-53 +convmixer_1536_20,21.200,78.800,55.520,44.480,51.63,224,0.960,bicubic,-73.860,-43.530,+10 +swin_tiny_patch4_window7_224,21.160,78.840,55.987,44.013,28.29,224,0.900,bicubic,-73.980,-42.943,-2 +pit_s_224,21.093,78.907,53.560,46.440,23.46,224,0.900,bicubic,-73.497,-45.140,+47 +xcit_tiny_12_p8_224,21.040,78.960,52.440,47.560,6.71,224,1.000,bicubic,-73.650,-46.390,+38 +regnetz_b16,20.960,79.040,53.840,46.160,9.72,288,0.940,bicubic,-74.100,-45.150,+7 +resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.427,-73 +resnetrs101,20.880,79.120,52.813,47.187,63.62,288,0.940,bicubic,-74.550,-46.217,-30 +sebotnet33ts_256,20.747,79.253,48.800,51.200,13.70,256,0.940,bicubic,-73.823,-49.700,+44 +deit_small_distilled_patch16_224,20.693,79.307,55.147,44.853,22.44,224,0.900,bicubic,-74.017,-43.883,+31 +resnest50d_4s2x40d,20.373,79.627,52.827,47.173,30.42,224,0.875,bicubic,-74.587,-46.243,+12 +ssl_resnext50_32x4d,20.027,79.973,53.613,46.387,25.03,224,0.875,bilinear,-74.843,-45.277,+18 +haloregnetz_b,20.000,80.000,50.000,50.000,11.68,224,0.940,bicubic,-74.700,-48.660,+29 +resnetv2_101,19.880,80.120,49.213,50.787,44.54,224,0.950,bicubic,-75.750,-49.777,-58 +xcit_nano_12_p8_384_dist,19.773,80.227,50.587,49.413,3.05,384,1.000,bicubic,-73.727,-48.143,+142 +tresnet_xl,19.640,80.360,53.147,46.853,78.44,224,0.875,bilinear,-75.800,-45.693,-41 +gluon_senet154,19.333,80.667,47.560,52.440,115.09,224,0.875,bicubic,-75.587,-51.200,+8 +resnet101,19.320,80.680,49.600,50.400,44.55,224,0.950,bicubic,-76.040,-49.260,-32 +levit_256,19.200,80.800,50.053,49.947,18.89,224,0.900,bicubic,-75.820,-48.837,-2 +rexnet_200,19.200,80.800,52.720,47.280,16.37,224,0.875,bicubic,-75.750,-46.290,+4 +repvgg_b3,19.133,80.867,50.307,49.693,123.09,224,0.875,bilinear,-75.437,-48.473,+31 +lambda_resnet50ts,19.107,80.893,49.280,50.720,21.54,256,0.950,bicubic,-75.683,-49.180,+13 +legacy_senet154,19.040,80.960,47.960,52.040,115.09,224,0.875,bilinear,-76.030,-50.870,-14 +mixer_b16_224_miil,19.040,80.960,51.240,48.760,59.88,224,0.875,bilinear,-76.270,-47.630,-36 +gluon_seresnext101_64x4d,18.920,81.080,49.173,50.827,88.23,224,0.875,bicubic,-76.000,-49.657,+2 +deit_small_patch16_224,18.907,81.093,51.387,48.613,22.05,224,0.900,bicubic,-75.483,-47.303,+51 +tf_efficientnet_b1_ns,18.693,81.307,51.693,48.307,7.79,240,0.882,bicubic,-76.477,-47.427,-31 +poolformer_s36,18.400,81.600,51.853,48.147,30.86,224,0.900,bicubic,-76.690,-47.057,-22 seresnext50_32x4d,18.373,81.627,50.973,49.027,27.56,224,0.875,bicubic,-76.657,-47.907,-13 -cait_xxs36_224,18.253,81.747,49.440,50.560,17.30,224,1.000,bicubic,-76.007,-49.280,+57 -ecaresnet50d,18.240,81.760,51.840,48.160,25.58,224,0.875,bicubic,-76.390,-46.920,+17 -sehalonet33ts,18.240,81.760,47.800,52.200,13.69,256,0.940,bicubic,-76.530,-50.770,+5 +cait_xxs36_224,18.280,81.720,49.440,50.560,17.30,224,1.000,bicubic,-75.980,-49.280,+58 +ecaresnet50d,18.240,81.760,51.853,48.147,25.58,224,0.875,bicubic,-76.390,-46.907,+17 +sehalonet33ts,18.227,81.773,47.800,52.200,13.69,256,0.940,bicubic,-76.543,-50.770,+5 tf_efficientnet_lite4,18.147,81.853,50.720,49.280,13.01,380,0.920,bilinear,-76.743,-48.300,-5 -vit_tiny_patch16_384,18.027,81.973,50.333,49.667,5.79,384,1.000,bicubic,-75.623,-48.267,+115 -resnest50d_1s4x24d,17.693,82.307,49.787,50.213,25.68,224,0.875,bicubic,-77.057,-49.193,+3 -gluon_seresnext101_32x4d,17.373,82.627,46.373,53.627,48.96,224,0.875,bicubic,-77.547,-52.437,-10 -resnest50d,17.373,82.627,50.733,49.267,27.48,224,0.875,bilinear,-77.477,-48.147,-5 -efficientnet_el,17.333,82.667,50.013,49.987,10.59,300,0.904,bicubic,-77.787,-48.967,-33 -inception_v4,17.267,82.733,45.933,54.067,42.68,299,0.875,bicubic,-77.113,-52.647,+38 -tf_efficientnet_b3_ap,17.213,82.787,49.680,50.320,12.23,300,0.904,bicubic,-78.107,-49.220,-51 -xcit_tiny_24_p16_224_dist,17.173,82.827,47.480,52.520,12.12,224,1.000,bicubic,-77.357,-51.300,+19 -xception71,17.000,83.000,45.533,54.467,42.34,299,0.903,bicubic,-77.280,-53.107,+44 +vit_tiny_patch16_384,18.027,81.973,50.333,49.667,5.79,384,1.000,bicubic,-75.633,-48.267,+112 +resnest50d_1s4x24d,17.693,82.307,49.787,50.213,25.68,224,0.875,bicubic,-77.067,-49.193,+3 +gluon_seresnext101_32x4d,17.373,82.627,46.387,53.613,48.96,224,0.875,bicubic,-77.547,-52.423,-10 +resnest50d,17.360,82.640,50.747,49.253,27.48,224,0.875,bilinear,-77.490,-48.133,-5 +efficientnet_el,17.320,82.680,50.027,49.973,10.59,300,0.904,bicubic,-77.800,-48.953,-34 +inception_v4,17.280,82.720,45.933,54.067,42.68,299,0.875,bicubic,-77.100,-52.647,+39 +tf_efficientnet_b3_ap,17.213,82.787,49.680,50.320,12.23,300,0.904,bicubic,-78.107,-49.220,-53 +xcit_tiny_24_p16_224_dist,17.187,82.813,47.493,52.507,12.12,224,1.000,bicubic,-77.353,-51.287,+20 +xception71,17.000,83.000,45.533,54.467,42.34,299,0.903,bicubic,-77.280,-53.107,+45 tf_efficientnet_b3,16.987,83.013,49.267,50.733,12.23,300,0.904,bicubic,-78.033,-49.643,-25 -gluon_resnext101_64x4d,16.880,83.120,44.173,55.827,83.46,224,0.875,bicubic,-77.780,-54.477,+2 +gluon_resnext101_64x4d,16.893,83.107,44.147,55.853,83.46,224,0.875,bicubic,-77.767,-54.503,+2 resmlp_36_distilled_224,16.880,83.120,51.480,48.520,44.69,224,0.875,bicubic,-78.000,-47.360,-16 -tf_efficientnetv2_b3,16.653,83.347,48.680,51.320,14.36,300,0.904,bicubic,-78.507,-50.140,-46 -tresnet_l,16.600,83.400,49.920,50.080,55.99,224,0.875,bilinear,-78.690,-49.090,-56 -inception_resnet_v2,16.573,83.427,44.947,55.053,55.84,299,0.897,bicubic,-77.967,-53.663,+11 -gluon_resnet152_v1d,16.560,83.440,44.267,55.733,60.21,224,0.875,bicubic,-78.180,-54.473,-10 -gluon_resnet152_v1s,16.560,83.440,44.520,55.480,60.32,224,0.875,bicubic,-78.480,-54.410,-36 -gmlp_s16_224,16.547,83.453,45.120,54.880,19.42,224,0.875,bicubic,-77.603,-53.380,+53 -resmlp_24_distilled_224,16.453,83.547,50.387,49.613,30.02,224,0.875,bicubic,-78.007,-48.383,+18 -gluon_xception65,16.427,83.573,46.053,53.947,39.92,299,0.903,bicubic,-77.833,-52.517,+35 -gcresnet50t,16.360,83.640,48.213,51.787,25.90,256,0.900,bicubic,-78.500,-50.587,-23 -xcit_tiny_24_p16_224,16.320,83.680,45.973,54.027,12.12,224,1.000,bicubic,-77.750,-52.537,+58 -wide_resnet50_2,16.307,83.693,48.413,51.587,68.88,224,0.875,bicubic,-78.763,-50.557,-46 +tf_efficientnetv2_b3,16.653,83.347,48.680,51.320,14.36,300,0.904,bicubic,-78.507,-50.140,-48 +tresnet_l,16.587,83.413,49.933,50.067,55.99,224,0.875,bilinear,-78.703,-49.077,-58 +gluon_resnet152_v1s,16.573,83.427,44.520,55.480,60.32,224,0.875,bicubic,-78.467,-54.410,-34 +inception_resnet_v2,16.573,83.427,44.947,55.053,55.84,299,0.897,bicubic,-77.977,-53.803,+9 +gluon_resnet152_v1d,16.560,83.440,44.267,55.733,60.21,224,0.875,bicubic,-78.180,-54.473,-11 +gmlp_s16_224,16.547,83.453,45.107,54.893,19.42,224,0.875,bicubic,-77.603,-53.393,+53 +resmlp_24_distilled_224,16.453,83.547,50.387,49.613,30.02,224,0.875,bicubic,-78.007,-48.383,+19 +gluon_xception65,16.427,83.573,46.053,53.947,39.92,299,0.903,bicubic,-77.833,-52.517,+36 +gcresnet50t,16.360,83.640,48.227,51.773,25.90,256,0.900,bicubic,-78.490,-50.563,-23 gernet_l,16.307,83.693,47.200,52.800,31.08,256,0.875,bilinear,-78.793,-51.700,-50 -ens_adv_inception_resnet_v2,16.240,83.760,43.653,56.347,55.84,299,0.897,bicubic,-77.920,-54.947,+44 -repvgg_b3g4,16.240,83.760,47.640,52.360,83.83,224,0.875,bilinear,-78.280,-51.330,+2 -gcresnext50ts,16.213,83.787,46.533,53.467,15.67,256,0.900,bicubic,-78.277,-52.137,+3 -xception65,16.040,83.960,43.773,56.227,39.92,299,0.903,bicubic,-77.720,-54.597,+78 -ssl_resnet50,15.920,84.080,49.413,50.587,25.56,224,0.875,bilinear,-78.530,-49.507,+9 -regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-53.803,-7 -ecaresnet101d_pruned,15.600,84.400,48.027,51.973,24.88,224,0.875,bicubic,-79.480,-50.953,-56 -convmixer_768_32,15.533,84.467,47.960,52.040,21.11,224,0.960,bicubic,-78.967,-50.890,-3 -ecaresnet26t,15.467,84.533,47.933,52.067,16.01,320,0.950,bicubic,-78.843,-50.787,+17 -coat_tiny,15.400,84.600,45.640,54.360,5.50,224,0.900,bicubic,-78.190,-52.780,+87 -skresnext50_32x4d,15.360,84.640,44.507,55.493,27.48,224,0.875,bicubic,-78.900,-53.953,+22 -cait_xxs24_224,15.160,84.840,44.920,55.080,11.96,224,1.000,bicubic,-78.440,-53.520,+83 -ecaresnetlight,15.160,84.840,45.813,54.187,30.16,224,0.875,bicubic,-79.610,-52.987,-34 -levit_192,14.893,85.107,44.973,55.027,10.95,224,0.900,bicubic,-79.277,-53.707,+30 -rexnet_150,14.720,85.280,46.933,53.067,9.73,224,0.875,bicubic,-79.760,-51.857,-6 -resnext50_32x4d,14.533,85.467,44.173,55.827,25.03,224,0.950,bicubic,-80.007,-54.617,-16 -coat_lite_mini,14.480,85.520,44.520,55.480,11.01,224,0.900,bicubic,-79.580,-54.030,+40 -efficientnet_el_pruned,14.467,85.533,46.067,53.933,10.59,300,0.904,bicubic,-79.933,-52.673,-1 -efficientnet_b2,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-26 -seresnet33ts,14.427,85.573,46.160,53.840,19.78,256,0.900,bicubic,-80.423,-52.630,-44 -legacy_seresnext101_32x4d,14.147,85.853,43.000,57.000,48.96,224,0.875,bilinear,-80.213,-55.650,0 -seresnet50,14.147,85.853,45.520,54.480,28.09,224,0.875,bicubic,-80.403,-53.230,-24 -fbnetv3_d,14.120,85.880,46.453,53.547,10.31,256,0.950,bilinear,-79.810,-52.287,+44 -eca_resnet33ts,14.107,85.893,47.387,52.613,19.68,256,0.900,bicubic,-80.083,-51.383,+16 +wide_resnet50_2,16.307,83.693,48.413,51.587,68.88,224,0.875,bicubic,-78.763,-50.557,-46 +xcit_tiny_24_p16_224,16.293,83.707,45.973,54.027,12.12,224,1.000,bicubic,-77.777,-52.487,+54 +repvgg_b3g4,16.240,83.760,47.640,52.360,83.83,224,0.875,bilinear,-78.280,-51.330,+3 +ens_adv_inception_resnet_v2,16.240,83.760,43.640,56.360,55.84,299,0.897,bicubic,-77.920,-54.960,+44 +gcresnext50ts,16.227,83.773,46.533,53.467,15.67,256,0.900,bicubic,-78.263,-52.137,+4 +ssl_resnet50,15.920,84.080,49.387,50.613,25.56,224,0.875,bilinear,-78.530,-49.533,+11 +regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-54.023,-2 +ecaresnet101d_pruned,15.600,84.400,48.013,51.987,24.88,224,0.875,bicubic,-79.480,-50.967,-55 +convmixer_768_32,15.533,84.467,47.960,52.040,21.11,224,0.960,bicubic,-78.967,-50.890,-1 +ecaresnet26t,15.467,84.533,47.933,52.067,16.01,320,0.950,bicubic,-78.843,-50.787,+19 +coat_tiny,15.400,84.600,45.613,54.387,5.50,224,0.900,bicubic,-78.190,-52.807,+85 +skresnext50_32x4d,15.360,84.640,44.507,55.493,27.48,224,0.875,bicubic,-78.900,-53.953,+24 +ecaresnetlight,15.173,84.827,45.827,54.173,30.16,224,0.875,bicubic,-79.597,-52.973,-32 +cait_xxs24_224,15.160,84.840,44.947,55.053,11.96,224,1.000,bicubic,-78.440,-53.503,+80 +levit_192,14.893,85.107,44.973,55.027,10.95,224,0.900,bicubic,-79.277,-53.577,+31 +rexnet_150,14.720,85.280,46.920,53.080,9.73,224,0.875,bicubic,-79.760,-51.870,-4 +resnext50_32x4d,14.533,85.467,44.173,55.827,25.03,224,0.950,bicubic,-80.017,-54.617,-17 +efficientnet_el_pruned,14.507,85.493,46.093,53.907,10.59,300,0.904,bicubic,-79.893,-52.617,+3 +coat_lite_mini,14.493,85.507,44.507,55.493,11.01,224,0.900,bicubic,-79.557,-54.053,+39 +efficientnet_b2,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-25 +seresnet33ts,14.427,85.573,46.133,53.867,19.78,256,0.900,bicubic,-80.423,-52.657,-43 +poolformer_s24,14.267,85.733,47.240,52.760,21.39,224,0.900,bicubic,-80.283,-51.540,-23 +legacy_seresnext101_32x4d,14.160,85.840,43.000,57.000,48.96,224,0.875,bilinear,-80.200,-55.650,+1 +seresnet50,14.147,85.853,45.507,54.493,28.09,224,0.875,bicubic,-80.403,-53.373,-23 +fbnetv3_d,14.120,85.880,46.453,53.547,10.31,256,0.950,bilinear,-79.810,-52.287,+43 +eca_resnet33ts,14.093,85.907,47.373,52.627,19.68,256,0.900,bicubic,-80.097,-51.397,+17 gernet_m,14.080,85.920,46.053,53.947,21.14,224,0.875,bilinear,-80.540,-52.807,-33 -gluon_resnext101_32x4d,13.867,86.133,41.667,58.333,44.18,224,0.875,bicubic,-80.673,-57.183,-25 -gcresnet33ts,13.760,86.240,45.040,54.960,19.88,256,0.900,bicubic,-80.710,-53.730,-16 -gluon_seresnext50_32x4d,13.613,86.387,43.733,56.267,27.56,224,0.875,bicubic,-80.717,-54.877,-4 -resmlp_36_224,13.507,86.493,46.693,53.307,44.69,224,0.875,bicubic,-80.693,-51.967,+9 -resnet50_gn,13.453,86.547,42.747,57.253,25.56,224,0.940,bicubic,-80.907,-55.963,-8 -repvgg_b2g4,13.427,86.573,43.840,56.160,61.76,224,0.875,bilinear,-80.413,-54.750,+43 -eca_botnext26ts_256,13.360,86.640,42.173,57.827,10.59,256,0.950,bicubic,-80.420,-56.327,+48 -regnetx_320,13.333,86.667,40.707,59.293,107.81,224,0.875,bicubic,-81.127,-58.033,-22 -ese_vovnet39b,13.333,86.667,43.813,56.187,24.57,224,0.875,bicubic,-80.757,-54.847,+21 -pit_xs_distilled_224,13.267,86.733,44.560,55.440,11.00,224,0.900,bicubic,-80.553,-54.110,+42 -efficientnet_b3_pruned,13.173,86.827,45.213,54.787,9.86,300,0.904,bicubic,-81.457,-53.677,-46 -gluon_resnet101_v1d,13.173,86.827,41.507,58.493,44.57,224,0.875,bicubic,-81.067,-57.143,-2 -mixnet_xl,13.107,86.893,43.253,56.747,11.90,224,0.875,bicubic,-81.083,-55.087,+3 -nf_regnet_b1,12.947,87.053,44.400,55.600,10.22,288,0.900,bicubic,-81.173,-54.340,+13 -eca_halonext26ts,12.933,87.067,42.760,57.240,10.76,256,0.940,bicubic,-81.117,-55.740,+18 -pit_xs_224,12.813,87.187,42.827,57.173,10.62,224,0.900,bicubic,-80.297,-55.493,+93 -gluon_inception_v3,12.640,87.360,40.507,59.493,23.83,299,0.875,bicubic,-80.820,-58.063,+67 -crossvit_9_dagger_240,12.560,87.440,41.787,58.213,8.78,240,0.875,bicubic,-80.330,-56.443,+103 -coat_lite_tiny,12.547,87.453,41.147,58.853,5.72,224,0.900,bicubic,-80.683,-57.113,+83 -resmlp_24_224,12.493,87.507,43.427,56.573,30.02,224,0.875,bicubic,-81.527,-54.903,+15 +gluon_resnext101_32x4d,13.867,86.133,41.667,58.333,44.18,224,0.875,bicubic,-80.673,-56.963,-24 +gcresnet33ts,13.760,86.240,45.040,54.960,19.88,256,0.900,bicubic,-80.710,-53.730,-15 +gluon_seresnext50_32x4d,13.613,86.387,43.720,56.280,27.56,224,0.875,bicubic,-80.717,-54.890,-2 +resmlp_36_224,13.507,86.493,46.693,53.307,44.69,224,0.875,bicubic,-80.693,-51.967,+10 +resnet50_gn,13.453,86.547,42.760,57.240,25.56,224,0.940,bicubic,-80.897,-55.950,-6 +repvgg_b2g4,13.413,86.587,43.827,56.173,61.76,224,0.875,bilinear,-80.427,-54.983,+41 +eca_botnext26ts_256,13.373,86.627,42.160,57.840,10.59,256,0.950,bicubic,-80.407,-56.340,+46 +regnetx_320,13.333,86.667,40.707,59.293,107.81,224,0.875,bicubic,-81.127,-58.033,-20 +ese_vovnet39b,13.320,86.680,43.813,56.187,24.57,224,0.875,bicubic,-80.770,-54.847,+19 +pit_xs_distilled_224,13.253,86.747,44.560,55.440,11.00,224,0.900,bicubic,-80.567,-54.110,+40 +efficientnet_b3_pruned,13.173,86.827,45.227,54.773,9.86,300,0.904,bicubic,-81.457,-53.663,-46 +gluon_resnet101_v1d,13.173,86.827,41.493,58.507,44.57,224,0.875,bicubic,-81.057,-57.237,-1 +mixnet_xl,13.107,86.893,43.253,56.747,11.90,224,0.875,bicubic,-81.083,-55.087,+4 +nf_regnet_b1,12.947,87.053,44.400,55.600,10.22,288,0.900,bicubic,-81.173,-54.220,+12 +eca_halonext26ts,12.933,87.067,42.773,57.227,10.76,256,0.940,bicubic,-81.117,-55.717,+17 +mobilevit_s,12.880,87.120,40.827,59.173,5.58,256,0.900,bicubic,-80.290,-57.613,+87 +pit_xs_224,12.827,87.173,42.827,57.173,10.62,224,0.900,bicubic,-80.283,-55.503,+90 +gluon_inception_v3,12.640,87.360,40.507,59.493,23.83,299,0.875,bicubic,-80.810,-58.063,+63 +crossvit_9_dagger_240,12.560,87.440,41.787,58.213,8.78,240,0.875,bicubic,-80.330,-56.463,+100 +coat_lite_tiny,12.533,87.467,41.120,58.880,5.72,224,0.900,bicubic,-80.697,-57.140,+79 +resmlp_24_224,12.493,87.507,43.427,56.573,30.02,224,0.875,bicubic,-81.527,-54.903,+13 regnety_120,12.400,87.600,42.200,57.800,51.82,224,0.875,bicubic,-82.080,-56.610,-38 -efficientnet_em,12.360,87.640,43.867,56.133,6.90,240,0.882,bicubic,-81.470,-54.943,+28 -cspdarknet53,12.027,87.973,43.267,56.733,27.64,256,0.887,bilinear,-82.633,-55.533,-60 -hrnet_w64,12.013,87.987,40.800,59.200,128.06,224,0.875,bilinear,-81.997,-57.820,+12 -xcit_tiny_12_p16_224_dist,11.973,88.027,40.120,59.880,6.72,224,1.000,bicubic,-81.427,-58.370,+65 -gluon_resnet101_v1s,11.880,88.120,40.987,59.013,44.67,224,0.875,bicubic,-82.840,-57.833,-68 -gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.093,+96 -nf_resnet50,11.760,88.240,45.947,54.053,25.56,288,0.940,bicubic,-82.790,-52.843,-56 -fbnetv3_b,11.747,88.253,44.387,55.613,8.60,256,0.950,bilinear,-82.213,-54.243,+10 -resnet50d,11.707,88.293,42.453,57.547,25.58,224,0.875,bicubic,-82.553,-56.267,-23 -dpn92,11.627,88.373,40.293,59.707,37.67,224,0.875,bicubic,-82.603,-58.437,-20 -xception41,11.600,88.400,39.147,60.853,26.97,299,0.903,bicubic,-81.830,-59.283,+54 -botnet26t_256,11.587,88.413,40.133,59.867,12.49,256,0.950,bicubic,-81.913,-58.227,+46 -dla102x2,11.560,88.440,41.320,58.680,41.28,224,0.875,bilinear,-82.400,-57.160,+4 -vit_small_patch32_224,11.480,88.520,39.547,60.453,22.88,224,0.900,bicubic,-80.560,-58.683,+134 -levit_128,11.440,88.560,40.227,59.773,9.21,224,0.900,bicubic,-81.890,-58.153,+57 -regnety_080,11.413,88.587,40.613,59.387,39.18,224,0.875,bicubic,-82.757,-57.937,-19 -lambda_resnet26t,11.373,88.627,40.200,59.800,10.96,256,0.940,bicubic,-82.457,-58.450,+13 -efficientnet_b2_pruned,11.347,88.653,42.027,57.973,8.31,260,0.890,bicubic,-82.793,-56.503,-16 -tf_efficientnet_el,11.347,88.653,42.053,57.947,10.59,300,0.904,bicubic,-83.053,-56.657,-47 -xcit_nano_12_p16_384_dist,11.253,88.747,39.867,60.133,3.05,384,1.000,bicubic,-80.577,-58.153,+142 -halonet26t,11.133,88.867,38.800,61.200,12.48,256,0.950,bicubic,-82.887,-59.700,-8 -gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,-22 -vit_tiny_r_s16_p8_384,11.080,88.920,40.000,60.000,6.36,384,1.000,bicubic,-80.960,-58.290,+126 -hrnet_w48,11.067,88.933,40.320,59.680,77.47,224,0.875,bilinear,-82.853,-58.290,-2 -dpn107,11.053,88.947,38.627,61.373,86.92,224,0.875,bicubic,-83.247,-59.843,-44 -tf_efficientnetv2_b2,11.027,88.973,39.760,60.240,10.10,260,0.890,bicubic,-83.393,-58.810,-56 -ecaresnet50d_pruned,11.013,88.987,41.947,58.053,19.94,224,0.875,bicubic,-83.207,-56.783,-36 -adv_inception_v3,11.000,89.000,36.720,63.280,23.83,299,0.875,bicubic,-81.890,-61.420,+71 -xcit_tiny_12_p16_224,10.973,89.027,37.027,62.973,6.72,224,1.000,bicubic,-81.527,-61.213,+97 -resnetv2_50,10.960,89.040,39.347,60.653,25.55,224,0.950,bicubic,-83.480,-59.393,-61 -tf_efficientnet_b0_ns,10.933,89.067,40.067,59.933,5.29,224,0.875,bicubic,-82.697,-58.573,+16 -tf_inception_v3,10.827,89.173,36.840,63.160,23.83,299,0.875,bicubic,-82.493,-61.190,+44 -xcit_nano_12_p8_224_dist,10.787,89.213,38.133,61.867,3.05,224,1.000,bicubic,-81.313,-60.027,+113 -dpn131,10.720,89.280,37.187,62.813,79.25,224,0.875,bicubic,-83.270,-61.533,-18 -tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-74 -resnext50d_32x4d,10.400,89.600,39.733,60.267,25.05,224,0.875,bicubic,-83.780,-58.837,-40 -rexnet_130,10.400,89.600,41.560,58.440,7.56,224,0.875,bicubic,-83.500,-56.840,-13 -hrnet_w44,10.333,89.667,39.493,60.507,67.06,224,0.875,bilinear,-83.217,-59.207,+14 -xcit_nano_12_p8_224,10.280,89.720,37.000,63.000,3.05,224,1.000,bicubic,-80.730,-60.800,+144 -lambda_resnet26rpt_256,10.253,89.747,38.093,61.907,10.99,256,0.940,bicubic,-83.457,-60.417,+2 -resnext101_32x8d,10.173,89.827,37.800,62.200,88.79,224,0.875,bilinear,-83.647,-60.780,-9 -dpn98,10.147,89.853,36.613,63.387,61.57,224,0.875,bicubic,-83.963,-61.967,-35 -regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.973,-60.630,-38 -cspresnext50,10.133,89.867,40.307,59.693,20.57,224,0.875,bilinear,-84.337,-58.373,-80 -resnet50,10.120,89.880,37.947,62.053,25.56,224,0.950,bicubic,-84.210,-60.493,-66 -legacy_seresnext50_32x4d,10.093,89.907,39.187,60.813,27.56,224,0.875,bilinear,-83.637,-59.393,-6 -resnetrs50,10.053,89.947,37.507,62.493,35.69,224,0.910,bicubic,-84.247,-61.133,-65 -inception_v3,10.027,89.973,35.213,64.787,23.83,299,0.875,bicubic,-82.693,-62.757,+65 -efficientnet_b1,10.000,90.000,37.560,62.440,7.79,256,1.000,bicubic,-83.250,-60.730,+31 -xception,9.960,90.040,38.040,61.960,22.86,299,0.897,bicubic,-83.510,-60.490,+12 -regnety_064,9.947,90.053,39.093,60.907,30.58,224,0.875,bicubic,-84.193,-59.637,-48 -dpn68b,9.787,90.213,38.027,61.973,12.61,224,0.875,bicubic,-83.903,-60.493,-9 -gluon_resnet152_v1b,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.333,-62.393,-44 -tf_efficientnet_lite3,9.667,90.333,38.987,61.013,8.20,300,0.904,bilinear,-84.533,-59.653,-61 -tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-78 -tf_efficientnet_cc_b1_8e,9.587,90.413,36.773,63.227,39.72,240,0.882,bicubic,-84.323,-61.487,-33 -res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.283,-19 -legacy_seresnet152,9.333,90.667,37.413,62.587,66.82,224,0.875,bilinear,-84.067,-60.927,+10 -cspresnet50,9.267,90.733,39.627,60.373,21.62,256,0.887,bilinear,-84.473,-59.013,-20 -hrnet_w40,9.240,90.760,36.893,63.107,57.56,224,0.875,bilinear,-84.250,-61.837,0 -resnet33ts,9.240,90.760,38.680,61.320,19.68,256,0.900,bicubic,-84.360,-59.860,-11 -regnetx_120,9.187,90.813,37.187,62.813,46.11,224,0.875,bicubic,-85.053,-61.373,-74 -seresnext26d_32x4d,9.160,90.840,36.827,63.173,16.81,224,0.875,bicubic,-83.530,-61.323,+52 -crossvit_tiny_240,9.107,90.893,34.587,65.413,7.01,240,0.875,bicubic,-81.143,-63.003,+136 -resnest26d,9.080,90.920,37.840,62.160,17.07,224,0.875,bilinear,-84.240,-60.190,+10 -vit_tiny_patch16_224,9.067,90.933,34.600,65.400,5.72,224,0.900,bicubic,-82.693,-63.440,+98 -regnety_040,9.013,90.987,37.040,62.960,20.65,224,0.875,bicubic,-84.847,-61.610,-40 -vit_base_patch16_224_sam,8.987,91.013,36.160,63.840,86.57,224,0.900,bicubic,-85.153,-62.510,-64 +efficientnet_em,12.360,87.640,43.867,56.133,6.90,240,0.882,bicubic,-81.480,-54.723,+25 +cspdarknet53,12.027,87.973,43.253,56.747,27.64,256,0.887,bilinear,-82.633,-55.547,-61 +hrnet_w64,12.013,87.987,40.800,59.200,128.06,224,0.875,bilinear,-81.997,-57.810,+10 +xcit_tiny_12_p16_224_dist,11.987,88.013,40.093,59.907,6.72,224,1.000,bicubic,-81.413,-58.257,+60 +gluon_resnet101_v1s,11.880,88.120,40.987,59.013,44.67,224,0.875,bicubic,-82.840,-57.833,-69 +gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.393,+95 +nf_resnet50,11.760,88.240,45.947,54.053,25.56,288,0.940,bicubic,-82.790,-52.663,-54 +fbnetv3_b,11.747,88.253,44.387,55.613,8.60,256,0.950,bilinear,-82.223,-54.243,+7 +resnet50d,11.693,88.307,42.453,57.547,25.58,224,0.875,bicubic,-82.567,-56.267,-23 +dpn92,11.613,88.387,40.293,59.707,37.67,224,0.875,bicubic,-82.617,-58.267,-20 +xception41,11.600,88.400,39.147,60.853,26.97,299,0.903,bicubic,-81.830,-59.283,+50 +botnet26t_256,11.587,88.413,40.133,59.867,12.49,256,0.950,bicubic,-81.923,-58.167,+39 +dla102x2,11.560,88.440,41.307,58.693,41.28,224,0.875,bilinear,-82.400,-57.183,+3 +vit_small_patch32_224,11.480,88.520,39.533,60.467,22.88,224,0.900,bicubic,-80.560,-58.757,+133 +levit_128,11.440,88.560,40.173,59.827,9.21,224,0.900,bicubic,-81.880,-58.217,+58 +lambda_resnet26t,11.373,88.627,40.187,59.813,10.96,256,0.940,bicubic,-82.457,-58.463,+11 +efficientnet_b2_pruned,11.333,88.667,42.027,57.973,8.31,260,0.890,bicubic,-82.807,-56.503,-16 +tf_efficientnet_el,11.320,88.680,42.040,57.960,10.59,300,0.904,bicubic,-83.080,-56.700,-47 +xcit_nano_12_p16_384_dist,11.253,88.747,39.907,60.093,3.05,384,1.000,bicubic,-80.577,-58.113,+141 +halonet26t,11.107,88.893,38.813,61.187,12.48,256,0.950,bicubic,-82.913,-59.687,-9 +gluon_resnet152_v1c,11.093,88.907,37.133,62.867,60.21,224,0.875,bicubic,-83.067,-61.507,-22 +vit_tiny_r_s16_p8_384,11.093,88.907,40.013,59.987,6.36,384,1.000,bicubic,-80.947,-58.217,+124 +hrnet_w48,11.067,88.933,40.307,59.693,77.47,224,0.875,bilinear,-82.853,-58.303,-3 +dpn107,11.053,88.947,38.640,61.360,86.92,224,0.875,bicubic,-83.247,-59.830,-43 +adv_inception_v3,11.013,88.987,36.733,63.267,23.83,299,0.875,bicubic,-81.877,-61.407,+71 +ecaresnet50d_pruned,11.013,88.987,41.947,58.053,19.94,224,0.875,bicubic,-83.207,-56.783,-35 +tf_efficientnetv2_b2,11.013,88.987,39.760,60.240,10.10,260,0.890,bicubic,-83.407,-58.810,-57 +xcit_tiny_12_p16_224,10.973,89.027,37.013,62.987,6.72,224,1.000,bicubic,-81.527,-61.227,+97 +resnetv2_50,10.960,89.040,39.347,60.653,25.55,224,0.950,bicubic,-83.470,-59.393,-60 +tf_efficientnet_b0_ns,10.947,89.053,40.093,59.907,5.29,224,0.875,bicubic,-82.693,-58.547,+13 +tf_inception_v3,10.827,89.173,36.840,63.160,23.83,299,0.875,bicubic,-82.493,-61.540,+38 +xcit_nano_12_p8_224_dist,10.787,89.213,38.133,61.867,3.05,224,1.000,bicubic,-81.313,-60.027,+112 +dpn131,10.720,89.280,37.173,62.827,79.25,224,0.875,bicubic,-83.270,-61.547,-19 +tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-73 +resnext50d_32x4d,10.400,89.600,39.720,60.280,25.05,224,0.875,bicubic,-83.780,-58.850,-39 +rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,-14 +hrnet_w44,10.320,89.680,39.493,60.507,67.06,224,0.875,bilinear,-83.230,-59.207,+11 +xcit_nano_12_p8_224,10.293,89.707,37.000,63.000,3.05,224,1.000,bicubic,-80.727,-60.790,+143 +lambda_resnet26rpt_256,10.253,89.747,38.107,61.893,10.99,256,0.940,bicubic,-83.457,-60.403,-1 +resnext101_32x8d,10.173,89.827,37.800,62.200,88.79,224,0.875,bilinear,-83.647,-60.780,-11 +cspresnext50,10.133,89.867,40.307,59.693,20.57,224,0.875,bilinear,-84.337,-58.373,-77 +dpn98,10.133,89.867,36.613,63.387,61.57,224,0.875,bicubic,-83.977,-61.967,-37 +regnetx_160,10.133,89.867,38.000,62.000,54.28,224,0.875,bicubic,-83.997,-60.740,-40 +resnet50,10.133,89.867,37.907,62.093,25.56,224,0.950,bicubic,-84.207,-60.533,-66 +legacy_seresnext50_32x4d,10.107,89.893,39.200,60.800,27.56,224,0.875,bilinear,-83.623,-59.380,-9 +resnetrs50,10.080,89.920,37.520,62.480,35.69,224,0.910,bicubic,-84.220,-61.120,-64 +inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+63 +efficientnet_b1,10.000,90.000,37.560,62.440,7.79,256,1.000,bicubic,-83.250,-60.730,+28 +xception,9.960,90.040,38.040,61.960,22.86,299,0.897,bicubic,-83.510,-60.490,+9 +dpn68b,9.787,90.213,38.027,61.973,12.61,224,0.875,bicubic,-83.903,-60.493,-11 +gluon_resnet152_v1b,9.733,90.267,36.067,63.933,60.19,224,0.875,bicubic,-84.337,-62.443,-43 +tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-76 +tf_efficientnet_lite3,9.653,90.347,38.987,61.013,8.20,300,0.904,bilinear,-84.547,-59.653,-60 +tf_efficientnet_cc_b1_8e,9.600,90.400,36.760,63.240,39.72,240,0.882,bicubic,-84.310,-61.500,-33 +res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.283,-21 +legacy_seresnet152,9.333,90.667,37.413,62.587,66.82,224,0.875,bilinear,-84.067,-61.067,+9 +cspresnet50,9.267,90.733,39.653,60.347,21.62,256,0.887,bilinear,-84.473,-58.987,-22 +hrnet_w40,9.240,90.760,36.907,63.093,57.56,224,0.875,bilinear,-84.250,-61.673,-3 +resnet33ts,9.227,90.773,38.693,61.307,19.68,256,0.900,bicubic,-84.373,-59.847,-13 +regnetx_120,9.187,90.813,37.187,62.813,46.11,224,0.875,bicubic,-85.053,-61.463,-72 +seresnext26d_32x4d,9.147,90.853,36.840,63.160,16.81,224,0.875,bicubic,-83.553,-61.310,+50 +crossvit_tiny_240,9.080,90.920,34.600,65.400,7.01,240,0.875,bicubic,-81.160,-62.990,+137 +resnest26d,9.080,90.920,37.840,62.160,17.07,224,0.875,bilinear,-84.240,-60.190,+9 +vit_tiny_patch16_224,9.040,90.960,34.640,65.360,5.72,224,0.900,bicubic,-82.730,-63.400,+98 +vit_base_patch16_224_sam,8.987,91.013,36.173,63.827,86.57,224,0.900,bicubic,-85.153,-62.497,-63 gluon_resnext50_32x4d,8.973,91.027,36.307,63.693,25.03,224,0.875,bicubic,-84.837,-62.103,-36 -rexnet_100,8.907,91.093,36.373,63.627,4.80,224,0.875,bicubic,-84.123,-62.017,+21 +rexnet_100,8.907,91.093,36.387,63.613,4.80,224,0.875,bicubic,-84.123,-61.803,+23 seresnext26t_32x4d,8.893,91.107,36.920,63.080,16.81,224,0.875,bicubic,-83.927,-61.450,+34 -bat_resnext26ts,8.867,91.133,36.413,63.587,10.73,256,0.900,bicubic,-84.463,-61.937,-1 -mobilenetv3_large_100_miil,8.853,91.147,33.000,67.000,5.48,224,0.875,bilinear,-83.407,-64.640,+66 -mixnet_l,8.840,91.160,36.200,63.800,7.33,224,0.875,bicubic,-84.610,-62.020,-10 -convit_tiny,8.813,91.187,34.360,65.640,5.71,224,0.875,bicubic,-81.827,-63.380,+120 -resnet32ts,8.760,91.240,37.213,62.787,17.96,256,0.900,bicubic,-84.710,-61.277,-15 -levit_128s,8.720,91.280,33.120,66.880,7.78,224,0.900,bicubic,-83.240,-64.940,+76 -gcresnext26ts,8.693,91.307,35.720,64.280,10.48,256,0.900,bicubic,-84.087,-62.540,+29 -dla169,8.640,91.360,36.040,63.960,53.39,224,0.875,bilinear,-84.700,-62.550,-9 -mixer_b16_224,8.600,91.400,29.400,70.600,59.88,224,0.875,bicubic,-83.260,-67.850,+79 -hrnet_w30,8.587,91.413,37.040,62.960,37.71,224,0.875,bilinear,-84.603,-61.370,+1 -legacy_seresnet101,8.547,91.453,36.000,64.000,49.33,224,0.875,bilinear,-84.753,-62.510,-4 -tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-39 -repvgg_b2,8.427,91.573,36.453,63.547,89.02,224,0.875,bilinear,-85.063,-62.127,-25 -resmlp_12_distilled_224,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.523,-61.287,+18 -crossvit_9_240,8.267,91.733,34.107,65.893,8.55,240,0.875,bicubic,-82.373,-63.633,+108 -resnetblur50,8.253,91.747,37.360,62.640,25.56,224,0.875,bicubic,-85.697,-61.220,-68 -dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.320,-61.497,-33 -eca_resnext26ts,8.080,91.920,35.960,64.040,10.30,256,0.900,bicubic,-84.530,-62.300,+32 -hrnet_w32,8.040,91.960,37.507,62.493,41.23,224,0.875,bilinear,-85.490,-60.953,-36 -gluon_resnet101_v1c,7.987,92.013,33.373,66.627,44.57,224,0.875,bicubic,-85.673,-65.047,-46 -gluon_resnet50_v1d,7.933,92.067,35.000,65.000,25.58,224,0.875,bicubic,-85.837,-63.390,-57 -res2net50_26w_8s,7.853,92.147,33.747,66.253,48.40,224,0.875,bilinear,-85.557,-64.533,-27 -dla60_res2next,7.787,92.213,34.973,65.027,17.03,224,0.875,bilinear,-85.393,-63.437,-10 -densenetblur121d,7.733,92.267,34.747,65.253,8.00,224,0.875,bicubic,-84.177,-63.323,+61 -deit_tiny_distilled_patch16_224,7.693,92.307,33.560,66.440,5.91,224,0.900,bicubic,-83.017,-64.010,+95 +bat_resnext26ts,8.867,91.133,36.413,63.587,10.73,256,0.900,bicubic,-84.463,-61.937,-2 +mobilenetv3_large_100_miil,8.853,91.147,32.987,67.013,5.48,224,0.875,bilinear,-83.417,-64.653,+67 +mixnet_l,8.840,91.160,36.200,63.800,7.33,224,0.875,bicubic,-84.610,-62.020,-11 +convit_tiny,8.813,91.187,34.347,65.653,5.71,224,0.875,bicubic,-81.837,-63.393,+122 +resnet32ts,8.760,91.240,37.227,62.773,17.96,256,0.900,bicubic,-84.710,-61.263,-16 +levit_128s,8.720,91.280,33.120,66.880,7.78,224,0.900,bicubic,-83.230,-64.950,+77 +gcresnext26ts,8.680,91.320,35.707,64.293,10.48,256,0.900,bicubic,-84.090,-62.553,+30 +dla169,8.640,91.360,36.053,63.947,53.39,224,0.875,bilinear,-84.700,-62.537,-10 +mixer_b16_224,8.600,91.400,29.413,70.587,59.88,224,0.875,bicubic,-83.270,-68.507,+80 +hrnet_w30,8.587,91.413,37.040,62.960,37.71,224,0.875,bilinear,-84.603,-61.370,0 +legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.767,-62.497,-5 +tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-40 +repvgg_b2,8.427,91.573,36.453,63.547,89.02,224,0.875,bilinear,-85.073,-62.087,-27 +resmlp_12_distilled_224,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.523,-61.027,+17 +resnetblur50,8.253,91.747,37.347,62.653,25.56,224,0.875,bicubic,-85.687,-61.233,-67 +crossvit_9_240,8.253,91.747,34.120,65.880,8.55,240,0.875,bicubic,-82.397,-63.620,+110 +dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.310,-61.497,-33 +eca_resnext26ts,8.080,91.920,35.960,64.040,10.30,256,0.900,bicubic,-84.530,-62.300,+33 +hrnet_w32,8.040,91.960,37.493,62.507,41.23,224,0.875,bilinear,-85.490,-60.967,-37 +gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-47 +gluon_resnet50_v1d,7.933,92.067,34.987,65.013,25.58,224,0.875,bicubic,-85.837,-63.403,-57 +res2net50_26w_8s,7.853,92.147,33.747,66.253,48.40,224,0.875,bilinear,-85.557,-64.533,-28 +dla60_res2next,7.773,92.227,34.973,65.027,17.03,224,0.875,bilinear,-85.407,-63.437,-11 +densenetblur121d,7.733,92.267,34.747,65.253,8.00,224,0.875,bicubic,-84.177,-63.323,+62 +mobilevit_xs,7.733,92.267,32.573,67.427,2.32,256,0.900,bicubic,-83.107,-65.347,+95 +deit_tiny_distilled_patch16_224,7.693,92.307,33.573,66.427,5.91,224,0.900,bicubic,-83.017,-63.997,+96 tf_efficientnetv2_b1,7.693,92.307,34.627,65.373,8.14,240,0.882,bicubic,-86.247,-63.993,-77 -dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.793,-15 -efficientnet_b1_pruned,7.440,92.560,34.533,65.467,6.33,240,0.882,bicubic,-85.330,-63.507,+9 -wide_resnet101_2,7.360,92.640,34.133,65.867,126.89,224,0.875,bilinear,-86.360,-64.407,-59 +dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.793,-17 +efficientnet_b1_pruned,7.427,92.573,34.493,65.507,6.33,240,0.882,bicubic,-85.343,-63.547,+7 +wide_resnet101_2,7.360,92.640,34.133,65.867,126.89,224,0.875,bilinear,-86.360,-64.407,-61 regnetx_064,7.347,92.653,34.347,65.653,26.21,224,0.875,bicubic,-86.543,-64.283,-76 -deit_tiny_patch16_224,7.320,92.680,30.733,69.267,5.72,224,0.900,bicubic,-82.350,-66.707,+109 -gluon_resnet101_v1b,7.253,92.747,32.760,67.240,44.55,224,0.875,bicubic,-86.497,-65.620,-66 -hardcorenas_e,7.240,92.760,33.320,66.680,8.07,224,0.875,bilinear,-85.330,-64.790,+19 +deit_tiny_patch16_224,7.320,92.680,30.680,69.320,5.72,224,0.900,bicubic,-82.360,-66.770,+108 +hardcorenas_e,7.240,92.760,33.293,66.707,8.07,224,0.875,bilinear,-85.340,-64.817,+19 +gluon_resnet101_v1b,7.240,92.760,32.747,67.253,44.55,224,0.875,bicubic,-86.510,-65.633,-68 efficientnet_b0,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.057,+9 -gluon_resnet50_v1s,7.213,92.787,33.507,66.493,25.68,224,0.875,bicubic,-86.407,-64.953,-58 -tf_mixnet_l,7.133,92.867,31.600,68.400,7.33,224,0.875,bicubic,-86.187,-67.030,-34 -tf_efficientnet_b1,7.133,92.867,33.040,66.960,7.79,240,0.882,bicubic,-86.367,-65.260,-50 -tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.393,-5 +gluon_resnet50_v1s,7.213,92.787,33.480,66.520,25.68,224,0.875,bicubic,-86.407,-64.980,-60 +tf_efficientnet_b1,7.147,92.853,33.040,66.960,7.79,240,0.882,bicubic,-86.343,-65.320,-49 +tf_mixnet_l,7.147,92.853,31.600,68.400,7.33,224,0.875,bicubic,-86.173,-66.430,-35 +tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.353,-7 convmixer_1024_20_ks9_p14,7.080,92.920,33.053,66.947,24.38,224,0.960,bicubic,-85.340,-65.217,+21 -seresnext26ts,7.053,92.947,34.920,65.080,10.39,256,0.900,bicubic,-85.637,-63.370,+5 +seresnext26ts,7.053,92.947,34.933,65.067,10.39,256,0.900,bicubic,-85.637,-63.357,+4 resmlp_12_224,7.000,93.000,33.933,66.067,15.35,224,0.875,bicubic,-85.210,-64.227,+30 -hardcorenas_f,6.827,93.173,34.120,65.880,8.20,224,0.875,bilinear,-86.123,-64.040,-16 +hardcorenas_f,6.827,93.173,34.120,65.880,8.20,224,0.875,bilinear,-86.123,-64.040,-17 ese_vovnet19b_dw,6.733,93.267,33.400,66.600,6.54,224,0.875,bicubic,-85.547,-64.690,+23 -selecsls60b,6.720,93.280,33.293,66.707,32.77,224,0.875,bicubic,-86.580,-64.987,-36 -res2net50_26w_6s,6.707,93.293,31.640,68.360,37.05,224,0.875,bilinear,-86.703,-66.540,-49 -efficientnet_es,6.680,93.320,33.840,66.160,5.44,224,0.875,bicubic,-86.460,-64.580,-32 -legacy_seresnext26_32x4d,6.627,93.373,33.240,66.760,16.79,224,0.875,bicubic,-86.013,-64.890,+1 +selecsls60b,6.720,93.280,33.293,66.707,32.77,224,0.875,bicubic,-86.570,-64.987,-38 +res2net50_26w_6s,6.707,93.293,31.627,68.373,37.05,224,0.875,bilinear,-86.703,-66.553,-51 +efficientnet_es,6.680,93.320,33.840,66.160,5.44,224,0.875,bicubic,-86.460,-64.580,-33 +legacy_seresnext26_32x4d,6.627,93.373,33.240,66.760,16.79,224,0.875,bicubic,-86.013,-64.890,0 mixnet_m,6.627,93.373,32.053,67.947,5.01,224,0.875,bicubic,-85.803,-65.817,+11 -pit_ti_distilled_224,6.627,93.373,30.720,69.280,5.10,224,0.900,bicubic,-84.273,-66.990,+68 +pit_ti_distilled_224,6.627,93.373,30.720,69.280,5.10,224,0.900,bicubic,-84.273,-67.000,+68 tinynet_a,6.627,93.373,32.213,67.787,6.19,192,0.875,bicubic,-85.813,-65.867,+8 -skresnet34,6.480,93.520,31.573,68.427,22.28,224,0.875,bicubic,-85.910,-66.577,+12 -repvgg_b1,6.453,93.547,33.787,66.213,57.42,224,0.875,bilinear,-86.877,-64.723,-50 -hardcorenas_d,6.427,93.573,32.200,67.800,7.50,224,0.875,bilinear,-85.973,-65.870,+8 -dla60x,6.413,93.587,34.120,65.880,17.35,224,0.875,bilinear,-86.707,-64.390,-39 -resnet34d,6.400,93.600,31.480,68.520,21.82,224,0.875,bicubic,-86.280,-66.830,-9 -regnetx_080,6.307,93.693,32.307,67.693,39.57,224,0.875,bicubic,-87.563,-66.213,-101 -swsl_resnet18,6.240,93.760,31.613,68.387,11.69,224,0.875,bilinear,-84.450,-66.087,+65 -legacy_seresnet50,6.187,93.813,32.667,67.333,28.09,224,0.875,bilinear,-86.773,-65.523,-33 -resnet26t,6.120,93.880,32.240,67.760,16.01,256,0.940,bicubic,-86.630,-65.990,-20 -pit_ti_224,6.107,93.893,30.253,69.747,4.85,224,0.900,bicubic,-83.843,-67.197,+75 -tv_resnet152,6.027,93.973,32.053,67.947,60.19,224,0.875,bilinear,-87.283,-66.337,-55 -regnetx_040,5.973,94.027,31.587,68.413,22.12,224,0.875,bicubic,-87.577,-66.963,-80 -tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.627,-68.480,-12 -tf_efficientnetv2_b0,5.907,94.093,30.787,69.213,7.14,224,0.875,bicubic,-87.203,-67.603,-46 -dla102,5.880,94.120,32.760,67.240,33.27,224,0.875,bilinear,-87.180,-65.790,-46 -mixer_l16_224,5.867,94.133,18.533,81.467,208.20,224,0.875,bicubic,-81.283,-74.977,+93 -regnety_016,5.680,94.320,30.440,69.560,11.20,224,0.875,bicubic,-87.350,-67.920,-46 -selecsls60,5.653,94.347,32.493,67.507,30.67,224,0.875,bicubic,-87.367,-65.817,-45 -hardcorenas_c,5.640,94.360,30.400,69.600,5.52,224,0.875,bilinear,-86.380,-67.440,+11 -res2next50,5.640,94.360,30.867,69.133,24.67,224,0.875,bilinear,-87.220,-67.323,-40 -hrnet_w18,5.480,94.520,30.947,69.053,21.30,224,0.875,bilinear,-86.840,-67.303,-6 -resnest14d,5.467,94.533,28.560,71.440,10.61,224,0.875,bilinear,-86.253,-69.310,+23 -tf_efficientnet_lite2,5.360,94.640,30.893,69.107,6.09,260,0.890,bicubic,-87.290,-67.337,-26 -tf_efficientnet_em,5.347,94.653,31.093,68.907,6.90,240,0.882,bicubic,-87.583,-67.107,-47 -gernet_s,5.307,94.693,30.120,69.880,8.17,224,0.875,bilinear,-86.833,-68.070,-1 -densenet121,5.293,94.707,29.893,70.107,7.98,224,0.875,bicubic,-86.287,-68.137,+20 -tf_efficientnet_b0_ap,5.293,94.707,28.813,71.187,5.29,224,0.875,bicubic,-86.907,-69.207,-5 -repvgg_b1g4,5.280,94.720,30.813,69.187,39.97,224,0.875,bilinear,-87.700,-67.617,-54 -xcit_nano_12_p16_224_dist,5.213,94.787,26.560,73.440,3.05,224,1.000,bicubic,-84.467,-70.530,+60 -res2net50_26w_4s,5.160,94.840,29.360,70.640,25.70,224,0.875,bilinear,-87.330,-68.700,-23 -tf_mixnet_m,5.080,94.920,28.133,71.867,5.01,224,0.875,bicubic,-87.250,-69.757,-17 -vit_tiny_r_s16_p8_224,5.080,94.920,27.040,72.960,6.34,224,0.900,bicubic,-84.090,-70.190,+62 -mobilenetv3_large_100,5.067,94.933,28.200,71.800,5.48,224,0.875,bicubic,-86.263,-69.510,+18 -tf_efficientnet_b0,5.053,94.947,28.787,71.213,5.29,224,0.875,bicubic,-87.207,-69.213,-15 -res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-44 -hardcorenas_b,4.947,95.053,28.120,71.880,5.18,224,0.875,bilinear,-86.833,-69.660,+6 -mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.117,+3 -mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+16 -gluon_resnet50_v1c,4.893,95.107,28.133,71.867,25.58,224,0.875,bicubic,-88.137,-70.057,-67 -hardcorenas_a,4.867,95.133,28.120,71.880,5.26,224,0.875,bilinear,-86.483,-69.740,+10 -regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-75 -xcit_nano_12_p16_224,4.853,95.147,25.453,74.547,3.05,224,1.000,bicubic,-83.757,-71.337,+60 -tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.910,-67.963,-53 -densenet161,4.720,95.280,29.533,70.467,28.68,224,0.875,bicubic,-87.770,-68.757,-38 -tv_resnet101,4.707,95.293,29.347,70.653,44.55,224,0.875,bilinear,-88.113,-68.903,-60 -resnext26ts,4.680,95.320,29.013,70.987,10.30,256,0.900,bicubic,-87.190,-68.907,-9 -selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.553,-30 -tf_efficientnet_lite1,4.613,95.387,28.387,71.613,5.42,240,0.882,bicubic,-88.007,-69.683,-49 -mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-37 +poolformer_s12,6.560,93.440,34.467,65.533,11.92,224,0.900,bicubic,-86.060,-63.733,-3 +skresnet34,6.480,93.520,31.573,68.427,22.28,224,0.875,bicubic,-85.910,-66.577,+11 +repvgg_b1,6.453,93.547,33.787,66.213,57.42,224,0.875,bilinear,-86.877,-64.723,-54 +hardcorenas_d,6.427,93.573,32.213,67.787,7.50,224,0.875,bilinear,-85.973,-65.857,+7 +dla60x,6.413,93.587,34.093,65.907,17.35,224,0.875,bilinear,-86.697,-64.417,-40 +resnet34d,6.400,93.600,31.480,68.520,21.82,224,0.875,bicubic,-86.280,-66.830,-11 +regnetx_080,6.307,93.693,32.307,67.693,39.57,224,0.875,bicubic,-87.563,-66.213,-102 +swsl_resnet18,6.240,93.760,31.600,68.400,11.69,224,0.875,bilinear,-84.450,-66.100,+65 +legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.773,-65.527,-35 +resnet26t,6.107,93.893,32.240,67.760,16.01,256,0.940,bicubic,-86.643,-65.990,-23 +pit_ti_224,6.107,93.893,30.213,69.787,4.85,224,0.900,bicubic,-83.843,-67.237,+76 +tv_resnet152,6.027,93.973,32.053,67.947,60.19,224,0.875,bilinear,-87.293,-66.577,-61 +regnetx_040,5.973,94.027,31.573,68.427,22.12,224,0.875,bicubic,-87.577,-66.977,-83 +tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.627,-68.480,-13 +tf_efficientnetv2_b0,5.907,94.093,30.787,69.213,7.14,224,0.875,bicubic,-87.203,-67.603,-48 +mixer_l16_224,5.880,94.120,18.533,81.467,208.20,224,0.875,bicubic,-81.270,-74.977,+95 +dla102,5.867,94.133,32.747,67.253,33.27,224,0.875,bilinear,-87.193,-65.793,-49 +regnety_016,5.680,94.320,30.440,69.560,11.20,224,0.875,bicubic,-87.350,-67.920,-48 +selecsls60,5.653,94.347,32.493,67.507,30.67,224,0.875,bicubic,-87.367,-65.817,-47 +hardcorenas_c,5.640,94.360,30.400,69.600,5.52,224,0.875,bilinear,-86.380,-67.440,+10 +res2next50,5.640,94.360,30.853,69.147,24.67,224,0.875,bilinear,-87.220,-67.337,-42 +hrnet_w18,5.493,94.507,30.947,69.053,21.30,224,0.875,bilinear,-86.827,-67.303,-7 +resnest14d,5.467,94.533,28.547,71.453,10.61,224,0.875,bilinear,-86.253,-69.323,+22 +tf_efficientnet_lite2,5.360,94.640,30.893,69.107,6.09,260,0.890,bicubic,-87.290,-67.337,-28 +tf_efficientnet_em,5.347,94.653,31.107,68.893,6.90,240,0.882,bicubic,-87.583,-67.093,-49 +gernet_s,5.307,94.693,30.120,69.880,8.17,224,0.875,bilinear,-86.833,-68.070,-2 +tf_efficientnet_b0_ap,5.307,94.693,28.800,71.200,5.29,224,0.875,bicubic,-86.893,-69.220,-5 +densenet121,5.293,94.707,29.880,70.120,7.98,224,0.875,bicubic,-86.287,-68.150,+18 +repvgg_b1g4,5.280,94.720,30.813,69.187,39.97,224,0.875,bilinear,-87.700,-67.617,-56 +xcit_nano_12_p16_224_dist,5.240,94.760,26.560,73.440,3.05,224,1.000,bicubic,-84.440,-70.530,+61 +res2net50_26w_4s,5.160,94.840,29.373,70.627,25.70,224,0.875,bilinear,-87.330,-68.687,-24 +tf_mixnet_m,5.080,94.920,28.133,71.867,5.01,224,0.875,bicubic,-87.250,-69.757,-18 +vit_tiny_r_s16_p8_224,5.080,94.920,27.053,72.947,6.34,224,0.900,bicubic,-84.100,-70.177,+62 +mobilenetv3_large_100,5.067,94.933,28.200,71.800,5.48,224,0.875,bicubic,-86.263,-69.510,+17 +tf_efficientnet_b0,5.067,94.933,28.787,71.213,5.29,224,0.875,bicubic,-87.183,-69.213,-16 +res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-46 +hardcorenas_b,4.947,95.053,28.107,71.893,5.18,224,0.875,bilinear,-86.833,-69.673,+5 +mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.117,+2 +mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+15 +gluon_resnet50_v1c,4.893,95.107,28.133,71.867,25.58,224,0.875,bicubic,-88.137,-70.257,-71 +hardcorenas_a,4.880,95.120,28.107,71.893,5.26,224,0.875,bilinear,-86.470,-69.753,+9 +regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-78 +tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.910,-67.963,-54 +xcit_nano_12_p16_224,4.840,95.160,25.453,74.547,3.05,224,1.000,bicubic,-83.770,-71.337,+59 +densenet161,4.720,95.280,29.533,70.467,28.68,224,0.875,bicubic,-87.780,-68.757,-40 +tv_resnet101,4.693,95.307,29.373,70.627,44.55,224,0.875,bilinear,-88.127,-68.877,-63 +resnext26ts,4.693,95.307,29.013,70.987,10.30,256,0.900,bicubic,-87.177,-68.237,-9 +selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.543,-31 +tf_efficientnet_lite1,4.613,95.387,28.400,71.600,5.42,240,0.882,bicubic,-88.007,-69.680,-50 +mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-38 vit_base_patch32_224_sam,4.333,95.667,24.387,75.613,88.22,224,0.900,bicubic,-85.417,-72.613,+37 -efficientnet_es_pruned,4.213,95.787,26.533,73.467,5.44,224,0.875,bicubic,-86.967,-71.217,+5 -tinynet_b,4.187,95.813,26.707,73.293,3.73,188,0.875,bicubic,-86.743,-70.963,+13 +efficientnet_es_pruned,4.213,95.787,26.533,73.467,5.44,224,0.875,bicubic,-86.967,-71.217,+4 +tinynet_b,4.187,95.813,26.707,73.293,3.73,188,0.875,bicubic,-86.743,-70.963,+12 fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.577,-71.277,+18 -densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-66 gluon_resnet50_v1b,4.120,95.880,26.920,73.080,25.56,224,0.875,bicubic,-88.420,-71.250,-52 -resnet26d,4.040,95.960,28.507,71.493,16.01,224,0.875,bicubic,-88.030,-69.463,-30 -semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.310,-70.613,-5 -repvgg_a2,3.947,96.053,27.240,72.760,28.21,224,0.875,bilinear,-87.993,-70.910,-25 -tf_mixnet_s,3.880,96.120,25.267,74.733,4.13,224,0.875,bicubic,-87.630,-72.353,-12 -dpn68,3.853,96.147,26.080,73.920,12.61,224,0.875,bicubic,-88.177,-71.970,-31 -semnasnet_075,3.853,96.147,27.013,72.987,2.91,224,0.875,bicubic,-86.227,-70.567,+22 -regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.907,-71.047,-18 -tf_efficientnet_es,3.813,96.187,26.093,73.907,5.44,224,0.875,bicubic,-88.167,-71.777,-32 -dla60,3.773,96.227,27.973,72.027,22.04,224,0.875,bilinear,-88.457,-70.137,-44 -ssl_resnet18,3.747,96.253,25.440,74.560,11.69,224,0.875,bilinear,-86.473,-72.110,+15 -mobilenetv2_140,3.720,96.280,26.787,73.213,6.11,224,0.875,bicubic,-88.120,-71.063,-27 -densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.213,-72.487,-33 -regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.533,-71.917,-45 -res2net50_48w_2s,3.587,96.413,26.600,73.400,25.29,224,0.875,bilinear,-88.953,-71.490,-65 -spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+8 -tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-18 -regnety_006,3.453,96.547,24.893,75.107,6.06,224,0.875,bicubic,-87.927,-72.817,-23 -legacy_seresnet34,3.333,96.667,23.813,76.187,21.96,224,0.875,bilinear,-87.567,-73.767,-7 -efficientnet_lite0,3.253,96.747,25.867,74.133,4.65,224,0.875,bicubic,-87.877,-71.753,-17 -dla34,3.240,96.760,23.573,76.427,15.74,224,0.875,bilinear,-87.530,-74.087,-6 -ghostnet_100,3.213,96.787,24.853,75.147,5.18,224,0.875,bilinear,-86.817,-72.517,+8 -regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.290,-74.887,-1 -mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.787,-72.973,-14 -mnasnet_100,3.120,96.880,24.227,75.773,4.38,224,0.875,bicubic,-87.390,-73.243,-4 -tinynet_c,3.107,96.893,21.520,78.480,2.46,184,0.875,bicubic,-84.663,-74.850,+25 -tf_efficientnet_lite0,3.093,96.907,22.933,77.067,4.65,224,0.875,bicubic,-87.957,-74.657,-20 -skresnet18,3.000,97.000,22.813,77.187,11.96,224,0.875,bicubic,-86.660,-74.417,+9 -vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-73.950,-1 -resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-26 -tf_mobilenetv3_large_075,2.867,97.133,21.587,78.413,3.99,224,0.875,bilinear,-86.813,-75.623,+3 -tinynet_d,2.867,97.133,17.787,82.213,2.34,152,0.875,bicubic,-81.883,-77.393,+30 -hrnet_w18_small_v2,2.707,97.293,23.707,76.293,15.60,224,0.875,bilinear,-88.483,-74.193,-32 -gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.973,-25 -regnetx_008,2.653,97.347,22.467,77.533,7.26,224,0.875,bicubic,-88.397,-75.243,-29 -vgg16_bn,2.653,97.347,23.787,76.213,138.37,224,0.875,bilinear,-87.437,-73.583,-9 -vgg16,2.627,97.373,20.427,79.573,138.36,224,0.875,bilinear,-85.923,-76.363,+12 -lcnet_100,2.613,97.387,20.880,79.120,2.95,224,0.875,bicubic,-86.177,-75.850,+8 -resnet18d,2.600,97.400,21.600,78.400,11.71,224,0.875,bicubic,-86.670,-75.540,0 -tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-26 -repvgg_b0,2.547,97.453,24.027,75.973,15.82,224,0.875,bilinear,-88.873,-73.963,-47 -regnetx_006,2.520,97.480,20.627,79.373,6.20,224,0.875,bicubic,-87.830,-76.803,-19 -legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.900,+2 -resnet26,2.480,97.520,23.027,76.973,16.00,224,0.875,bicubic,-88.640,-74.723,-39 -lcnet_075,2.320,97.680,17.147,82.853,2.36,224,0.875,bicubic,-83.670,-78.533,+15 -regnety_002,2.160,97.840,18.893,81.107,3.16,224,0.875,bicubic,-85.220,-77.697,+8 -mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.463,-77.243,-9 -vgg19,2.107,97.893,20.747,79.253,143.67,224,0.875,bilinear,-86.933,-76.123,-6 -vgg13_bn,2.093,97.907,20.307,79.693,133.05,224,0.875,bilinear,-86.667,-76.663,-2 -mnasnet_small,2.040,97.960,14.973,85.027,2.03,224,0.875,bicubic,-81.950,-79.947,+14 -tf_mobilenetv3_small_100,2.013,97.987,15.853,84.147,2.54,224,0.875,bilinear,-83.197,-79.917,+10 +densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-68 +resnet26d,4.027,95.973,28.507,71.493,16.01,224,0.875,bicubic,-88.043,-69.463,-31 +semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.310,-70.613,-6 +repvgg_a2,3.933,96.067,27.267,72.733,28.21,224,0.875,bilinear,-88.007,-70.883,-26 +tf_mixnet_s,3.880,96.120,25.267,74.733,4.13,224,0.875,bicubic,-87.630,-72.353,-13 +dpn68,3.853,96.147,26.053,73.947,12.61,224,0.875,bicubic,-88.177,-71.997,-32 +semnasnet_075,3.853,96.147,27.013,72.987,2.91,224,0.875,bicubic,-86.217,-70.417,+22 +mobilevit_xxs,3.840,96.160,21.760,78.240,1.27,256,0.900,bicubic,-83.350,-74.340,+47 +regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.907,-71.047,-20 +tf_efficientnet_es,3.813,96.187,26.107,73.893,5.44,224,0.875,bicubic,-88.167,-71.753,-34 +dla60,3.787,96.213,27.947,72.053,22.04,224,0.875,bilinear,-88.443,-70.163,-46 +ssl_resnet18,3.747,96.253,25.440,74.560,11.69,224,0.875,bilinear,-86.473,-72.110,+14 +mobilenetv2_140,3.720,96.280,26.760,73.240,6.11,224,0.875,bicubic,-88.120,-71.090,-29 +densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.223,-72.487,-35 +regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.533,-71.917,-47 +res2net50_48w_2s,3.587,96.413,26.600,73.400,25.29,224,0.875,bilinear,-88.963,-71.480,-68 +spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+7 +tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-20 +regnety_006,3.467,96.533,24.907,75.093,6.06,224,0.875,bicubic,-87.913,-72.803,-25 +legacy_seresnet34,3.333,96.667,23.813,76.187,21.96,224,0.875,bilinear,-87.567,-73.767,-9 +efficientnet_lite0,3.253,96.747,25.853,74.147,4.65,224,0.875,bicubic,-87.867,-71.767,-18 +dla34,3.240,96.760,23.573,76.427,15.74,224,0.875,bilinear,-87.530,-74.087,-7 +ghostnet_100,3.213,96.787,24.853,75.147,5.18,224,0.875,bilinear,-86.817,-72.517,+7 +regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.290,-74.887,-2 +mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.787,-72.973,-16 +tinynet_c,3.120,96.880,21.520,78.480,2.46,184,0.875,bicubic,-84.650,-74.850,+25 +mnasnet_100,3.107,96.893,24.227,75.773,4.38,224,0.875,bicubic,-87.403,-73.243,-6 +tf_efficientnet_lite0,3.080,96.920,22.920,77.080,4.65,224,0.875,bicubic,-87.970,-74.670,-22 +skresnet18,3.000,97.000,22.813,77.187,11.96,224,0.875,bicubic,-86.660,-74.417,+8 +vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-74.100,-2 +resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-29 +tf_mobilenetv3_large_075,2.867,97.133,21.573,78.427,3.99,224,0.875,bilinear,-86.813,-75.637,+3 +tinynet_d,2.867,97.133,17.800,82.200,2.34,152,0.875,bicubic,-81.883,-77.380,+31 +hrnet_w18_small_v2,2.707,97.293,23.693,76.307,15.60,224,0.875,bilinear,-88.483,-74.207,-34 +gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.973,-27 +regnetx_008,2.667,97.333,22.467,77.533,7.26,224,0.875,bicubic,-88.383,-75.243,-31 +vgg16_bn,2.653,97.347,23.787,76.213,138.37,224,0.875,bilinear,-87.437,-73.583,-10 +vgg16,2.627,97.373,20.427,79.573,138.36,224,0.875,bilinear,-85.923,-76.363,+10 +lcnet_100,2.627,97.373,20.880,79.120,2.95,224,0.875,bicubic,-86.173,-75.850,+8 +resnet18d,2.600,97.400,21.600,78.400,11.71,224,0.875,bicubic,-86.670,-75.540,-1 +tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-28 +repvgg_b0,2.547,97.453,24.000,76.000,15.82,224,0.875,bilinear,-88.883,-73.990,-49 +regnetx_006,2.507,97.493,20.627,79.373,6.20,224,0.875,bicubic,-87.843,-76.813,-20 +legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.900,+1 +resnet26,2.480,97.520,23.013,76.987,16.00,224,0.875,bicubic,-88.640,-74.737,-41 +lcnet_075,2.320,97.680,17.133,82.867,2.36,224,0.875,bicubic,-83.670,-78.547,+15 +mobilenetv3_small_075,2.307,97.693,15.907,84.093,2.04,224,0.875,bicubic,-80.733,-78.183,+23 +regnety_002,2.160,97.840,18.893,81.107,3.16,224,0.875,bicubic,-85.220,-77.697,+6 +mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.463,-77.243,-11 +vgg19,2.107,97.893,20.747,79.253,143.67,224,0.875,bilinear,-86.933,-76.123,-8 +vgg13_bn,2.093,97.907,20.307,79.693,133.05,224,0.875,bilinear,-86.667,-76.663,-4 +tf_mobilenetv3_small_100,2.013,97.987,15.853,84.147,2.54,224,0.875,bilinear,-83.197,-79.917,+11 +mobilenetv3_small_100,2.000,98.000,17.080,82.920,2.54,224,0.875,bicubic,-83.220,-78.540,+9 tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.510,-79.987,+15 -regnetx_004,1.960,98.040,19.173,80.827,5.16,224,0.875,bicubic,-86.940,-77.947,-9 -vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,+1 -tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-22 -tinynet_e,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.047,-78.547,+14 +regnetx_004,1.960,98.040,19.160,80.840,5.16,224,0.875,bicubic,-86.940,-77.960,-11 +vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,0 +tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-24 +tinynet_e,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.047,-78.547,+15 +mobilenetv3_small_050,1.840,98.160,12.507,87.493,1.59,224,0.875,bicubic,-75.150,-78.793,+15 lcnet_050,1.813,98.187,13.880,86.120,1.88,224,0.875,bicubic,-79.967,-79.830,+11 dla46x_c,1.760,98.240,16.480,83.520,1.07,224,0.875,bilinear,-82.490,-78.790,+5 -vgg11_bn,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-7 -tf_mobilenetv3_large_minimal_100,1.627,98.373,17.133,82.867,3.92,224,0.875,bilinear,-87.333,-79.727,-17 -dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,-3 -mobilenetv2_050,1.613,98.387,14.200,85.800,1.97,224,0.875,bicubic,-82.277,-80.510,+3 -vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,-6 -gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-14 -hrnet_w18_small,1.547,98.453,18.147,81.853,13.19,224,0.875,bilinear,-87.503,-78.963,-24 -dla46_c,1.507,98.493,15.267,84.733,1.30,224,0.875,bilinear,-82.143,-79.653,0 -regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-8 -resnet18,1.160,98.840,16.227,83.773,11.69,224,0.875,bilinear,-86.230,-80.063,-15 -tf_mobilenetv3_small_minimal_100,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,0 -tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.880,-83.587,-88 +mnasnet_small,1.760,98.240,15.093,84.907,2.03,224,0.875,bicubic,-82.680,-80.087,+3 +vgg11_bn,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-11 +tf_mobilenetv3_large_minimal_100,1.627,98.373,17.120,82.880,3.92,224,0.875,bilinear,-87.333,-79.740,-21 +mobilenetv2_050,1.613,98.387,14.200,85.800,1.97,224,0.875,bicubic,-82.277,-80.510,+1 +dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,-6 +vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,-9 +gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-18 +hrnet_w18_small,1.547,98.453,18.133,81.867,13.19,224,0.875,bilinear,-87.503,-78.977,-28 +dla46_c,1.507,98.493,15.267,84.733,1.30,224,0.875,bilinear,-82.143,-79.653,-2 +regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-11 +resnet18,1.160,98.840,16.227,83.773,11.69,224,0.875,bilinear,-86.230,-80.063,-19 +tf_mobilenetv3_small_minimal_100,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,-1 +tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.890,-83.587,-93 diff --git a/results/results-imagenet-r-clean.csv b/results/results-imagenet-r-clean.csv index 415c8e07..edcde1c6 100644 --- a/results/results-imagenet-r-clean.csv +++ b/results/results-imagenet-r-clean.csv @@ -1,46 +1,53 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation beit_large_patch16_384,97.810,2.190,99.790,0.210,305.00,384,1.000,bicubic -beit_large_patch16_512,97.780,2.220,99.820,0.180,305.67,512,1.000,bicubic tf_efficientnet_l2_ns,97.780,2.220,99.890,0.110,480.31,800,0.960,bicubic +beit_large_patch16_512,97.780,2.220,99.820,0.180,305.67,512,1.000,bicubic tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic convnext_xlarge_384_in22ft1k,97.550,2.450,99.800,0.200,350.20,384,1.000,bicubic beit_large_patch16_224,97.480,2.520,99.690,0.310,304.43,224,0.900,bicubic convnext_large_384_in22ft1k,97.440,2.560,99.780,0.220,197.77,384,1.000,bicubic vit_large_patch16_384,97.420,2.580,99.780,0.220,304.72,384,1.000,bicubic beit_base_patch16_384,97.330,2.670,99.720,0.280,86.74,384,1.000,bicubic -convnext_base_384_in22ft1k,97.280,2.720,99.770,0.230,88.59,384,1.000,bicubic +convnext_base_384_in22ft1k,97.290,2.710,99.780,0.220,88.59,384,1.000,bicubic +volo_d5_512,97.290,2.710,99.760,0.240,296.09,512,1.150,bicubic convnext_large_in22ft1k,97.260,2.740,99.650,0.350,197.77,224,0.875,bicubic convnext_xlarge_in22ft1k,97.240,2.760,99.730,0.270,350.20,224,0.875,bicubic +volo_d5_448,97.240,2.760,99.740,0.260,295.91,448,1.150,bicubic tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,bicubic swin_large_patch4_window12_384,97.180,2.820,99.680,0.320,196.74,384,1.000,bicubic tf_efficientnetv2_xl_in21ft1k,97.150,2.850,99.620,0.380,208.12,512,1.000,bicubic swin_base_patch4_window12_384,97.120,2.880,99.780,0.220,87.90,384,1.000,bicubic tf_efficientnetv2_l_in21ft1k,97.110,2.890,99.710,0.290,118.52,480,1.000,bicubic -vit_base_patch8_224,97.080,2.920,99.620,0.380,86.58,224,0.900,bicubic -tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic +vit_base_patch8_224,97.080,2.920,99.610,0.390,86.58,224,0.900,bicubic +volo_d4_448,97.070,2.930,99.750,0.250,193.41,448,1.150,bicubic +volo_d3_448,97.020,2.980,99.680,0.320,86.63,448,1.000,bicubic vit_base_patch16_384,97.020,2.980,99.710,0.290,86.86,384,1.000,bicubic +tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear tf_efficientnetv2_m_in21ft1k,96.970,3.030,99.610,0.390,54.14,480,1.000,bicubic swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic vit_large_r50_s32_384,96.950,3.050,99.710,0.290,329.09,384,1.000,bicubic xcit_large_24_p16_384_dist,96.940,3.060,99.510,0.490,189.10,384,1.000,bicubic dm_nfnet_f6,96.920,3.080,99.720,0.280,438.36,576,0.956,bicubic +volo_d5_224,96.880,3.120,99.670,0.330,295.46,224,0.960,bicubic cait_m48_448,96.880,3.120,99.620,0.380,356.46,448,1.000,bicubic resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic -convnext_base_in22ft1k,96.860,3.140,99.650,0.350,88.59,224,0.875,bicubic +convnext_base_in22ft1k,96.840,3.160,99.650,0.350,88.59,224,0.875,bicubic cait_m36_384,96.830,3.170,99.660,0.340,271.22,384,1.000,bicubic +xcit_small_24_p8_384_dist,96.820,3.180,99.630,0.370,47.63,384,1.000,bicubic dm_nfnet_f5,96.810,3.190,99.670,0.330,377.21,544,0.954,bicubic -xcit_small_24_p8_384_dist,96.810,3.190,99.630,0.370,47.63,384,1.000,bicubic -xcit_medium_24_p8_384_dist,96.780,3.220,99.610,0.390,84.32,384,1.000,bicubic ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear +xcit_medium_24_p8_384_dist,96.780,3.220,99.610,0.390,84.32,384,1.000,bicubic +volo_d4_224,96.780,3.220,99.670,0.330,192.96,224,0.960,bicubic dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic xcit_large_24_p8_384_dist,96.760,3.240,99.560,0.440,188.93,384,1.000,bicubic dm_nfnet_f3,96.730,3.270,99.630,0.370,254.92,416,0.940,bicubic tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic vit_large_patch16_224,96.710,3.290,99.650,0.350,304.33,224,0.900,bicubic -tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic +volo_d2_384,96.710,3.290,99.600,0.400,58.87,384,1.000,bicubic xcit_medium_24_p16_384_dist,96.700,3.300,99.600,0.400,84.40,384,1.000,bicubic +tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic swin_base_patch4_window7_224,96.680,3.320,99.660,0.340,87.77,224,0.900,bicubic beit_base_patch16_224,96.660,3.340,99.660,0.340,86.53,224,0.900,bicubic tf_efficientnetv2_l,96.650,3.350,99.560,0.440,118.52,480,1.000,bicubic @@ -49,25 +56,30 @@ cait_s36_384,96.630,3.370,99.600,0.400,68.37,384,1.000,bicubic regnetz_e8,96.600,3.400,99.610,0.390,57.70,320,1.000,bicubic tf_efficientnet_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,bicubic cait_s24_384,96.570,3.430,99.550,0.450,47.06,384,1.000,bicubic -tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic xcit_small_24_p8_224_dist,96.550,3.450,99.570,0.430,47.63,224,1.000,bicubic +tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic tf_efficientnetv2_m,96.540,3.460,99.570,0.430,54.14,480,1.000,bicubic resnetv2_152x2_bitm,96.520,3.480,99.590,0.410,236.34,448,1.000,bilinear xcit_medium_24_p8_224_dist,96.520,3.480,99.510,0.490,84.32,224,1.000,bicubic deit_base_distilled_patch16_384,96.510,3.490,99.590,0.410,87.63,384,1.000,bicubic xcit_small_12_p8_384_dist,96.480,3.520,99.490,0.510,26.21,384,1.000,bicubic tf_efficientnetv2_s_in21ft1k,96.470,3.530,99.570,0.430,21.46,384,1.000,bicubic -dm_nfnet_f2,96.460,3.540,99.540,0.460,193.78,352,0.920,bicubic +volo_d1_384,96.470,3.530,99.550,0.450,26.78,384,1.000,bicubic ecaresnet269d,96.460,3.540,99.610,0.390,102.09,352,1.000,bicubic +dm_nfnet_f2,96.460,3.540,99.540,0.460,193.78,352,0.920,bicubic eca_nfnet_l2,96.450,3.550,99.630,0.370,56.72,384,1.000,bicubic vit_base_r50_s16_384,96.450,3.550,99.660,0.340,98.95,384,1.000,bicubic ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear +volo_d3_224,96.440,3.560,99.620,0.380,86.33,224,0.960,bicubic +volo_d2_224,96.420,3.580,99.500,0.500,58.68,224,0.960,bicubic resnetrs420,96.400,3.600,99.540,0.460,191.89,416,1.000,bicubic dm_nfnet_f1,96.380,3.620,99.470,0.530,132.63,320,0.910,bicubic tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic -resmlp_big_24_224_in22ft1k,96.350,3.650,99.520,0.480,129.14,224,0.875,bicubic tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic +resmlp_big_24_224_in22ft1k,96.350,3.650,99.520,0.480,129.14,224,0.875,bicubic +resnetrs200,96.340,3.660,99.550,0.450,93.21,320,1.000,bicubic xcit_small_24_p16_384_dist,96.340,3.660,99.580,0.420,47.67,384,1.000,bicubic +regnetz_040h,96.330,3.670,99.520,0.480,28.94,320,1.000,bicubic xcit_small_12_p16_384_dist,96.330,3.670,99.490,0.510,26.25,384,1.000,bicubic xcit_large_24_p16_224_dist,96.320,3.680,99.500,0.500,189.10,224,1.000,bicubic seresnet152d,96.310,3.690,99.510,0.490,66.84,320,1.000,bicubic @@ -76,34 +88,38 @@ tf_efficientnet_b6,96.290,3.710,99.520,0.480,43.04,528,0.942,bicubic swsl_resnext101_32x16d,96.280,3.720,99.500,0.500,194.03,224,0.875,bilinear efficientnetv2_rw_m,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic resnetv2_50x3_bitm,96.270,3.730,99.630,0.370,217.32,448,1.000,bilinear -xcit_medium_24_p16_224_dist,96.260,3.740,99.400,0.600,84.40,224,1.000,bicubic +xcit_medium_24_p16_224_dist,96.260,3.740,99.410,0.590,84.40,224,1.000,bicubic resnetv2_101x3_bitm,96.250,3.750,99.580,0.420,387.93,448,1.000,bilinear resnetrs350,96.240,3.760,99.470,0.530,163.96,384,1.000,bicubic swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear -xcit_tiny_24_p8_384_dist,96.240,3.760,99.440,0.560,12.11,384,1.000,bicubic +xcit_tiny_24_p8_384_dist,96.230,3.770,99.440,0.560,12.11,384,1.000,bicubic +regnetz_d8_evos,96.220,3.780,99.490,0.510,23.46,320,0.950,bicubic resnetv2_152x2_bit_teacher_384,96.190,3.810,99.500,0.500,236.34,384,1.000,bicubic +regnetz_040,96.180,3.820,99.510,0.490,27.12,320,1.000,bicubic vit_large_r50_s32_224,96.180,3.820,99.530,0.470,328.99,224,0.900,bicubic -crossvit_18_dagger_408,96.130,3.870,99.470,0.530,44.61,408,1.000,bicubic -resnest269e,96.130,3.870,99.520,0.480,110.93,416,0.928,bicubic +crossvit_18_dagger_408,96.140,3.860,99.470,0.530,44.61,408,1.000,bicubic +seresnext101_32x8d,96.130,3.870,99.360,0.640,93.57,288,1.000,bicubic +resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic resnet200d,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic tf_efficientnet_b3_ns,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic -tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic xcit_large_24_p8_224,96.080,3.920,99.150,0.850,188.93,224,1.000,bicubic +tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic resnetrs270,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic -swsl_resnext101_32x4d,96.040,3.960,99.530,0.470,44.18,224,0.875,bilinear +swsl_resnext101_32x4d,96.050,3.950,99.530,0.470,44.18,224,0.875,bilinear +swin_s3_base_224,96.040,3.960,99.350,0.650,71.13,224,0.900,bicubic vit_base_patch16_224_miil,96.030,3.970,99.350,0.650,86.54,224,0.875,bilinear +volo_d1_224,96.030,3.970,99.390,0.610,26.63,224,0.960,bicubic convnext_large,96.020,3.980,99.470,0.530,197.77,224,0.875,bicubic cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic regnetz_d8,96.010,3.990,99.520,0.480,23.37,320,1.000,bicubic -resnetrs200,95.990,4.010,99.440,0.560,93.21,320,1.000,bicubic tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic vit_small_patch16_384,95.980,4.020,99.590,0.410,22.20,384,1.000,bicubic resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic xcit_small_12_p8_224_dist,95.960,4.040,99.420,0.580,26.21,224,1.000,bicubic -convnext_base,95.950,4.050,99.380,0.620,88.59,224,0.875,bicubic +convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic ig_resnext101_32x8d,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear eca_nfnet_l1,95.930,4.070,99.490,0.510,41.41,320,1.000,bicubic xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic @@ -113,42 +129,52 @@ resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic resnet152d,95.870,4.130,99.430,0.570,60.21,320,1.000,bicubic xcit_medium_24_p8_224,95.870,4.130,99.080,0.920,84.32,224,1.000,bicubic regnetz_d32,95.860,4.140,99.430,0.570,27.58,320,0.950,bicubic +regnety_080,95.850,4.150,99.440,0.560,39.18,288,1.000,bicubic +swin_s3_small_224,95.830,4.170,99.200,0.800,49.74,224,0.900,bicubic crossvit_15_dagger_408,95.820,4.180,99.310,0.690,28.50,408,1.000,bicubic xcit_small_24_p16_224_dist,95.800,4.200,99.340,0.660,47.67,224,1.000,bicubic +regnety_064,95.790,4.210,99.290,0.710,30.58,288,1.000,bicubic +regnetv_064,95.770,4.230,99.420,0.580,30.58,288,1.000,bicubic deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic resnet101d,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic resnetv2_152x2_bit_teacher,95.750,4.250,99.430,0.570,236.34,224,0.875,bicubic xcit_small_12_p16_224_dist,95.740,4.260,99.300,0.700,26.25,224,1.000,bicubic -twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic -twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,bicubic +regnetv_040,95.730,4.270,99.380,0.620,20.64,288,1.000,bicubic swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic +twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,bicubic +twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic tf_efficientnetv2_s,95.710,4.290,99.400,0.600,21.46,384,1.000,bicubic efficientnetv2_rw_s,95.700,4.300,99.380,0.620,23.94,384,1.000,bicubic dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic -cait_s24_224,95.650,4.350,99.390,0.610,46.92,224,1.000,bicubic +xception65,95.690,4.310,99.310,0.690,39.92,299,0.940,bicubic +xception65p,95.650,4.350,99.270,0.730,39.82,299,0.940,bicubic deit_base_patch16_384,95.650,4.350,99.240,0.760,86.86,384,1.000,bicubic -convnext_small,95.630,4.370,99.260,0.740,50.22,224,0.875,bicubic +cait_s24_224,95.650,4.350,99.390,0.610,46.92,224,1.000,bicubic +regnetz_c16_evos,95.630,4.370,99.420,0.580,13.49,320,0.950,bicubic +convnext_small,95.610,4.390,99.260,0.740,50.22,224,0.875,bicubic swsl_resnext50_32x4d,95.600,4.400,99.440,0.560,25.03,224,0.875,bilinear tf_efficientnet_b4,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic +resnet152,95.570,4.430,99.270,0.730,60.19,224,0.950,bicubic twins_svt_base,95.570,4.430,99.230,0.770,56.07,224,0.900,bicubic resnest101e,95.560,4.440,99.270,0.730,48.28,256,0.875,bilinear -resnet152,95.560,4.440,99.270,0.730,60.19,224,0.950,bicubic jx_nest_base,95.540,4.460,99.300,0.700,67.72,224,0.875,bicubic -jx_nest_small,95.540,4.460,99.220,0.780,38.35,224,0.875,bicubic -efficientnet_b4,95.520,4.480,99.400,0.600,19.34,384,1.000,bicubic +resnext101_64x4d,95.540,4.460,99.290,0.710,83.46,288,1.000,bicubic +efficientnet_b4,95.530,4.470,99.400,0.600,19.34,384,1.000,bicubic +jx_nest_small,95.530,4.470,99.210,0.790,38.35,224,0.875,bicubic tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic tresnet_xl_448,95.510,4.490,99.340,0.660,78.44,448,0.875,bilinear tf_efficientnet_b4_ap,95.490,4.510,99.390,0.610,19.34,380,0.922,bicubic regnety_032,95.480,4.520,99.320,0.680,19.44,288,1.000,bicubic +regnety_040,95.480,4.520,99.420,0.580,20.65,288,1.000,bicubic xcit_tiny_24_p16_384_dist,95.480,4.520,99.360,0.640,12.12,384,1.000,bicubic -twins_pcpvt_base,95.460,4.540,99.390,0.610,43.83,224,0.900,bicubic xcit_tiny_24_p8_224_dist,95.460,4.540,99.360,0.640,12.11,224,1.000,bicubic +twins_pcpvt_base,95.460,4.540,99.390,0.610,43.83,224,0.900,bicubic eca_nfnet_l0,95.450,4.550,99.390,0.610,24.14,288,1.000,bicubic xcit_small_12_p8_224,95.420,4.580,99.200,0.800,26.21,224,1.000,bicubic ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear +regnetz_c16,95.400,4.600,99.310,0.690,13.46,320,0.940,bicubic tresnet_l_448,95.400,4.600,99.300,0.700,55.99,448,0.875,bilinear nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic -regnetz_c16,95.390,4.610,99.310,0.690,13.46,320,0.940,bicubic resnetv2_50x1_bit_distilled,95.390,4.610,99.430,0.570,25.55,224,0.875,bicubic tresnet_m,95.380,4.620,99.150,0.850,31.39,224,0.875,bilinear pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic @@ -158,64 +184,71 @@ resnetv2_101x1_bitm,95.320,4.680,99.370,0.630,44.54,448,1.000,bilinear gc_efficientnetv2_rw_t,95.280,4.720,99.220,0.780,13.68,288,1.000,bicubic resnetrs101,95.250,4.750,99.210,0.790,63.62,288,0.940,bicubic vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic -cait_xxs36_384,95.230,4.770,99.320,0.680,17.37,384,1.000,bicubic +cait_xxs36_384,95.230,4.770,99.330,0.670,17.37,384,1.000,bicubic levit_384,95.210,4.790,99.160,0.840,39.13,224,0.900,bicubic -resnet51q,95.200,4.800,99.280,0.720,35.70,288,1.000,bilinear swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear +resnet51q,95.200,4.800,99.280,0.720,35.70,288,1.000,bilinear crossvit_18_dagger_240,95.190,4.810,99.120,0.880,44.27,240,0.875,bicubic ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic ssl_resnext101_32x4d,95.160,4.840,99.310,0.690,44.18,224,0.875,bilinear nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic -efficientnet_b3,95.130,4.870,99.210,0.790,12.23,320,1.000,bicubic -fbnetv3_g,95.130,4.870,99.200,0.800,16.62,288,0.950,bilinear +efficientnet_b3,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic vit_small_r26_s32_224,95.130,4.870,99.220,0.780,36.43,224,0.900,bicubic xcit_medium_24_p16_224,95.130,4.870,98.920,1.080,84.40,224,1.000,bicubic +poolformer_m48,95.130,4.870,99.120,0.880,73.47,224,0.950,bicubic +fbnetv3_g,95.130,4.870,99.200,0.800,16.62,288,0.950,bilinear tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic +resnetv2_50d_evos,95.120,4.880,99.230,0.770,25.59,288,0.950,bicubic resnet61q,95.110,4.890,99.080,0.920,36.85,288,1.000,bicubic convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,bicubic -xcit_small_24_p16_224,95.080,4.920,99.060,0.940,47.67,224,1.000,bicubic +resnetv2_50d_gn,95.100,4.900,99.060,0.940,25.57,288,0.950,bicubic coat_lite_small,95.080,4.920,99.030,0.970,19.84,224,0.900,bicubic -crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic -crossvit_base_240,95.070,4.930,98.980,1.020,105.03,240,0.875,bicubic +xcit_small_24_p16_224,95.080,4.920,99.060,0.940,47.67,224,1.000,bicubic ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic efficientnetv2_rw_t,95.070,4.930,99.220,0.780,13.65,288,1.000,bicubic +crossvit_base_240,95.070,4.930,98.980,1.020,105.03,240,0.875,bicubic +crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear -halo2botnet50ts_256,95.010,4.990,99.040,0.960,22.64,256,0.950,bicubic +xception41p,95.060,4.940,99.150,0.850,26.91,299,0.940,bicubic deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic -convnext_tiny,94.990,5.010,99.200,0.800,28.59,224,0.875,bicubic +halo2botnet50ts_256,95.010,4.990,99.040,0.960,22.64,256,0.950,bicubic +poolformer_m36,95.010,4.990,99.100,0.900,56.17,224,0.950,bicubic crossvit_15_dagger_240,94.980,5.020,99.160,0.840,28.21,240,0.875,bicubic convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic -resnet101,94.970,5.030,99.080,0.920,44.55,224,0.950,bicubic tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic +convnext_tiny,94.960,5.040,99.200,0.800,28.59,224,0.875,bicubic +resnet101,94.960,5.040,99.080,0.920,44.55,224,0.950,bicubic visformer_small,94.960,5.040,99.210,0.790,40.22,224,0.900,bicubic -xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic jx_nest_tiny,94.950,5.050,99.100,0.900,17.06,224,0.875,bicubic +xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic cait_xxs24_384,94.940,5.060,99.130,0.870,12.03,384,1.000,bicubic +resnetv2_101,94.930,5.070,99.130,0.870,44.54,224,0.950,bicubic gernet_l,94.930,5.070,99.200,0.800,31.08,256,0.875,bilinear -resnetv2_101,94.930,5.070,99.120,0.880,44.54,224,0.950,bicubic convit_small,94.920,5.080,99.100,0.900,27.78,224,0.875,bicubic tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic +swin_s3_tiny_224,94.910,5.090,99.160,0.840,28.33,224,0.900,bicubic tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear +xcit_tiny_24_p8_224,94.890,5.110,99.190,0.810,12.11,224,1.000,bicubic mixer_b16_224_miil,94.880,5.120,99.080,0.920,59.88,224,0.875,bilinear vit_small_patch16_224,94.880,5.120,99.270,0.730,22.05,224,0.900,bicubic -xcit_tiny_24_p8_224,94.880,5.120,99.190,0.810,12.11,224,1.000,bicubic tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear tf_efficientnet_b1_ns,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic xcit_small_12_p16_224,94.820,5.180,99.060,0.940,26.25,224,1.000,bicubic -seresnext50_32x4d,94.810,5.190,99.130,0.870,27.56,224,0.875,bicubic +seresnext50_32x4d,94.800,5.200,99.130,0.870,27.56,224,0.875,bicubic pit_b_224,94.790,5.210,98.820,1.180,73.76,224,0.900,bicubic lamhalobotnet50ts_256,94.780,5.220,98.980,1.020,22.57,256,0.950,bicubic -twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic +convnext_tiny_hnf,94.770,5.230,99.160,0.840,28.59,224,0.950,bicubic +twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic resnetv2_50x1_bitm,94.750,5.250,99.180,0.820,25.55,448,1.000,bilinear -pit_s_distilled_224,94.750,5.250,99.180,0.820,24.04,224,0.900,bicubic +pit_s_distilled_224,94.740,5.260,99.180,0.820,24.04,224,0.900,bicubic +xcit_tiny_12_p8_224_dist,94.730,5.270,99.180,0.820,6.71,224,1.000,bicubic legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear -crossvit_15_240,94.720,5.280,99.080,0.920,27.53,240,0.875,bicubic +gluon_resnet152_v1s,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic +crossvit_15_240,94.710,5.290,99.070,0.930,27.53,240,0.875,bicubic gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic halonet50ts,94.710,5.290,98.820,1.180,22.73,256,0.940,bicubic -resnest50d_4s2x40d,94.710,5.290,99.130,0.870,30.42,224,0.875,bicubic -xcit_tiny_12_p8_224_dist,94.710,5.290,99.180,0.820,6.71,224,1.000,bicubic -gluon_resnet152_v1s,94.700,5.300,99.060,0.940,60.32,224,0.875,bicubic +resnest50d_4s2x40d,94.710,5.290,99.140,0.860,30.42,224,0.875,bicubic ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear regnetz_b16,94.680,5.320,99.160,0.840,9.72,288,0.940,bicubic efficientnet_el,94.670,5.330,99.130,0.870,10.59,300,0.904,bicubic @@ -225,6 +258,7 @@ wide_resnet50_2,94.660,5.340,99.050,0.950,68.88,224,0.875,bicubic tresnet_m_448,94.650,5.350,99.150,0.850,31.39,448,0.875,bilinear resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic +poolformer_s36,94.620,5.380,99.050,0.950,30.86,224,0.900,bicubic gcresnet50t,94.620,5.380,98.980,1.020,25.90,256,0.900,bicubic deit_small_distilled_patch16_224,94.600,5.400,99.100,0.900,22.44,224,0.900,bicubic twins_pcpvt_small,94.600,5.400,99.150,0.850,24.11,224,0.900,bicubic @@ -232,16 +266,16 @@ vit_small_patch32_384,94.600,5.400,99.140,0.860,22.92,384,1.000,bicubic pit_s_224,94.590,5.410,98.920,1.080,23.46,224,0.900,bicubic crossvit_small_240,94.580,5.420,99.120,0.880,26.86,240,0.875,bicubic efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic -lambda_resnet50ts,94.570,5.430,98.650,1.350,21.54,256,0.950,bicubic +tnt_s_patch16_224,94.580,5.420,99.180,0.820,23.76,224,0.900,bicubic resnext50_32x4d,94.570,5.430,98.800,1.200,25.03,224,0.950,bicubic -tnt_s_patch16_224,94.570,5.430,99.180,0.820,23.76,224,0.900,bicubic +lambda_resnet50ts,94.570,5.430,98.650,1.350,21.54,256,0.950,bicubic repvgg_b3,94.560,5.440,98.910,1.090,123.09,224,0.875,bilinear gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear resmlp_36_distilled_224,94.550,5.450,99.160,0.840,44.69,224,0.875,bicubic -sehalonet33ts,94.530,5.470,98.760,1.240,13.69,256,0.940,bicubic xcit_tiny_12_p16_384_dist,94.530,5.470,99.170,0.830,6.72,384,1.000,bicubic +haloregnetz_b,94.520,5.480,98.970,1.030,11.68,224,0.940,bicubic regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic -haloregnetz_b,94.520,5.480,98.960,1.040,11.68,224,0.940,bicubic +sehalonet33ts,94.520,5.480,98.750,1.250,13.69,256,0.940,bicubic repvgg_b3g4,94.500,5.500,99.020,0.980,83.83,224,0.875,bilinear ecaresnet101d_pruned,94.450,5.550,99.100,0.900,24.88,224,0.875,bicubic gluon_seresnext101_32x4d,94.450,5.550,99.090,0.910,48.96,224,0.875,bicubic @@ -249,105 +283,102 @@ gluon_resnet152_v1d,94.440,5.560,99.010,0.990,60.21,224,0.875,bicubic convmixer_768_32,94.430,5.570,99.110,0.890,21.11,224,0.960,bicubic gcresnext50ts,94.410,5.590,98.990,1.010,15.67,256,0.900,bicubic levit_256,94.400,5.600,99.060,0.940,18.89,224,0.900,bicubic -resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic +nf_resnet50,94.390,5.610,99.070,0.930,25.56,288,0.940,bicubic vit_base_patch32_224,94.390,5.610,99.060,0.940,88.22,224,0.900,bicubic +resnest50d_1s4x24d,94.380,5.620,99.070,0.930,25.68,224,0.875,bicubic inception_v4,94.380,5.620,98.820,1.180,42.68,299,0.875,bicubic -nf_resnet50,94.380,5.620,99.070,0.930,25.56,288,0.940,bicubic efficientnet_b2,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic tf_efficientnet_el,94.360,5.640,99.100,0.900,10.59,300,0.904,bicubic xcit_tiny_12_p8_224,94.360,5.640,99.070,0.930,6.71,224,1.000,bicubic gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic -resmlp_24_distilled_224,94.340,5.660,99.090,0.910,30.02,224,0.875,bicubic inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,bicubic -sebotnet33ts_256,94.310,5.690,98.600,1.400,13.70,256,0.940,bicubic +resmlp_24_distilled_224,94.340,5.660,99.090,0.910,30.02,224,0.875,bicubic +poolformer_s24,94.330,5.670,99.060,0.940,21.39,224,0.900,bicubic ssl_resnet50,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear +sebotnet33ts_256,94.310,5.690,98.590,1.410,13.70,256,0.940,bicubic resmlp_big_24_224,94.270,5.730,98.820,1.180,129.14,224,0.875,bicubic +tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic resnetv2_50,94.270,5.730,98.930,1.070,25.55,224,0.950,bicubic -rexnet_150,94.270,5.730,99.080,0.920,9.73,224,0.875,bicubic seresnet33ts,94.270,5.730,98.780,1.220,19.78,256,0.900,bicubic -tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic regnetx_120,94.260,5.740,99.190,0.810,46.11,224,0.875,bicubic +rexnet_150,94.260,5.740,99.080,0.920,9.73,224,0.875,bicubic mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic regnetx_320,94.220,5.780,99.050,0.950,107.81,224,0.875,bicubic +xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic -xcit_tiny_24_p16_224_dist,94.210,5.790,98.960,1.040,12.12,224,1.000,bicubic ecaresnet50d,94.200,5.800,99.020,0.980,25.58,224,0.875,bicubic dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic resnet50_gn,94.180,5.820,98.920,1.080,25.56,224,0.940,bicubic -gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic -gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic gluon_resnet101_v1d,94.170,5.830,98.940,1.060,44.57,224,0.875,bicubic +gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic +gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic ens_adv_inception_resnet_v2,94.130,5.870,98.790,1.210,55.84,299,0.897,bicubic -regnety_064,94.130,5.870,99.030,0.970,30.58,224,0.875,bicubic +tf_efficientnet_lite3,94.120,5.880,98.960,1.040,8.20,300,0.904,bilinear gluon_resnext101_32x4d,94.120,5.880,98.940,1.060,44.18,224,0.875,bicubic legacy_seresnext101_32x4d,94.120,5.880,98.970,1.030,48.96,224,0.875,bilinear -tf_efficientnet_lite3,94.120,5.880,98.960,1.040,8.20,300,0.904,bilinear cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear -efficientnet_el_pruned,94.080,5.920,99.020,0.980,10.59,300,0.904,bicubic -seresnet50,94.080,5.920,98.960,1.040,28.09,224,0.875,bicubic +efficientnet_el_pruned,94.090,5.910,99.020,0.980,10.59,300,0.904,bicubic +seresnet50,94.080,5.920,98.950,1.050,28.09,224,0.875,bicubic resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic tf_efficientnetv2_b2,94.070,5.930,98.930,1.070,10.10,260,0.890,bicubic -gluon_resnet152_v1b,94.030,5.970,98.740,1.260,60.19,224,0.875,bicubic +gluon_resnet152_v1b,94.030,5.970,98.750,1.250,60.19,224,0.875,bicubic hrnet_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear -gluon_xception65,94.020,5.980,99.020,0.980,39.92,299,0.903,bicubic resnetrs50,94.020,5.980,98.850,1.150,35.69,224,0.910,bicubic -regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,bicubic +gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic +regnety_120,94.010,5.990,99.040,0.960,51.82,224,0.875,bicubic dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear -deit_small_patch16_224,93.990,6.010,98.960,1.040,22.05,224,0.900,bicubic +deit_small_patch16_224,93.980,6.020,98.960,1.040,22.05,224,0.900,bicubic dpn107,93.960,6.040,98.830,1.170,86.92,224,0.875,bicubic ecaresnet26t,93.950,6.050,98.920,1.080,16.01,320,0.950,bicubic skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic -cait_xxs36_224,93.930,6.070,98.890,1.110,17.30,224,1.000,bicubic -resnet50,93.930,6.070,98.470,1.530,25.56,224,0.950,bicubic +cait_xxs36_224,93.930,6.070,98.880,1.120,17.30,224,1.000,bicubic dpn98,93.920,6.080,98.920,1.080,61.57,224,0.875,bicubic +resnet50,93.920,6.080,98.470,1.530,25.56,224,0.950,bicubic gluon_resnet152_v1c,93.890,6.110,98.800,1.200,60.21,224,0.875,bicubic regnetx_160,93.890,6.110,99.090,0.910,54.28,224,0.875,bicubic -regnety_080,93.890,6.110,99.000,1.000,39.18,224,0.875,bicubic vit_base_patch16_224_sam,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic +xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,bicubic nf_regnet_b1,93.880,6.120,98.740,1.260,10.22,288,0.900,bicubic -xception71,93.880,6.120,98.950,1.050,42.34,299,0.903,bicubic cspresnet50,93.860,6.140,98.860,1.140,21.62,256,0.887,bilinear eca_resnet33ts,93.860,6.140,98.890,1.110,19.68,256,0.900,bicubic -xcit_tiny_24_p16_224,93.850,6.150,98.760,1.240,12.12,224,1.000,bicubic ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic fbnetv3_d,93.840,6.160,98.910,1.090,10.31,256,0.950,bilinear hrnet_w64,93.840,6.160,98.930,1.070,128.06,224,0.875,bilinear +xcit_tiny_24_p16_224,93.840,6.160,98.760,1.240,12.12,224,1.000,bicubic ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic gcresnet33ts,93.820,6.180,98.910,1.090,19.88,256,0.900,bicubic repvgg_b2g4,93.810,6.190,98.930,1.070,61.76,224,0.875,bilinear resnext50d_32x4d,93.810,6.190,98.740,1.260,25.05,224,0.875,bicubic efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic -dla169,93.800,6.200,98.840,1.160,53.39,224,0.875,bilinear +dla169,93.800,6.200,98.830,1.170,53.39,224,0.875,bilinear regnetx_080,93.790,6.210,98.900,1.100,39.57,224,0.875,bicubic cspresnext50,93.780,6.220,98.840,1.160,20.57,224,0.875,bilinear -gluon_resnet101_v1b,93.770,6.230,98.690,1.310,44.55,224,0.875,bicubic resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear -xception65,93.760,6.240,98.860,1.140,39.92,299,0.903,bicubic -dpn131,93.750,6.250,98.840,1.160,79.25,224,0.875,bicubic +gluon_resnet101_v1b,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic +dpn131,93.750,6.250,98.830,1.170,79.25,224,0.875,bicubic efficientnet_em,93.740,6.260,98.930,1.070,6.90,240,0.882,bicubic tf_efficientnet_b0_ns,93.740,6.260,98.980,1.020,5.29,224,0.875,bicubic -wide_resnet101_2,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear +wide_resnet101_2,93.730,6.270,98.810,1.190,126.89,224,0.875,bilinear hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear +levit_192,93.710,6.290,98.800,1.200,10.95,224,0.900,bicubic resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic tf_efficientnetv2_b1,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic -levit_192,93.710,6.290,98.800,1.200,10.95,224,0.900,bicubic gluon_resnet101_v1c,93.690,6.310,98.760,1.240,44.57,224,0.875,bicubic -regnetx_040,93.680,6.320,98.940,1.060,22.12,224,0.875,bicubic rexnet_130,93.680,6.320,98.710,1.290,7.56,224,0.875,bicubic +regnetx_040,93.670,6.330,98.940,1.060,22.12,224,0.875,bicubic resmlp_36_224,93.650,6.350,98.950,1.050,44.69,224,0.875,bicubic -fbnetv3_b,93.650,6.350,98.910,1.090,8.60,256,0.950,bilinear gluon_resnext50_32x4d,93.650,6.350,98.690,1.310,25.03,224,0.875,bicubic xception,93.640,6.360,98.760,1.240,22.86,299,0.897,bicubic +fbnetv3_b,93.640,6.360,98.910,1.090,8.60,256,0.950,bilinear resnet33ts,93.630,6.370,98.760,1.240,19.68,256,0.900,bicubic tf_efficientnet_b1_ap,93.630,6.370,98.800,1.200,7.79,240,0.882,bicubic dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic regnetx_064,93.620,6.380,99.050,0.950,26.21,224,0.875,bicubic -res2net50_26w_6s,93.610,6.390,98.740,1.260,37.05,224,0.875,bilinear hrnet_w44,93.610,6.390,98.960,1.040,67.06,224,0.875,bilinear -regnety_040,93.610,6.390,98.950,1.050,20.65,224,0.875,bicubic halonet26t,93.600,6.400,98.640,1.360,12.48,256,0.950,bicubic +res2net50_26w_6s,93.600,6.400,98.750,1.250,37.05,224,0.875,bilinear gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic repvgg_b2,93.590,6.410,99.070,0.930,89.02,224,0.875,bilinear dla60_res2next,93.570,6.430,98.790,1.210,17.03,224,0.875,bilinear @@ -356,71 +387,72 @@ tf_efficientnet_cc_b1_8e,93.570,6.430,98.690,1.310,39.72,240,0.882,bicubic eca_halonext26ts,93.560,6.440,98.680,1.320,10.76,256,0.940,bicubic gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic -dla102x,93.520,6.480,98.850,1.150,26.31,224,0.875,bilinear res2net101_26w_4s,93.520,6.480,98.600,1.400,45.21,224,0.875,bilinear -coat_tiny,93.510,6.490,98.690,1.310,5.50,224,0.900,bicubic +coat_tiny,93.520,6.480,98.690,1.310,5.50,224,0.900,bicubic +dla102x,93.520,6.480,98.850,1.150,26.31,224,0.875,bilinear gmlp_s16_224,93.510,6.490,98.780,1.220,19.42,224,0.875,bicubic selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic -cait_xxs24_224,93.490,6.510,98.770,1.230,11.96,224,1.000,bicubic +cait_xxs24_224,93.490,6.510,98.780,1.220,11.96,224,1.000,bicubic xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic coat_lite_mini,93.460,6.540,98.780,1.220,11.01,224,0.900,bicubic +vit_tiny_patch16_384,93.450,6.550,98.830,1.170,5.79,384,1.000,bicubic legacy_seresnet152,93.440,6.560,98.850,1.150,66.82,224,0.875,bilinear resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic botnet26t_256,93.430,6.570,98.660,1.340,12.49,256,0.950,bicubic lambda_resnet26rpt_256,93.430,6.570,98.880,1.120,10.99,256,0.940,bicubic legacy_seresnext50_32x4d,93.430,6.570,98.800,1.200,27.56,224,0.875,bilinear -vit_tiny_patch16_384,93.430,6.570,98.830,1.170,5.79,384,1.000,bicubic res2net50_26w_8s,93.420,6.580,98.690,1.310,48.40,224,0.875,bilinear repvgg_b1,93.410,6.590,98.790,1.210,57.42,224,0.875,bilinear -lambda_resnet26t,93.400,6.600,98.740,1.260,10.96,256,0.940,bicubic +lambda_resnet26t,93.400,6.600,98.730,1.270,10.96,256,0.940,bicubic hrnet_w30,93.390,6.610,98.830,1.170,37.71,224,0.875,bilinear dla60_res2net,93.380,6.620,98.860,1.140,20.85,224,0.875,bilinear -eca_botnext26ts_256,93.360,6.640,98.700,1.300,10.59,256,0.950,bicubic -xcit_tiny_12_p16_224_dist,93.340,6.660,98.740,1.260,6.72,224,1.000,bicubic -xcit_nano_12_p8_384_dist,93.280,6.720,98.850,1.150,3.05,384,1.000,bicubic -mixnet_l,93.270,6.730,98.700,1.300,7.33,224,0.875,bicubic +eca_botnext26ts_256,93.370,6.630,98.700,1.300,10.59,256,0.950,bicubic +xcit_tiny_12_p16_224_dist,93.350,6.650,98.740,1.260,6.72,224,1.000,bicubic legacy_seresnet101,93.270,6.730,98.740,1.260,49.33,224,0.875,bilinear +mixnet_l,93.270,6.730,98.700,1.300,7.33,224,0.875,bicubic dla102,93.260,6.740,98.770,1.230,33.27,224,0.875,bilinear +xcit_nano_12_p8_384_dist,93.260,6.740,98.850,1.150,3.05,384,1.000,bicubic regnetx_032,93.250,6.750,98.730,1.270,15.30,224,0.875,bicubic -pit_xs_distilled_224,93.240,6.760,98.830,1.170,11.00,224,0.900,bicubic resnest26d,93.240,6.760,98.850,1.150,17.07,224,0.875,bilinear tv_resnet152,93.240,6.760,98.750,1.250,60.19,224,0.875,bilinear +pit_xs_distilled_224,93.240,6.760,98.820,1.180,11.00,224,0.900,bicubic tf_inception_v3,93.200,6.800,98.480,1.520,23.83,299,0.875,bicubic dla60x,93.190,6.810,98.710,1.290,17.35,224,0.875,bilinear res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear -tf_efficientnet_em,93.180,6.820,98.670,1.330,6.90,240,0.882,bicubic +tf_efficientnet_em,93.170,6.830,98.670,1.330,6.90,240,0.882,bicubic +mobilevit_s,93.160,6.840,98.780,1.220,5.58,256,0.900,bicubic res2next50,93.140,6.860,98.650,1.350,24.67,224,0.875,bilinear -bat_resnext26ts,93.100,6.900,98.730,1.270,10.73,256,0.900,bicubic +bat_resnext26ts,93.110,6.890,98.730,1.270,10.73,256,0.900,bicubic tf_efficientnetv2_b0,93.060,6.940,98.700,1.300,7.14,224,0.875,bicubic -levit_128,93.040,6.960,98.680,1.320,9.21,224,0.900,bicubic tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic +levit_128,93.040,6.960,98.680,1.320,9.21,224,0.900,bicubic +efficientnet_b1,93.030,6.970,98.710,1.290,7.79,256,1.000,bicubic repvgg_b1g4,93.030,6.970,98.820,1.180,39.97,224,0.875,bilinear res2net50_14w_8s,93.030,6.970,98.700,1.300,25.06,224,0.875,bilinear -efficientnet_b1,93.030,6.970,98.710,1.290,7.79,256,1.000,bicubic -selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic +selecsls60,93.000,7.000,98.830,1.170,30.67,224,0.875,bicubic hardcorenas_f,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear efficientnet_b1_pruned,92.970,7.030,98.520,1.480,6.33,240,0.882,bicubic -hardcorenas_e,92.950,7.050,98.570,1.430,8.07,224,0.875,bilinear hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear -gluon_resnet50_v1c,92.920,7.080,98.710,1.290,25.58,224,0.875,bicubic +hardcorenas_e,92.940,7.060,98.570,1.430,8.07,224,0.875,bilinear efficientnet_es,92.920,7.080,98.690,1.310,5.44,224,0.875,bicubic -pit_xs_224,92.910,7.090,98.770,1.230,10.62,224,0.900,bicubic +gluon_resnet50_v1c,92.920,7.080,98.700,1.300,25.58,224,0.875,bicubic +pit_xs_224,92.910,7.090,98.780,1.220,10.62,224,0.900,bicubic tv_resnext50_32x4d,92.910,7.090,98.720,1.280,25.03,224,0.875,bilinear inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic densenet161,92.890,7.110,98.810,1.190,28.68,224,0.875,bicubic tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear resmlp_12_distilled_224,92.870,7.130,98.620,1.380,15.35,224,0.875,bicubic tf_efficientnet_cc_b0_8e,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic -coat_lite_tiny,92.860,7.140,98.630,1.370,5.72,224,0.900,bicubic +coat_lite_tiny,92.860,7.140,98.640,1.360,5.72,224,0.900,bicubic rexnet_100,92.840,7.160,98.620,1.380,4.80,224,0.875,bicubic tf_efficientnet_cc_b0_4e,92.840,7.160,98.440,1.560,13.31,224,0.875,bicubic -seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic -seresnext26ts,92.810,7.190,98.600,1.400,10.39,256,0.900,bicubic -res2net50_48w_2s,92.790,7.210,98.480,1.520,25.29,224,0.875,bilinear +seresnext26ts,92.820,7.180,98.600,1.400,10.39,256,0.900,bicubic +seresnext26t_32x4d,92.810,7.190,98.560,1.440,16.81,224,0.875,bicubic tinynet_a,92.790,7.210,98.560,1.440,6.19,192,0.875,bicubic -crossvit_9_dagger_240,92.750,7.250,98.510,1.490,8.78,240,0.875,bicubic +res2net50_48w_2s,92.790,7.210,98.480,1.520,25.29,224,0.875,bilinear +crossvit_9_dagger_240,92.760,7.240,98.510,1.490,8.78,240,0.875,bicubic hrnet_w18,92.750,7.250,98.660,1.340,21.30,224,0.875,bilinear densenet201,92.690,7.310,98.650,1.350,20.01,224,0.875,bicubic gmixer_24_224,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic @@ -437,40 +469,41 @@ tf_efficientnet_lite2,92.580,7.420,98.550,1.450,6.09,260,0.890,bicubic skresnet34,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic gluon_resnet50_v1b,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic regnetx_016,92.540,7.460,98.550,1.450,9.19,224,0.875,bicubic -efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic +efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic gcresnext26ts,92.470,7.530,98.490,1.510,10.48,256,0.900,bicubic +poolformer_s12,92.470,7.530,98.350,1.650,11.92,224,0.900,bicubic xcit_tiny_12_p16_224,92.460,7.540,98.630,1.370,6.72,224,1.000,bicubic gernet_s,92.440,7.560,98.500,1.500,8.17,224,0.875,bilinear seresnext26d_32x4d,92.430,7.570,98.540,1.460,16.81,224,0.875,bicubic -xcit_nano_12_p8_224_dist,92.420,7.580,98.530,1.470,3.05,224,1.000,bicubic +xcit_nano_12_p8_224_dist,92.430,7.570,98.520,1.480,3.05,224,1.000,bicubic eca_resnext26ts,92.410,7.590,98.620,1.380,10.30,256,0.900,bicubic -densenetblur121d,92.400,7.600,98.410,1.590,8.00,224,0.875,bicubic tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic +densenetblur121d,92.400,7.600,98.410,1.590,8.00,224,0.875,bicubic convmixer_1024_20_ks9_p14,92.350,7.650,98.420,1.580,24.38,224,0.960,bicubic -hardcorenas_c,92.330,7.670,98.350,1.650,5.52,224,0.875,bilinear +hardcorenas_c,92.330,7.670,98.340,1.660,5.52,224,0.875,bilinear tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic -densenet169,92.290,7.710,98.590,1.410,14.15,224,0.875,bicubic +densenet169,92.280,7.720,98.590,1.410,14.15,224,0.875,bicubic mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic dpn68,92.260,7.740,98.610,1.390,12.61,224,0.875,bicubic mobilenetv3_large_100_miil,92.250,7.750,98.250,1.750,5.48,224,0.875,bilinear resnet26d,92.250,7.750,98.450,1.550,16.01,224,0.875,bicubic resnext26ts,92.220,7.780,98.250,1.750,10.30,256,0.900,bicubic tf_mixnet_m,92.200,7.800,98.420,1.580,5.01,224,0.875,bicubic -vit_small_patch32_224,92.160,7.840,98.510,1.490,22.88,224,0.900,bicubic +vit_small_patch32_224,92.150,7.850,98.510,1.490,22.88,224,0.900,bicubic +tv_resnet50,92.140,7.860,98.420,1.580,25.56,224,0.875,bilinear resmlp_12_224,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic -tv_resnet50,92.120,7.880,98.420,1.580,25.56,224,0.875,bilinear +tf_efficientnet_es,92.110,7.890,98.430,1.570,5.44,224,0.875,bicubic xcit_nano_12_p16_384_dist,92.110,7.890,98.520,1.480,3.05,384,1.000,bicubic -tf_efficientnet_es,92.100,7.900,98.430,1.570,5.44,224,0.875,bicubic -mobilenetv2_140,92.050,7.950,98.250,1.750,6.11,224,0.875,bicubic +mobilenetv2_140,92.040,7.960,98.250,1.750,6.11,224,0.875,bicubic ese_vovnet19b_dw,92.010,7.990,98.510,1.490,6.54,224,0.875,bicubic +hardcorenas_b,91.940,8.060,98.400,1.600,5.18,224,0.875,bilinear densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic -hardcorenas_b,91.930,8.070,98.400,1.600,5.18,224,0.875,bilinear regnety_008,91.910,8.090,98.420,1.580,6.26,224,0.875,bicubic vit_tiny_patch16_224,91.910,8.090,98.340,1.660,5.72,224,0.900,bicubic mixnet_s,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic vit_tiny_r_s16_p8_384,91.730,8.270,98.430,1.570,6.36,384,1.000,bicubic -efficientnet_es_pruned,91.710,8.290,98.410,1.590,5.44,224,0.875,bicubic +efficientnet_es_pruned,91.700,8.300,98.410,1.590,5.44,224,0.875,bicubic repvgg_b0,91.680,8.320,98.450,1.550,15.82,224,0.875,bilinear tf_mixnet_s,91.680,8.320,98.240,1.760,4.13,224,0.875,bicubic semnasnet_100,91.660,8.340,98.270,1.730,3.89,224,0.875,bicubic @@ -480,22 +513,23 @@ mobilenetv3_rw,91.540,8.460,98.270,1.730,5.48,224,0.875,bicubic levit_128s,91.500,8.500,98.400,1.600,7.78,224,0.900,bicubic legacy_seresnet34,91.480,8.520,98.200,1.800,21.96,224,0.875,bilinear mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic -resnet26,91.450,8.550,98.270,1.730,16.00,224,0.875,bicubic +resnet26,91.440,8.560,98.260,1.740,16.00,224,0.875,bicubic tf_mobilenetv3_large_100,91.420,8.580,98.260,1.740,5.48,224,0.875,bilinear tv_densenet121,91.410,8.590,98.250,1.750,7.98,224,0.875,bicubic -mobilenetv2_110d,91.350,8.650,98.190,1.810,4.52,224,0.875,bicubic +mobilenetv2_110d,91.340,8.660,98.180,1.820,4.52,224,0.875,bicubic tf_efficientnet_lite0,91.300,8.700,98.090,1.910,4.65,224,0.875,bicubic fbnetc_100,91.260,8.740,97.830,2.170,5.57,224,0.875,bilinear -efficientnet_lite0,91.250,8.750,98.250,1.750,4.65,224,0.875,bicubic +efficientnet_lite0,91.260,8.740,98.250,1.750,4.65,224,0.875,bicubic dla34,91.230,8.770,98.180,1.820,15.74,224,0.875,bilinear mnasnet_100,91.200,8.800,98.050,1.950,4.38,224,0.875,bicubic resnet34,91.200,8.800,98.240,1.760,21.80,224,0.875,bilinear +mobilevit_xs,91.180,8.820,98.220,1.780,2.32,256,0.900,bicubic hrnet_w18_small_v2,91.170,8.830,98.340,1.660,15.60,224,0.875,bilinear regnetx_008,91.160,8.840,98.380,1.620,7.26,224,0.875,bicubic +xcit_nano_12_p8_224,91.140,8.860,98.230,1.770,3.05,224,1.000,bicubic mixer_b16_224,91.140,8.860,97.400,2.600,59.88,224,0.875,bicubic +resnest14d,91.130,8.870,98.330,1.670,10.61,224,0.875,bilinear tinynet_b,91.130,8.870,98.070,1.930,3.73,188,0.875,bicubic -resnest14d,91.120,8.880,98.330,1.670,10.61,224,0.875,bilinear -xcit_nano_12_p8_224,91.120,8.880,98.240,1.760,3.05,224,1.000,bicubic deit_tiny_distilled_patch16_224,91.110,8.890,98.270,1.730,5.91,224,0.900,bicubic gluon_resnet34_v1b,91.100,8.900,98.180,1.820,21.80,224,0.875,bicubic swsl_resnet18,91.080,8.920,98.210,1.790,11.69,224,0.875,bilinear @@ -505,49 +539,53 @@ pit_ti_distilled_224,90.900,9.100,98.220,1.780,5.10,224,0.900,bicubic regnetx_006,90.770,9.230,98.100,1.900,6.20,224,0.875,bicubic regnety_004,90.770,9.230,98.080,1.920,4.34,224,0.875,bicubic ssl_resnet18,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear -spnasnet_100,90.600,9.400,97.950,2.050,4.42,224,0.875,bilinear -convit_tiny,90.550,9.450,98.220,1.780,5.71,224,0.875,bicubic -crossvit_tiny_240,90.540,9.460,97.950,2.050,7.01,240,0.875,bicubic +spnasnet_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear +convit_tiny,90.550,9.450,98.210,1.790,5.71,224,0.875,bicubic +crossvit_tiny_240,90.540,9.460,97.940,2.060,7.01,240,0.875,bicubic vgg16_bn,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear ghostnet_100,90.440,9.560,97.830,2.170,5.18,224,0.875,bilinear -pit_ti_224,90.440,9.560,98.010,1.990,4.85,224,0.900,bicubic +pit_ti_224,90.430,9.570,98.000,2.000,4.85,224,0.900,bicubic tf_mobilenetv3_large_075,90.320,9.680,97.870,2.130,3.99,224,0.875,bilinear tv_resnet34,90.290,9.710,97.980,2.020,21.80,224,0.875,bilinear -semnasnet_075,90.200,9.800,97.970,2.030,2.91,224,0.875,bicubic +semnasnet_075,90.210,9.790,97.970,2.030,2.91,224,0.875,bicubic skresnet18,90.170,9.830,97.780,2.220,11.96,224,0.875,bicubic -xcit_nano_12_p16_224_dist,90.170,9.830,97.760,2.240,3.05,224,1.000,bicubic +xcit_nano_12_p16_224_dist,90.160,9.840,97.760,2.240,3.05,224,1.000,bicubic resnet18d,89.990,10.010,97.830,2.170,11.71,224,0.875,bicubic -hrnet_w18_small,89.880,10.120,97.900,2.100,13.19,224,0.875,bilinear +hrnet_w18_small,89.880,10.120,97.890,2.110,13.19,224,0.875,bilinear vit_base_patch32_224_sam,89.860,10.140,97.600,2.400,88.22,224,0.900,bicubic mobilenetv2_100,89.830,10.170,97.830,2.170,3.50,224,0.875,bicubic vgg19,89.680,10.320,97.550,2.450,143.67,224,0.875,bilinear deit_tiny_patch16_224,89.620,10.380,97.960,2.040,5.72,224,0.900,bicubic regnetx_004,89.470,10.530,97.770,2.230,5.16,224,0.875,bicubic vgg16,89.360,10.640,97.520,2.480,138.36,224,0.875,bilinear -vit_tiny_r_s16_p8_224,89.350,10.650,97.700,2.300,6.34,224,0.900,bicubic +vit_tiny_r_s16_p8_224,89.340,10.660,97.700,2.300,6.34,224,0.900,bicubic legacy_seresnet18,89.260,10.740,97.680,2.320,11.78,224,0.875,bicubic vgg13_bn,89.200,10.800,97.520,2.480,133.05,224,0.875,bilinear tf_mobilenetv3_large_minimal_100,89.170,10.830,97.320,2.680,3.92,224,0.875,bilinear -xcit_nano_12_p16_224,88.970,11.030,97.390,2.610,3.05,224,1.000,bicubic -lcnet_100,88.950,11.050,97.380,2.620,2.95,224,0.875,bicubic +lcnet_100,88.960,11.040,97.380,2.620,2.95,224,0.875,bicubic +xcit_nano_12_p16_224,88.950,11.050,97.390,2.610,3.05,224,1.000,bicubic gluon_resnet18_v1b,88.660,11.340,97.100,2.900,11.69,224,0.875,bicubic tinynet_c,88.420,11.580,97.260,2.740,2.46,184,0.875,bicubic vgg11_bn,88.390,11.610,97.270,2.730,132.87,224,0.875,bilinear regnety_002,88.190,11.810,97.420,2.580,3.16,224,0.875,bicubic resnet18,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear +mobilevit_xxs,87.950,12.050,97.180,2.820,1.27,256,0.900,bicubic vgg13,87.570,12.430,97.120,2.880,133.05,224,0.875,bilinear regnetx_002,87.380,12.620,96.990,3.010,2.68,224,0.875,bicubic vgg11,87.340,12.660,97.110,2.890,132.86,224,0.875,bilinear dla60x_c,87.110,12.890,97.140,2.860,1.32,224,0.875,bilinear mixer_l16_224,86.970,13.030,94.040,5.960,208.20,224,0.875,bicubic lcnet_075,86.940,13.060,96.530,3.470,2.36,224,0.875,bicubic +mobilenetv3_small_100,86.170,13.830,96.460,3.540,2.54,224,0.875,bicubic tf_mobilenetv3_small_100,85.970,14.030,96.410,3.590,2.54,224,0.875,bilinear +mnasnet_small,85.510,14.490,95.980,4.020,2.03,224,0.875,bicubic dla46x_c,85.480,14.520,96.440,3.560,1.07,224,0.875,bilinear tinynet_d,85.430,14.570,96.020,3.980,2.34,152,0.875,bicubic mobilenetv2_050,84.990,15.010,95.620,4.380,1.97,224,0.875,bicubic -mnasnet_small,84.920,15.080,95.930,4.070,2.03,224,0.875,bicubic dla46_c,84.670,15.330,96.200,3.800,1.30,224,0.875,bilinear tf_mobilenetv3_small_075,84.530,15.470,95.890,4.110,2.04,224,0.875,bilinear +mobilenetv3_small_075,84.120,15.880,95.500,4.500,2.04,224,0.875,bicubic lcnet_050,83.000,17.000,95.020,4.980,1.88,224,0.875,bicubic tf_mobilenetv3_small_minimal_100,82.680,17.320,95.010,4.990,2.04,224,0.875,bilinear tinynet_e,79.800,20.200,93.980,6.020,2.04,106,0.875,bicubic +mobilenetv3_small_050,78.100,21.900,93.010,6.990,1.59,224,0.875,bicubic diff --git a/results/results-imagenet-r.csv b/results/results-imagenet-r.csv index 906bdb5a..41c51649 100644 --- a/results/results-imagenet-r.csv +++ b/results/results-imagenet-r.csv @@ -1,553 +1,591 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -ig_resnext101_32x48d,79.640,20.360,89.390,10.610,828.41,224,0.875,bilinear,-17.330,-10.280,+20 -ig_resnext101_32x32d,79.467,20.533,89.190,10.810,468.53,224,0.875,bilinear,-17.313,-10.340,+33 -ig_resnext101_32x16d,78.817,21.183,88.467,11.533,194.03,224,0.875,bilinear,-17.623,-11.073,+60 -tf_efficientnet_l2_ns_475,76.473,23.527,88.650,11.350,480.31,475,0.936,bicubic,-21.277,-11.170,0 -swsl_resnext101_32x16d,76.307,23.693,87.740,12.260,194.03,224,0.875,bilinear,-19.973,-11.760,+70 -ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+100 -swsl_resnext101_32x8d,75.587,24.413,86.940,13.060,88.79,224,0.875,bilinear,-20.653,-12.650,+74 -tf_efficientnet_l2_ns,74.660,25.340,87.543,12.457,480.31,800,0.960,bicubic,-23.120,-12.347,-5 +ig_resnext101_32x48d,79.640,20.360,89.390,10.610,828.41,224,0.875,bilinear,-17.330,-10.280,+24 +ig_resnext101_32x32d,79.467,20.533,89.190,10.810,468.53,224,0.875,bilinear,-17.313,-10.430,+37 +ig_resnext101_32x16d,78.817,21.183,88.470,11.530,194.03,224,0.875,bilinear,-17.623,-11.070,+68 +tf_efficientnet_l2_ns_475,76.470,23.530,88.653,11.347,480.31,475,0.936,bicubic,-21.280,-11.167,0 +swsl_resnext101_32x16d,76.307,23.693,87.743,12.257,194.03,224,0.875,bilinear,-19.973,-11.757,+82 +ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+116 +swsl_resnext101_32x8d,75.587,24.413,86.940,13.060,88.79,224,0.875,bilinear,-20.653,-12.650,+86 +tf_efficientnet_l2_ns,74.660,25.340,87.543,12.457,480.31,800,0.960,bicubic,-23.120,-12.277,-6 beit_large_patch16_384,73.280,26.720,85.023,14.977,305.00,384,1.000,bicubic,-24.530,-14.767,-8 -beit_large_patch16_512,73.163,26.837,85.080,14.920,305.67,512,1.000,bicubic,-24.617,-14.740,-8 -swsl_resnext101_32x4d,72.660,27.340,85.160,14.840,44.18,224,0.875,bilinear,-23.380,-14.370,+84 -beit_large_patch16_224,71.040,28.960,83.420,16.580,304.43,224,0.900,bicubic,-26.440,-16.270,-6 -swsl_resnext50_32x4d,68.970,31.030,82.803,17.197,25.03,224,0.875,bilinear,-26.630,-16.637,+117 -swsl_resnet50,68.297,31.703,83.300,16.700,25.56,224,0.875,bilinear,-26.903,-16.090,+149 -tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,-2 -vit_large_patch16_384,67.063,32.937,78.707,21.293,304.72,384,1.000,bicubic,-30.357,-21.073,-8 -convnext_xlarge_384_in22ft1k,66.957,33.043,79.697,20.303,350.20,384,1.000,bicubic,-30.593,-20.103,-12 -swin_large_patch4_window12_384,66.283,33.717,79.790,20.210,196.74,384,1.000,bicubic,-30.897,-19.890,-4 -convnext_large_384_in22ft1k,65.997,34.003,79.223,20.777,197.77,384,1.000,bicubic,-31.443,-20.557,-12 -tf_efficientnet_b6_ns,65.587,34.413,79.557,20.443,43.04,528,0.942,bicubic,-31.433,-20.153,-1 -convnext_xlarge_in22ft1k,65.427,34.573,78.237,21.763,350.20,224,0.875,bicubic,-31.813,-21.493,-9 -vit_large_patch16_224,64.347,35.653,76.190,23.810,304.33,224,0.900,bicubic,-32.363,-23.460,+18 -convnext_large_in22ft1k,64.200,35.800,77.587,22.413,197.77,224,0.875,bicubic,-33.060,-22.063,-12 -vit_large_r50_s32_384,64.107,35.893,75.857,24.143,329.09,384,1.000,bicubic,-32.843,-23.853,0 -convnext_base_384_in22ft1k,64.097,35.903,77.757,22.243,88.59,384,1.000,bicubic,-33.183,-22.013,-15 -swin_large_patch4_window7_224,63.867,36.133,78.173,21.827,196.53,224,0.900,bicubic,-33.083,-21.487,-3 -beit_base_patch16_384,63.610,36.390,78.117,21.883,86.74,384,1.000,bicubic,-33.720,-21.603,-18 -swin_base_patch4_window12_384,63.470,36.530,78.057,21.943,87.90,384,1.000,bicubic,-33.650,-21.723,-12 -tf_efficientnet_b5_ns,63.047,36.953,77.783,22.217,30.39,456,0.934,bicubic,-33.823,-21.857,0 -vit_base_patch8_224,62.193,37.807,75.613,24.387,86.58,224,0.900,bicubic,-34.887,-24.007,-12 -convnext_base_in22ft1k,61.990,38.010,76.010,23.990,88.59,224,0.875,bicubic,-34.870,-23.640,-1 -tf_efficientnet_b4_ns,61.230,38.770,76.170,23.830,19.34,380,0.922,bicubic,-35.480,-23.470,+7 -tf_efficientnetv2_l_in21ft1k,60.950,39.050,75.840,24.160,118.52,480,1.000,bicubic,-36.160,-23.870,-16 -tf_efficientnetv2_xl_in21ft1k,60.680,39.320,74.393,25.607,208.12,512,1.000,bicubic,-36.470,-25.227,-19 -beit_base_patch16_224,60.317,39.683,75.603,24.397,86.53,224,0.900,bicubic,-36.343,-24.057,+9 -vit_base_patch16_384,60.190,39.810,73.840,26.160,86.86,384,1.000,bicubic,-36.830,-25.870,-16 -swin_base_patch4_window7_224,59.533,40.467,74.230,25.770,87.77,224,0.900,bicubic,-37.147,-25.430,+6 -tf_efficientnetv2_m_in21ft1k,58.640,41.360,73.983,26.017,54.14,480,1.000,bicubic,-38.330,-25.627,-16 -vit_large_r50_s32_224,58.640,41.360,71.720,28.280,328.99,224,0.900,bicubic,-37.540,-27.810,+45 -tf_efficientnet_b8_ap,57.830,42.170,72.960,27.040,87.41,672,0.954,bicubic,-38.720,-26.580,+11 -cait_m48_448,57.483,42.517,71.860,28.140,356.46,448,1.000,bicubic,-39.397,-27.760,-14 -cait_m36_384,57.467,42.533,72.313,27.687,271.22,384,1.000,bicubic,-39.363,-27.347,-11 -tf_efficientnet_b3_ns,57.420,42.580,72.377,27.623,12.23,300,0.904,bicubic,-38.680,-27.103,+45 -vit_base_patch16_224,56.833,43.167,70.640,29.360,86.57,224,0.900,bicubic,-39.467,-28.920,+29 -xcit_large_24_p8_384_dist,56.350,43.650,71.320,28.680,188.93,384,1.000,bicubic,-40.410,-28.240,-8 -xcit_large_24_p8_224_dist,56.027,43.973,70.663,29.337,188.93,224,1.000,bicubic,-40.613,-28.797,0 -xcit_large_24_p16_384_dist,54.907,45.093,69.863,30.137,189.10,384,1.000,bicubic,-42.033,-29.647,-22 -vit_base_r50_s16_384,54.403,45.597,69.567,30.433,98.95,384,1.000,bicubic,-42.047,-30.093,+14 -resnetv2_152x4_bitm,54.320,45.680,70.170,29.830,936.53,480,1.000,bilinear,-42.560,-29.490,-21 -xcit_large_24_p16_224_dist,54.257,45.743,68.980,31.020,189.10,224,1.000,bicubic,-42.063,-30.520,+21 -vit_small_r26_s32_384,54.197,45.803,68.753,31.247,36.47,384,1.000,bicubic,-41.863,-30.797,+43 -tf_efficientnet_b5_ap,53.867,46.133,69.160,30.840,30.39,456,0.934,bicubic,-42.213,-30.380,+37 -xcit_medium_24_p8_224_dist,53.660,46.340,68.407,31.593,84.32,224,1.000,bicubic,-42.860,-31.103,+2 -tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+84 -convnext_large,53.560,46.440,68.187,31.813,197.77,224,0.875,bicubic,-42.460,-31.283,+42 -tf_efficientnet_b6_ap,53.560,46.440,68.550,31.450,43.04,528,0.942,bicubic,-42.810,-31.000,+10 -cait_s36_384,53.553,46.447,68.007,31.993,68.37,384,1.000,bicubic,-43.077,-31.593,-10 -tf_efficientnet_b8,53.413,46.587,69.087,30.913,87.41,672,0.954,bicubic,-43.287,-30.443,-17 -xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.483,-25 -vit_base_patch32_384,53.297,46.703,68.040,31.960,88.30,384,1.000,bicubic,-42.603,-31.400,+49 -tf_efficientnet_b7_ap,53.263,46.737,68.877,31.123,66.35,600,0.949,bicubic,-43.087,-30.713,+7 -xcit_medium_24_p16_384_dist,53.217,46.783,68.050,31.950,84.40,384,1.000,bicubic,-43.483,-31.550,-20 -tf_efficientnetv2_s_in21ft1k,53.137,46.863,68.997,31.003,21.46,384,1.000,bicubic,-43.333,-30.573,-5 -tf_efficientnet_b4_ap,53.090,46.910,68.213,31.787,19.34,380,0.922,bicubic,-42.400,-31.177,+76 -regnetz_e8,53.017,46.983,67.137,32.863,57.70,320,1.000,bicubic,-43.583,-32.473,-17 -dm_nfnet_f5,52.867,47.133,67.430,32.570,377.21,544,0.954,bicubic,-43.943,-32.240,-34 -dm_nfnet_f6,52.447,47.553,67.113,32.887,438.36,576,0.956,bicubic,-44.473,-32.607,-41 +beit_large_patch16_512,73.157,26.843,85.077,14.923,305.67,512,1.000,bicubic,-24.623,-14.813,-7 +swsl_resnext101_32x4d,72.663,27.337,85.160,14.840,44.18,224,0.875,bilinear,-23.387,-14.370,+99 +beit_large_patch16_224,71.043,28.957,83.417,16.583,304.43,224,0.900,bicubic,-26.437,-16.273,-6 +swsl_resnext50_32x4d,68.970,31.030,82.803,17.197,25.03,224,0.875,bilinear,-26.630,-16.637,+141 +swsl_resnet50,68.283,31.717,83.307,16.693,25.56,224,0.875,bilinear,-26.917,-15.973,+174 +tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,0 +vit_large_patch16_384,67.060,32.940,78.710,21.290,304.72,384,1.000,bicubic,-30.360,-21.070,-8 +convnext_xlarge_384_in22ft1k,66.967,33.033,79.703,20.297,350.20,384,1.000,bicubic,-30.583,-20.097,-12 +swin_large_patch4_window12_384,66.290,33.710,79.787,20.213,196.74,384,1.000,bicubic,-30.890,-19.893,-2 +convnext_large_384_in22ft1k,65.977,34.023,79.203,20.797,197.77,384,1.000,bicubic,-31.463,-20.577,-12 +tf_efficientnet_b6_ns,65.590,34.410,79.563,20.437,43.04,528,0.942,bicubic,-31.430,-20.117,+4 +convnext_xlarge_in22ft1k,65.423,34.577,78.243,21.757,350.20,224,0.875,bicubic,-31.817,-21.487,-8 +vit_large_patch16_224,64.343,35.657,76.187,23.813,304.33,224,0.900,bicubic,-32.367,-23.463,+24 +convnext_large_in22ft1k,64.177,35.823,77.580,22.420,197.77,224,0.875,bicubic,-33.083,-22.070,-11 +vit_large_r50_s32_384,64.107,35.893,75.847,24.153,329.09,384,1.000,bicubic,-32.843,-23.863,+4 +convnext_base_384_in22ft1k,64.093,35.907,77.737,22.263,88.59,384,1.000,bicubic,-33.197,-22.043,-15 +swin_large_patch4_window7_224,63.867,36.133,78.177,21.823,196.53,224,0.900,bicubic,-33.083,-21.483,+1 +beit_base_patch16_384,63.613,36.387,78.120,21.880,86.74,384,1.000,bicubic,-33.717,-21.600,-18 +swin_base_patch4_window12_384,63.473,36.527,78.067,21.933,87.90,384,1.000,bicubic,-33.647,-21.713,-10 +tf_efficientnet_b5_ns,63.047,36.953,77.787,22.213,30.39,456,0.934,bicubic,-33.823,-21.853,+5 +vit_base_patch8_224,62.197,37.803,75.613,24.387,86.58,224,0.900,bicubic,-34.883,-23.997,-10 +convnext_base_in22ft1k,62.017,37.983,76.037,23.963,88.59,224,0.875,bicubic,-34.823,-23.613,+4 +tf_efficientnet_b4_ns,61.230,38.770,76.170,23.830,19.34,380,0.922,bicubic,-35.480,-23.470,+13 +tf_efficientnetv2_l_in21ft1k,60.953,39.047,75.843,24.157,118.52,480,1.000,bicubic,-36.157,-23.867,-14 +tf_efficientnetv2_xl_in21ft1k,60.680,39.320,74.397,25.603,208.12,512,1.000,bicubic,-36.470,-25.223,-17 +beit_base_patch16_224,60.320,39.680,75.597,24.403,86.53,224,0.900,bicubic,-36.340,-24.063,+16 +vit_base_patch16_384,60.193,39.807,73.840,26.160,86.86,384,1.000,bicubic,-36.827,-25.870,-13 +swin_base_patch4_window7_224,59.543,40.457,74.220,25.780,87.77,224,0.900,bicubic,-37.137,-25.440,+13 +volo_d5_512,58.917,41.083,73.200,26.800,296.09,512,1.150,bicubic,-38.373,-26.560,-27 +volo_d5_448,58.790,41.210,73.053,26.947,295.91,448,1.150,bicubic,-38.450,-26.687,-25 +tf_efficientnetv2_m_in21ft1k,58.640,41.360,73.983,26.017,54.14,480,1.000,bicubic,-38.330,-25.627,-14 +vit_large_r50_s32_224,58.633,41.367,71.720,28.280,328.99,224,0.900,bicubic,-37.547,-27.810,+57 +tf_efficientnet_b8_ap,57.830,42.170,72.957,27.043,87.41,672,0.954,bicubic,-38.720,-26.613,+17 +cait_m48_448,57.477,42.523,71.870,28.130,356.46,448,1.000,bicubic,-39.403,-27.790,-11 +cait_m36_384,57.467,42.533,72.317,27.683,271.22,384,1.000,bicubic,-39.363,-27.343,-8 +tf_efficientnet_b3_ns,57.417,42.583,72.380,27.620,12.23,300,0.904,bicubic,-38.683,-27.100,+58 +volo_d4_448,57.290,42.710,71.533,28.467,193.41,448,1.150,bicubic,-39.780,-28.217,-25 +vit_base_patch16_224,56.833,43.167,70.643,29.357,86.57,224,0.900,bicubic,-39.467,-28.917,+38 +volo_d5_224,56.490,43.510,70.647,29.353,295.46,224,0.960,bicubic,-40.390,-28.973,-17 +xcit_large_24_p8_384_dist,56.350,43.650,71.320,28.680,188.93,384,1.000,bicubic,-40.410,-28.240,-6 +xcit_large_24_p8_224_dist,56.030,43.970,70.663,29.337,188.93,224,1.000,bicubic,-40.610,-28.797,+3 +xcit_large_24_p16_384_dist,54.910,45.090,69.853,30.147,189.10,384,1.000,bicubic,-42.030,-29.657,-22 +volo_d4_224,54.750,45.250,68.863,31.137,192.96,224,0.960,bicubic,-42.030,-30.807,-11 +vit_base_r50_s16_384,54.400,45.600,69.557,30.443,98.95,384,1.000,bicubic,-42.050,-30.103,+17 +resnetv2_152x4_bitm,54.320,45.680,70.170,29.830,936.53,480,1.000,bilinear,-42.560,-29.500,-21 +xcit_large_24_p16_224_dist,54.260,45.740,68.977,31.023,189.10,224,1.000,bicubic,-42.060,-30.523,+28 +vit_small_r26_s32_384,54.203,45.797,68.753,31.247,36.47,384,1.000,bicubic,-41.857,-30.797,+53 +volo_d3_448,53.990,46.010,68.020,31.980,86.63,448,1.000,bicubic,-43.030,-31.690,-35 +tf_efficientnet_b5_ap,53.867,46.133,69.160,30.840,30.39,456,0.934,bicubic,-42.213,-29.990,+47 +xcit_medium_24_p8_224_dist,53.663,46.337,68.403,31.597,84.32,224,1.000,bicubic,-42.857,-31.107,+3 +tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+103 +tf_efficientnet_b6_ap,53.557,46.443,68.550,31.450,43.04,528,0.942,bicubic,-42.813,-31.000,+15 +cait_s36_384,53.547,46.453,68.003,31.997,68.37,384,1.000,bicubic,-43.083,-31.597,-8 +convnext_large,53.530,46.470,68.180,31.820,197.77,224,0.875,bicubic,-42.490,-31.290,+51 +tf_efficientnet_b8,53.413,46.587,69.090,30.910,87.41,672,0.954,bicubic,-43.287,-30.510,-15 +xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.393,-25 +vit_base_patch32_384,53.297,46.703,68.047,31.953,88.30,384,1.000,bicubic,-42.603,-31.393,+59 +tf_efficientnet_b7_ap,53.263,46.737,68.877,31.123,66.35,600,0.949,bicubic,-43.087,-30.643,+10 +xcit_medium_24_p16_384_dist,53.220,46.780,68.057,31.943,84.40,384,1.000,bicubic,-43.480,-31.473,-20 +tf_efficientnetv2_s_in21ft1k,53.140,46.860,69.003,30.997,21.46,384,1.000,bicubic,-43.330,-30.567,-4 +tf_efficientnet_b4_ap,53.090,46.910,68.213,31.787,19.34,380,0.922,bicubic,-42.400,-31.177,+95 +regnetz_e8,53.017,46.983,67.137,32.863,57.70,320,1.000,bicubic,-43.583,-32.473,-16 +dm_nfnet_f5,52.870,47.130,67.427,32.573,377.21,544,0.954,bicubic,-43.940,-32.243,-34 +volo_d3_224,52.707,47.293,66.317,33.683,86.33,224,0.960,bicubic,-43.733,-33.303,-1 +dm_nfnet_f6,52.447,47.553,67.117,32.883,438.36,576,0.956,bicubic,-44.473,-32.603,-44 tf_efficientnet_b7,52.390,47.610,68.233,31.767,66.35,600,0.949,bicubic,-44.190,-31.277,-19 -tf_efficientnetv2_l,52.387,47.613,67.243,32.757,118.52,480,1.000,bicubic,-44.263,-32.317,-24 -xcit_small_24_p8_384_dist,52.360,47.640,66.833,33.167,47.63,384,1.000,bicubic,-44.450,-32.797,-37 -swsl_resnet18,52.337,47.663,70.477,29.523,11.69,224,0.875,bilinear,-38.743,-27.733,+429 -efficientnetv2_rw_m,52.327,47.673,67.210,32.790,53.24,416,1.000,bicubic,-43.943,-32.350,+4 -deit_base_distilled_patch16_384,52.260,47.740,67.733,32.267,87.63,384,1.000,bicubic,-44.250,-31.857,-17 -xcit_medium_24_p16_224_dist,52.197,47.803,66.893,33.107,84.40,224,1.000,bicubic,-44.063,-32.507,+4 -xcit_small_24_p8_224_dist,52.193,47.807,66.767,33.233,47.63,224,1.000,bicubic,-44.357,-32.803,-23 -dm_nfnet_f3,52.130,47.870,66.747,33.253,254.92,416,0.940,bicubic,-44.600,-32.883,-38 -resnetv2_152x2_bit_teacher_384,51.940,48.060,68.663,31.337,236.34,384,1.000,bicubic,-44.250,-30.837,+6 -resmlp_big_24_224_in22ft1k,51.893,48.107,68.470,31.530,129.14,224,0.875,bicubic,-44.457,-31.050,-11 -xcit_small_24_p16_384_dist,51.883,48.117,66.360,33.640,47.67,384,1.000,bicubic,-44.457,-33.220,-10 -cait_s24_384,51.780,48.220,66.317,33.683,47.06,384,1.000,bicubic,-44.790,-33.233,-30 +tf_efficientnetv2_l,52.390,47.610,67.243,32.757,118.52,480,1.000,bicubic,-44.260,-32.317,-24 +xcit_small_24_p8_384_dist,52.360,47.640,66.840,33.160,47.63,384,1.000,bicubic,-44.460,-32.790,-40 +swsl_resnet18,52.333,47.667,70.477,29.523,11.69,224,0.875,bilinear,-38.747,-27.733,+456 +efficientnetv2_rw_m,52.327,47.673,67.210,32.790,53.24,416,1.000,bicubic,-43.943,-32.350,+9 +deit_base_distilled_patch16_384,52.253,47.747,67.737,32.263,87.63,384,1.000,bicubic,-44.257,-31.853,-17 +xcit_medium_24_p16_224_dist,52.200,47.800,66.890,33.110,84.40,224,1.000,bicubic,-44.060,-32.520,+9 +xcit_small_24_p8_224_dist,52.200,47.800,66.763,33.237,47.63,224,1.000,bicubic,-44.350,-32.777,-24 +dm_nfnet_f3,52.130,47.870,66.747,33.253,254.92,416,0.940,bicubic,-44.600,-32.883,-39 +resnetv2_152x2_bit_teacher_384,51.933,48.067,68.663,31.337,236.34,384,1.000,bicubic,-44.257,-30.837,+12 +resmlp_big_24_224_in22ft1k,51.893,48.107,68.470,31.530,129.14,224,0.875,bicubic,-44.457,-31.120,-7 +xcit_small_24_p16_384_dist,51.887,48.113,66.360,33.640,47.67,384,1.000,bicubic,-44.453,-33.220,-6 +cait_s24_384,51.773,48.227,66.313,33.687,47.06,384,1.000,bicubic,-44.797,-33.237,-30 resnetv2_152x2_bitm,51.753,48.247,69.253,30.747,236.34,448,1.000,bilinear,-44.767,-30.337,-27 -ecaresnet269d,51.667,48.333,66.047,33.953,102.09,352,1.000,bicubic,-44.793,-33.563,-22 -vit_base_patch16_224_miil,51.553,48.447,65.200,34.800,86.54,224,0.875,bilinear,-44.477,-34.150,+13 -convnext_base,51.280,48.720,66.167,33.833,88.59,224,0.875,bicubic,-44.670,-33.213,+21 -pit_b_distilled_224,51.163,48.837,66.773,33.227,74.79,224,0.900,bicubic,-44.907,-32.607,+6 -xcit_small_12_p8_384_dist,51.093,48.907,65.833,34.167,26.21,384,1.000,bicubic,-45.387,-33.657,-29 -dm_nfnet_f4,50.903,49.097,65.560,34.440,316.07,512,0.951,bicubic,-45.877,-34.050,-51 -tf_efficientnet_b1_ns,50.880,49.120,67.923,32.077,7.79,240,0.882,bicubic,-43.980,-31.327,+114 -xcit_small_24_p16_224_dist,50.733,49.267,65.010,34.990,47.67,224,1.000,bicubic,-45.067,-34.330,+27 -tf_efficientnetv2_m,50.560,49.440,66.007,33.993,54.14,480,1.000,bicubic,-45.980,-33.563,-37 -xcit_small_12_p16_384_dist,50.530,49.470,65.310,34.690,26.25,384,1.000,bicubic,-45.800,-34.180,-21 -efficientnet_b4,50.503,49.497,65.717,34.283,19.34,384,1.000,bicubic,-45.017,-33.683,+45 -xcit_small_12_p8_224_dist,50.433,49.567,65.433,34.567,26.21,224,1.000,bicubic,-45.527,-33.987,+11 -resnetv2_101x3_bitm,50.400,49.600,67.790,32.210,387.93,448,1.000,bilinear,-45.850,-31.790,-15 -ssl_resnext101_32x16d,50.250,49.750,66.020,33.980,194.03,224,0.875,bilinear,-45.160,-33.390,+52 -cait_s24_224,50.237,49.763,65.010,34.990,46.92,224,1.000,bicubic,-45.413,-34.380,+31 -eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.177,-36 -vit_small_patch16_384,50.170,49.830,65.810,34.190,22.20,384,1.000,bicubic,-45.810,-33.780,+4 -resnest269e,50.153,49.847,64.673,35.327,110.93,416,0.928,bicubic,-45.977,-34.847,-13 -tf_efficientnet_b3_ap,50.060,49.940,65.207,34.793,12.23,300,0.904,bicubic,-44.910,-33.903,+88 -deit_base_distilled_patch16_224,50.057,49.943,66.230,33.770,87.34,224,0.900,bicubic,-45.693,-33.050,+16 -resnest200e,49.873,50.127,64.743,35.257,70.20,320,0.909,bicubic,-46.197,-34.737,-10 -convnext_small,49.583,50.417,64.883,35.117,50.22,224,0.875,bicubic,-46.047,-34.377,+26 -cait_xs24_384,49.527,50.473,64.897,35.103,26.67,384,1.000,bicubic,-46.483,-34.533,-6 -tf_efficientnet_b5,49.520,50.480,65.650,34.350,30.39,456,0.934,bicubic,-46.460,-33.800,-4 -resnetv2_152x2_bit_teacher,49.477,50.523,65.617,34.383,236.34,224,0.875,bicubic,-46.273,-33.813,+13 -resnet200d,49.470,50.530,64.330,35.670,64.69,320,1.000,bicubic,-46.640,-35.130,-20 -xcit_small_12_p16_224_dist,49.420,50.580,63.853,36.147,26.25,224,1.000,bicubic,-46.320,-35.447,+12 -resnest101e,49.367,50.633,65.597,34.403,48.28,256,0.875,bilinear,-46.193,-33.673,+24 -resnet152d,49.247,50.753,64.410,35.590,60.21,320,1.000,bicubic,-46.623,-35.020,+2 -seresnet152d,49.247,50.753,64.180,35.820,66.84,320,1.000,bicubic,-47.063,-35.330,-39 -vit_base_patch32_224,49.243,50.757,64.340,35.660,88.22,224,0.900,bicubic,-45.147,-34.720,+140 -xcit_large_24_p8_224,49.240,50.760,62.840,37.160,188.93,224,1.000,bicubic,-46.840,-36.310,-23 -ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+41 -resmlp_big_24_distilled_224,49.093,50.907,65.470,34.530,129.14,224,0.875,bicubic,-46.777,-33.970,-4 -repvgg_b3,48.927,51.073,64.880,35.120,123.09,224,0.875,bilinear,-45.633,-34.030,+121 -resnetrs420,48.860,51.140,63.420,36.580,191.89,416,1.000,bicubic,-47.540,-36.120,-53 -efficientnetv2_rw_s,48.597,51.403,63.837,36.163,23.94,384,1.000,bicubic,-47.103,-35.543,+7 -regnetz_d32,48.590,51.410,65.193,34.807,27.58,320,0.950,bicubic,-47.270,-34.237,-5 -efficientnet_b3,48.563,51.437,64.247,35.753,12.23,320,1.000,bicubic,-46.567,-34.963,+48 -ecaresnet101d,48.540,51.460,64.097,35.903,44.57,224,0.875,bicubic,-46.620,-35.133,+44 -dm_nfnet_f2,48.373,51.627,63.233,36.767,193.78,352,0.920,bicubic,-48.087,-36.307,-63 -vit_small_r26_s32_224,48.360,51.640,63.807,36.193,36.43,224,0.900,bicubic,-46.770,-35.413,+47 -repvgg_b3g4,48.313,51.687,64.793,35.207,83.83,224,0.875,bilinear,-46.187,-34.227,+120 -vit_large_patch32_384,48.250,51.750,61.827,38.173,306.63,384,1.000,bicubic,-46.990,-37.493,+34 -convit_base,48.220,51.780,63.007,36.993,86.54,224,0.875,bicubic,-46.880,-36.133,+48 -resnetrs350,48.060,51.940,62.650,37.350,163.96,384,1.000,bicubic,-48.180,-36.820,-47 -regnetz_d8,48.013,51.987,64.420,35.580,23.37,320,1.000,bicubic,-47.997,-35.100,-29 -twins_svt_large,47.947,52.053,62.910,37.090,99.27,224,0.900,bicubic,-47.773,-36.380,-8 -repvgg_b2g4,47.797,52.203,64.383,35.617,61.76,224,0.875,bilinear,-46.013,-34.547,+187 -mixer_b16_224_miil,47.783,52.217,63.397,36.603,59.88,224,0.875,bilinear,-47.097,-35.683,+67 +ecaresnet269d,51.663,48.337,66.047,33.953,102.09,352,1.000,bicubic,-44.797,-33.493,-22 +vit_base_patch16_224_miil,51.550,48.450,65.207,34.793,86.54,224,0.875,bilinear,-44.480,-34.143,+22 +convnext_base,51.250,48.750,66.193,33.807,88.59,224,0.875,bicubic,-44.690,-33.187,+30 +pit_b_distilled_224,51.153,48.847,66.773,33.227,74.79,224,0.900,bicubic,-44.917,-32.607,+14 +xcit_small_12_p8_384_dist,51.090,48.910,65.843,34.157,26.21,384,1.000,bicubic,-45.390,-33.647,-29 +dm_nfnet_f4,50.903,49.097,65.557,34.443,316.07,512,0.951,bicubic,-45.877,-34.053,-52 +tf_efficientnet_b1_ns,50.880,49.120,67.923,32.077,7.79,240,0.882,bicubic,-43.980,-31.327,+139 +volo_d2_384,50.880,49.120,65.633,34.367,58.87,384,1.000,bicubic,-45.830,-33.967,-49 +xcit_small_24_p16_224_dist,50.737,49.263,65.010,34.990,47.67,224,1.000,bicubic,-45.063,-34.330,+37 +tf_efficientnetv2_m,50.553,49.447,66.007,33.993,54.14,480,1.000,bicubic,-45.987,-33.563,-38 +xcit_small_12_p16_384_dist,50.527,49.473,65.303,34.697,26.25,384,1.000,bicubic,-45.803,-34.187,-17 +efficientnet_b4,50.503,49.497,65.717,34.283,19.34,384,1.000,bicubic,-45.027,-33.683,+61 +volo_d1_384,50.473,49.527,64.920,35.080,26.78,384,1.000,bicubic,-45.997,-34.630,-35 +xcit_small_12_p8_224_dist,50.443,49.557,65.430,34.570,26.21,224,1.000,bicubic,-45.517,-33.990,+18 +resnetv2_101x3_bitm,50.400,49.600,67.790,32.210,387.93,448,1.000,bilinear,-45.850,-31.790,-12 +regnetz_040h,50.333,49.667,65.623,34.377,28.94,320,1.000,bicubic,-45.997,-33.897,-23 +ssl_resnext101_32x16d,50.250,49.750,66.017,33.983,194.03,224,0.875,bilinear,-45.160,-33.393,+68 +cait_s24_224,50.247,49.753,65.013,34.987,46.92,224,1.000,bicubic,-45.403,-34.257,+45 +eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.177,-38 +vit_small_patch16_384,50.163,49.837,65.800,34.200,22.20,384,1.000,bicubic,-45.817,-33.790,+10 +resnest269e,50.153,49.847,64.670,35.330,110.93,416,0.928,bicubic,-45.967,-34.850,-8 +deit_base_distilled_patch16_224,50.060,49.940,66.227,33.773,87.34,224,0.900,bicubic,-45.690,-33.053,+27 +tf_efficientnet_b3_ap,50.057,49.943,65.207,34.793,12.23,300,0.904,bicubic,-44.913,-33.903,+106 +resnest200e,49.870,50.130,64.743,35.257,70.20,320,0.909,bicubic,-46.200,-34.737,-5 +volo_d2_224,49.813,50.187,64.590,35.410,58.68,224,0.960,bicubic,-46.607,-34.910,-40 +xception65,49.760,50.240,63.527,36.473,39.92,299,0.940,bicubic,-45.930,-35.783,+34 +convnext_small,49.570,50.430,64.833,35.167,50.22,224,0.875,bicubic,-46.040,-34.427,+38 +cait_xs24_384,49.527,50.473,64.903,35.097,26.67,384,1.000,bicubic,-46.483,-34.527,-1 +tf_efficientnet_b5,49.520,50.480,65.650,34.350,30.39,456,0.934,bicubic,-46.460,-33.800,0 +resnetv2_152x2_bit_teacher,49.480,50.520,65.613,34.387,236.34,224,0.875,bicubic,-46.270,-33.817,+21 +resnet200d,49.477,50.523,64.327,35.673,64.69,320,1.000,bicubic,-46.633,-35.133,-17 +xcit_small_12_p16_224_dist,49.420,50.580,63.850,36.150,26.25,224,1.000,bicubic,-46.320,-35.450,+20 +resnest101e,49.367,50.633,65.593,34.407,48.28,256,0.875,bilinear,-46.193,-33.677,+37 +regnetz_040,49.283,50.717,64.063,35.937,27.12,320,1.000,bicubic,-46.897,-35.447,-25 +seresnet152d,49.250,50.750,64.173,35.827,66.84,320,1.000,bicubic,-47.060,-35.337,-39 +resnet152d,49.247,50.753,64.410,35.590,60.21,320,1.000,bicubic,-46.623,-35.020,+4 +vit_base_patch32_224,49.247,50.753,64.340,35.660,88.22,224,0.900,bicubic,-45.143,-34.720,+161 +xcit_large_24_p8_224,49.243,50.757,62.843,37.157,188.93,224,1.000,bicubic,-46.837,-36.697,-22 +ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+54 +resmlp_big_24_distilled_224,49.093,50.907,65.470,34.530,129.14,224,0.875,bicubic,-46.777,-33.970,-1 +volo_d1_224,48.970,51.030,63.183,36.817,26.63,224,0.960,bicubic,-47.060,-36.207,-16 +repvgg_b3,48.927,51.073,64.880,35.120,123.09,224,0.875,bilinear,-45.633,-34.030,+141 +resnetrs420,48.860,51.140,63.420,36.580,191.89,416,1.000,bicubic,-47.540,-36.120,-57 +efficientnetv2_rw_s,48.597,51.403,63.840,36.160,23.94,384,1.000,bicubic,-47.103,-35.540,+14 +regnetz_d32,48.593,51.407,65.193,34.807,27.58,320,0.950,bicubic,-47.267,-34.237,-3 +efficientnet_b3,48.563,51.437,64.250,35.750,12.23,320,1.000,bicubic,-46.577,-34.960,+60 +ecaresnet101d,48.543,51.457,64.103,35.897,44.57,224,0.875,bicubic,-46.617,-35.127,+56 +dm_nfnet_f2,48.377,51.623,63.237,36.763,193.78,352,0.920,bicubic,-48.083,-36.373,-68 +vit_small_r26_s32_224,48.367,51.633,63.803,36.197,36.43,224,0.900,bicubic,-46.763,-35.397,+58 +repvgg_b3g4,48.313,51.687,64.793,35.207,83.83,224,0.875,bilinear,-46.187,-34.227,+140 +vit_large_patch32_384,48.250,51.750,61.823,38.177,306.63,384,1.000,bicubic,-46.990,-37.497,+46 +convit_base,48.227,51.773,63.000,37.000,86.54,224,0.875,bicubic,-46.873,-36.140,+62 +swin_s3_base_224,48.140,51.860,62.270,37.730,71.13,224,0.900,bicubic,-47.900,-37.080,-30 +resnetrs350,48.060,51.940,62.650,37.350,163.96,384,1.000,bicubic,-48.180,-36.820,-50 +regnetz_d8,48.013,51.987,64.420,35.580,23.37,320,1.000,bicubic,-47.997,-35.100,-27 +twins_svt_large,47.947,52.053,62.903,37.097,99.27,224,0.900,bicubic,-47.773,-36.467,0 +repvgg_b2g4,47.797,52.203,64.380,35.620,61.76,224,0.875,bilinear,-46.013,-34.550,+205 +mixer_b16_224_miil,47.790,52.210,63.400,36.600,59.88,224,0.875,bilinear,-47.090,-35.680,+85 +seresnext101_32x8d,47.657,52.343,61.443,38.557,93.57,288,1.000,bicubic,-48.473,-37.917,-47 eca_nfnet_l1,47.647,52.353,62.763,37.237,41.41,320,1.000,bicubic,-48.283,-36.727,-25 -resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-56 -pit_s_distilled_224,47.550,52.450,63.500,36.500,24.04,224,0.900,bicubic,-47.200,-35.680,+76 -resnest50d_4s2x40d,47.483,52.517,63.810,36.190,30.42,224,0.875,bicubic,-47.227,-35.320,+80 -efficientnet_b3_pruned,47.450,52.550,62.807,37.193,9.86,300,0.904,bicubic,-47.130,-36.263,+97 -crossvit_18_dagger_408,47.387,52.613,60.937,39.063,44.61,408,1.000,bicubic,-48.743,-38.533,-52 -xcit_small_24_p8_224,47.293,52.707,60.990,39.010,47.63,224,1.000,bicubic,-48.617,-38.190,-30 -tresnet_m,47.227,52.773,61.997,38.003,31.39,224,0.875,bilinear,-48.153,-37.153,+13 -tf_efficientnet_b6,47.210,52.790,63.113,36.887,43.04,528,0.942,bicubic,-49.080,-36.407,-66 -convnext_tiny,47.200,52.800,63.193,36.807,28.59,224,0.875,bicubic,-47.790,-36.007,+43 -ssl_resnext101_32x4d,47.167,52.833,63.373,36.627,44.18,224,0.875,bilinear,-47.993,-35.937,+24 -resnetrs270,47.110,52.890,62.007,37.993,129.86,352,1.000,bicubic,-48.950,-37.473,-50 -tf_efficientnet_b4,47.077,52.923,62.867,37.133,19.34,380,0.922,bicubic,-48.513,-36.463,-13 -xcit_small_12_p8_224,46.983,53.017,60.530,39.470,26.21,224,1.000,bicubic,-48.437,-38.670,+1 -xcit_large_24_p16_224,46.957,53.043,60.667,39.333,189.10,224,1.000,bicubic,-47.993,-38.433,+44 -resnet101d,46.893,53.107,62.317,37.683,44.57,320,1.000,bicubic,-48.857,-37.123,-29 -resnetrs200,46.837,53.163,62.490,37.510,93.21,320,1.000,bicubic,-49.153,-36.950,-48 -resnet152,46.783,53.217,60.417,39.583,60.19,224,0.950,bicubic,-48.777,-38.853,-15 -gluon_seresnext101_64x4d,46.670,53.330,61.297,38.703,88.23,224,0.875,bicubic,-47.990,-37.683,+71 -twins_pcpvt_large,46.623,53.377,62.240,37.760,60.99,224,0.900,bicubic,-49.097,-37.250,-29 -dm_nfnet_f1,46.543,53.457,61.403,38.597,132.63,320,0.910,bicubic,-49.837,-38.067,-87 -xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-40 -crossvit_15_dagger_408,46.463,53.537,60.477,39.523,28.50,408,1.000,bicubic,-49.357,-38.833,-39 -fbnetv3_g,46.333,53.667,62.407,37.593,16.62,288,0.950,bilinear,-48.797,-36.793,+14 -tresnet_xl,46.277,53.723,61.947,38.053,78.44,224,0.875,bilinear,-48.783,-37.313,+25 -xcit_tiny_24_p8_384_dist,46.263,53.737,60.707,39.293,12.11,384,1.000,bicubic,-49.977,-38.733,-75 -xcit_tiny_24_p8_224_dist,46.253,53.747,60.603,39.397,12.11,224,1.000,bicubic,-49.207,-38.757,-14 -gernet_m,46.177,53.823,62.700,37.300,21.14,224,0.875,bilinear,-48.373,-36.230,+79 -deit_small_distilled_patch16_224,46.167,53.833,62.407,37.593,22.44,224,0.900,bicubic,-48.433,-36.693,+68 -regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-51 -crossvit_base_240,46.133,53.867,60.227,39.773,105.03,240,0.875,bicubic,-48.937,-38.753,+16 -resnest50d_1s4x24d,46.087,53.913,62.373,37.627,25.68,224,0.875,bicubic,-48.303,-36.697,+88 -tf_efficientnet_b0_ns,46.047,53.953,63.243,36.757,5.29,224,0.875,bicubic,-47.693,-35.737,+164 -jx_nest_base,46.040,53.960,60.093,39.907,67.72,224,0.875,bicubic,-49.500,-39.207,-30 -resnet51q,46.030,53.970,60.907,39.093,35.70,288,1.000,bilinear,-49.170,-38.373,-4 -vit_small_patch16_224,46.003,53.997,61.827,38.173,22.05,224,0.900,bicubic,-48.877,-37.443,+32 -resnest50d,45.940,54.060,62.637,37.363,27.48,224,0.875,bilinear,-48.680,-36.343,+57 -crossvit_18_240,45.907,54.093,60.370,39.630,43.27,240,0.875,bicubic,-49.163,-38.750,+8 -regnety_032,45.893,54.107,61.537,38.463,19.44,288,1.000,bicubic,-49.587,-37.783,-29 -twins_pcpvt_base,45.887,54.113,61.343,38.657,43.83,224,0.900,bicubic,-49.573,-38.047,-28 -twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-40 -levit_384,45.870,54.130,61.700,38.300,39.13,224,0.900,bicubic,-49.340,-37.460,-12 -crossvit_18_dagger_240,45.850,54.150,59.927,40.073,44.27,240,0.875,bicubic,-49.340,-39.193,-10 -crossvit_15_dagger_240,45.697,54.303,60.087,39.913,28.21,240,0.875,bicubic,-49.283,-39.073,+10 -regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.700,-36.793,-26 -convmixer_1536_20,45.660,54.340,61.767,38.233,51.63,224,0.960,bicubic,-49.310,-37.403,+9 -gc_efficientnetv2_rw_t,45.650,54.350,60.197,39.803,13.68,288,1.000,bicubic,-49.630,-39.023,-21 -efficientnetv2_rw_t,45.600,54.400,60.187,39.813,13.65,288,1.000,bicubic,-49.470,-39.033,+1 -gluon_seresnext101_32x4d,45.597,54.403,61.150,38.850,48.96,224,0.875,bicubic,-48.853,-37.940,+66 -xcit_tiny_24_p16_384_dist,45.577,54.423,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-39 -xcit_small_24_p16_224,45.537,54.463,58.903,41.097,47.67,224,1.000,bicubic,-49.543,-40.127,-7 -xcit_medium_24_p16_224,45.530,54.470,59.000,41.000,84.40,224,1.000,bicubic,-49.600,-39.920,-12 -dm_nfnet_f0,45.470,54.530,60.987,39.013,71.49,256,0.900,bicubic,-50.220,-38.343,-58 -gluon_resnet152_v1d,45.437,54.563,60.073,39.927,60.21,224,0.875,bicubic,-49.003,-38.937,+62 -nfnet_l0,45.423,54.577,62.080,37.920,35.07,288,1.000,bicubic,-49.967,-37.340,-37 -ssl_resnext50_32x4d,45.407,54.593,62.033,37.967,25.03,224,0.875,bilinear,-49.293,-37.207,+31 -resnetv2_50x1_bit_distilled,45.397,54.603,62.307,37.693,25.55,224,0.875,bicubic,-49.993,-37.123,-37 -xcit_small_12_p16_224,45.383,54.617,59.430,40.570,26.25,224,1.000,bicubic,-49.437,-39.630,+14 -jx_nest_small,45.357,54.643,59.010,40.990,38.35,224,0.875,bicubic,-50.183,-40.210,-54 -resnet61q,45.287,54.713,59.407,40.593,36.85,288,1.000,bicubic,-49.823,-39.673,-18 -tresnet_xl_448,45.230,54.770,61.440,38.560,78.44,448,0.875,bilinear,-50.280,-37.900,-53 -nasnetalarge,45.207,54.793,57.880,42.120,88.75,331,0.911,bicubic,-49.943,-41.250,-26 -convit_small,45.203,54.797,60.497,39.503,27.78,224,0.875,bicubic,-49.717,-38.603,+1 -swin_small_patch4_window7_224,45.157,54.843,60.340,39.660,49.61,224,0.900,bicubic,-50.563,-39.030,-72 -tf_efficientnet_b3,45.100,54.900,60.643,39.357,12.23,300,0.904,bicubic,-49.810,-38.467,0 -resnet101,45.093,54.907,59.580,40.420,44.55,224,0.950,bicubic,-49.877,-39.500,-10 -rexnet_200,45.050,54.950,62.303,37.697,16.37,224,0.875,bicubic,-49.610,-36.787,+24 -resnetrs152,44.957,55.043,59.713,40.287,86.62,320,1.000,bicubic,-51.003,-39.667,-96 -resnetv2_101,44.927,55.073,58.850,41.150,44.54,224,0.950,bicubic,-50.003,-40.270,-6 -ecaresnetlight,44.890,55.110,60.783,39.217,30.16,224,0.875,bicubic,-49.250,-38.167,+78 -deit_base_patch16_224,44.870,55.130,59.180,40.820,86.57,224,0.900,bicubic,-50.140,-39.860,-19 -deit_base_patch16_384,44.773,55.227,59.630,40.370,86.86,384,1.000,bicubic,-50.877,-39.610,-75 -cait_xxs36_384,44.770,55.230,59.380,40.620,17.37,384,1.000,bicubic,-50.460,-39.940,-44 -resmlp_36_distilled_224,44.760,55.240,61.067,38.933,44.69,224,0.875,bicubic,-49.790,-38.093,+34 -gernet_l,44.740,55.260,58.953,41.047,31.08,256,0.875,bilinear,-50.190,-40.247,-13 -xcit_tiny_24_p16_224_dist,44.717,55.283,59.417,40.583,12.12,224,1.000,bicubic,-49.493,-39.543,+65 -resmlp_24_distilled_224,44.707,55.293,61.457,38.543,30.02,224,0.875,bicubic,-49.633,-37.343,+51 -tf_efficientnet_b2_ap,44.703,55.297,60.680,39.320,9.11,260,0.890,bicubic,-49.567,-38.270,+58 -gmlp_s16_224,44.490,55.510,58.633,41.367,19.42,224,0.875,bicubic,-49.020,-40.147,+151 -ens_adv_inception_resnet_v2,44.390,55.610,58.120,41.880,55.84,299,0.897,bicubic,-49.740,-40.670,+69 -tresnet_l,44.367,55.633,59.953,40.047,55.99,224,0.875,bilinear,-50.533,-39.077,-15 -gluon_resnext101_32x4d,44.287,55.713,59.087,40.913,44.18,224,0.875,bicubic,-49.833,-39.853,+69 -wide_resnet50_2,44.180,55.820,59.703,40.297,68.88,224,0.875,bicubic,-50.480,-39.347,+9 -cspresnext50,44.147,55.853,60.537,39.463,20.57,224,0.875,bilinear,-49.633,-38.303,+107 -resnetv2_101x1_bitm,44.117,55.883,61.983,38.017,44.54,448,1.000,bilinear,-51.203,-37.387,-61 -crossvit_15_240,44.117,55.883,59.130,40.870,27.53,240,0.875,bicubic,-50.603,-39.950,-4 -seresnext50_32x4d,44.107,55.893,59.473,40.527,27.56,224,0.875,bicubic,-50.703,-39.657,-14 -gluon_resnet152_v1s,44.070,55.930,58.697,41.303,60.32,224,0.875,bicubic,-50.630,-40.363,-2 -pit_b_224,44.070,55.930,58.017,41.983,73.76,224,0.900,bicubic,-50.720,-40.803,-15 -ssl_resnet50,44.023,55.977,61.900,38.100,25.56,224,0.875,bilinear,-50.287,-37.250,+41 -inception_resnet_v2,44.003,55.997,57.910,42.090,55.84,299,0.897,bicubic,-50.337,-41.180,+38 -pnasnet5large,43.950,56.050,56.723,43.277,86.06,331,0.911,bicubic,-51.410,-42.407,-70 -pit_s_224,43.900,56.100,58.633,41.367,23.46,224,0.900,bicubic,-50.690,-40.287,+7 -gluon_resnext101_64x4d,43.880,56.120,58.703,41.297,83.46,224,0.875,bicubic,-50.470,-40.177,+33 -coat_lite_small,43.820,56.180,57.143,42.857,19.84,224,0.900,bicubic,-51.260,-41.917,-50 -tnt_s_patch16_224,43.777,56.223,59.203,40.797,23.76,224,0.900,bicubic,-50.793,-39.977,+9 -cait_xxs36_224,43.760,56.240,58.730,41.270,17.30,224,1.000,bicubic,-50.170,-40.160,+72 -ecaresnet50d,43.743,56.257,60.380,39.620,25.58,224,0.875,bicubic,-50.457,-38.640,+44 -ecaresnet101d_pruned,43.737,56.263,59.603,40.397,24.88,224,0.875,bicubic,-50.713,-39.497,+15 -tf_efficientnetv2_s,43.703,56.297,58.597,41.403,21.46,384,1.000,bicubic,-52.007,-40.803,-107 -rexnet_150,43.690,56.310,60.890,39.110,9.73,224,0.875,bicubic,-50.580,-38.190,+33 -pit_xs_distilled_224,43.660,56.340,60.693,39.307,11.00,224,0.900,bicubic,-49.580,-38.137,+151 -xcit_tiny_12_p8_224_dist,43.643,56.357,58.460,41.540,6.71,224,1.000,bicubic,-51.067,-40.720,-18 -crossvit_small_240,43.470,56.530,58.943,41.057,26.86,240,0.875,bicubic,-51.110,-40.177,-3 -gluon_resnet101_v1d,43.433,56.567,58.613,41.387,44.57,224,0.875,bicubic,-50.737,-40.297,+42 -ecaresnet50t,43.410,56.590,59.303,40.697,25.57,320,0.950,bicubic,-51.660,-39.987,-58 -gluon_resnet101_v1s,43.363,56.637,58.513,41.487,44.67,224,0.875,bicubic,-50.807,-40.497,+39 -cspdarknet53,43.360,56.640,59.433,40.567,27.64,256,0.887,bilinear,-50.730,-39.547,+46 -xcit_tiny_24_p8_224,43.313,56.687,57.267,42.733,12.11,224,1.000,bicubic,-51.567,-41.923,-40 -xcit_tiny_12_p8_384_dist,43.300,56.700,58.177,41.823,6.71,384,1.000,bicubic,-52.040,-41.163,-87 -dpn68b,43.287,56.713,58.683,41.317,12.61,224,0.875,bicubic,-50.333,-40.017,+102 -convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+5 -visformer_small,43.260,56.740,57.977,42.023,40.22,224,0.900,bicubic,-51.700,-41.233,-55 -eca_nfnet_l0,43.240,56.760,59.910,40.090,24.14,288,1.000,bicubic,-52.210,-39.480,-100 -resnest26d,43.143,56.857,60.633,39.367,17.07,224,0.875,bilinear,-50.097,-38.217,+139 -vit_small_patch32_384,43.140,56.860,59.300,40.700,22.92,384,1.000,bicubic,-51.460,-39.840,-17 -twins_pcpvt_small,43.093,56.907,58.880,41.120,24.11,224,0.900,bicubic,-51.507,-40.270,-19 -resmlp_36_224,43.047,56.953,59.313,40.687,44.69,224,0.875,bicubic,-50.603,-39.597,+89 -dpn131,43.040,56.960,57.430,42.570,79.25,224,0.875,bicubic,-50.710,-41.410,+76 -cspresnet50,43.037,56.963,59.147,40.853,21.62,256,0.887,bilinear,-50.823,-39.713,+58 -tf_efficientnet_lite4,42.970,57.030,57.643,42.357,13.01,380,0.920,bilinear,-51.900,-41.447,-51 -twins_svt_small,42.917,57.083,58.460,41.540,24.06,224,0.900,bicubic,-51.853,-40.490,-46 -gluon_resnet152_v1b,42.900,57.100,57.737,42.263,60.19,224,0.875,bicubic,-51.130,-41.003,+36 -fbnetv3_d,42.883,57.117,59.693,40.307,10.31,256,0.950,bilinear,-50.957,-39.217,+58 -dpn107,42.863,57.137,57.370,42.630,86.92,224,0.875,bicubic,-51.097,-41.460,+41 -levit_256,42.820,57.180,57.907,42.093,18.89,224,0.900,bicubic,-51.580,-41.153,-7 -gluon_resnet152_v1c,42.803,57.197,57.733,42.267,60.21,224,0.875,bicubic,-51.087,-41.067,+45 -tf_efficientnet_b1_ap,42.803,57.197,58.810,41.190,7.79,240,0.882,bicubic,-50.827,-39.990,+84 -gcresnet50t,42.797,57.203,59.183,40.817,25.90,256,0.900,bicubic,-51.823,-39.937,-33 -gluon_xception65,42.787,57.213,58.817,41.183,39.92,299,0.903,bicubic,-51.233,-40.203,+31 -tresnet_l_448,42.740,57.260,58.947,41.053,55.99,448,0.875,bilinear,-52.660,-40.353,-114 -resnet50d,42.703,57.297,58.683,41.317,25.58,224,0.875,bicubic,-51.367,-40.237,+25 -gluon_seresnext50_32x4d,42.680,57.320,58.697,41.303,27.56,224,0.875,bicubic,-51.490,-40.243,+12 -xcit_tiny_12_p16_384_dist,42.587,57.413,58.090,41.910,6.72,384,1.000,bicubic,-51.943,-41.080,-24 -resnext101_32x8d,42.570,57.430,58.293,41.707,88.79,224,0.875,bilinear,-51.200,-40.657,+58 -seresnet50,42.517,57.483,58.680,41.320,28.09,224,0.875,bicubic,-51.563,-40.280,+20 -nf_resnet50,42.507,57.493,59.530,40.470,25.56,288,0.940,bicubic,-51.873,-39.540,-14 -resnetrs101,42.443,57.557,57.287,42.713,63.62,288,0.940,bicubic,-52.807,-41.923,-111 -jx_nest_tiny,42.327,57.673,57.047,42.953,17.06,224,0.875,bicubic,-52.623,-41.783,-79 -tf_efficientnetv2_b3,42.313,57.687,57.933,42.067,14.36,300,0.904,bicubic,-52.807,-41.267,-99 -convmixer_1024_20_ks9_p14,42.277,57.723,59.713,40.287,24.38,224,0.960,bicubic,-50.073,-38.707,+177 +resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-60 +pit_s_distilled_224,47.550,52.450,63.497,36.503,24.04,224,0.900,bicubic,-47.190,-35.683,+93 +resnest50d_4s2x40d,47.483,52.517,63.810,36.190,30.42,224,0.875,bicubic,-47.227,-35.330,+99 +efficientnet_b3_pruned,47.450,52.550,62.800,37.200,9.86,300,0.904,bicubic,-47.130,-36.270,+115 +crossvit_18_dagger_408,47.383,52.617,60.940,39.060,44.61,408,1.000,bicubic,-48.757,-38.530,-54 +xcit_small_24_p8_224,47.293,52.707,60.980,39.020,47.63,224,1.000,bicubic,-48.617,-38.200,-30 +tresnet_m,47.223,52.777,62.000,38.000,31.39,224,0.875,bilinear,-48.157,-37.150,+23 +tf_efficientnet_b6,47.210,52.790,63.117,36.883,43.04,528,0.942,bicubic,-49.080,-36.403,-70 +convnext_tiny,47.180,52.820,63.217,36.783,28.59,224,0.875,bicubic,-47.780,-35.983,+61 +ssl_resnext101_32x4d,47.167,52.833,63.380,36.620,44.18,224,0.875,bilinear,-47.993,-35.930,+34 +resnetrs270,47.107,52.893,62.007,37.993,129.86,352,1.000,bicubic,-48.953,-37.473,-51 +regnetz_d8_evos,47.080,52.920,63.390,36.610,23.46,320,0.950,bicubic,-49.140,-36.100,-65 +tf_efficientnet_b4,47.077,52.923,62.867,37.133,19.34,380,0.922,bicubic,-48.513,-36.463,-6 +xcit_small_12_p8_224,46.983,53.017,60.527,39.473,26.21,224,1.000,bicubic,-48.437,-38.673,+10 +xcit_large_24_p16_224,46.957,53.043,60.667,39.333,189.10,224,1.000,bicubic,-47.993,-38.163,+59 +convnext_tiny_hnf,46.940,53.060,61.203,38.797,28.59,224,0.950,bicubic,-47.830,-37.957,+76 +xception65p,46.930,53.070,61.083,38.917,39.82,299,0.940,bicubic,-48.720,-38.307,-16 +resnet101d,46.897,53.103,62.323,37.677,44.57,320,1.000,bicubic,-48.853,-37.117,-28 +resnet152,46.793,53.207,60.420,39.580,60.19,224,0.950,bicubic,-48.777,-38.850,-11 +gluon_seresnext101_64x4d,46.670,53.330,61.297,38.703,88.23,224,0.875,bicubic,-47.990,-37.683,+86 +twins_pcpvt_large,46.630,53.370,62.243,37.757,60.99,224,0.900,bicubic,-49.090,-37.247,-26 +dm_nfnet_f1,46.547,53.453,61.403,38.597,132.63,320,0.910,bicubic,-49.833,-38.067,-95 +regnetv_064,46.483,53.517,62.253,37.747,30.58,288,1.000,bicubic,-49.287,-37.167,-35 +xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-43 +crossvit_15_dagger_408,46.457,53.543,60.473,39.527,28.50,408,1.000,bicubic,-49.363,-38.837,-40 +resnetrs200,46.430,53.570,61.067,38.933,93.21,320,1.000,bicubic,-49.910,-38.483,-95 +swin_s3_small_224,46.390,53.610,60.893,39.107,49.74,224,0.900,bicubic,-49.440,-38.307,-43 +fbnetv3_g,46.333,53.667,62.407,37.593,16.62,288,0.950,bilinear,-48.797,-36.513,+22 +tresnet_xl,46.277,53.723,61.947,38.053,78.44,224,0.875,bilinear,-48.783,-37.313,+33 +xcit_tiny_24_p8_384_dist,46.257,53.743,60.710,39.290,12.11,384,1.000,bicubic,-49.973,-38.730,-84 +xcit_tiny_24_p8_224_dist,46.250,53.750,60.597,39.403,12.11,224,1.000,bicubic,-49.210,-38.793,-10 +gernet_m,46.177,53.823,62.690,37.310,21.14,224,0.875,bilinear,-48.373,-36.240,+92 +deit_small_distilled_patch16_224,46.170,53.830,62.407,37.593,22.44,224,0.900,bicubic,-48.430,-36.693,+81 +regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-56 +crossvit_base_240,46.133,53.867,60.227,39.773,105.03,240,0.875,bicubic,-48.937,-39.063,+25 +resnest50d_1s4x24d,46.080,53.920,62.370,37.630,25.68,224,0.875,bicubic,-48.300,-36.450,+103 +tf_efficientnet_b0_ns,46.053,53.947,63.243,36.757,5.29,224,0.875,bicubic,-47.687,-35.737,+175 +jx_nest_base,46.043,53.957,60.103,39.897,67.72,224,0.875,bicubic,-49.497,-39.197,-27 +resnet51q,46.030,53.970,60.907,39.093,35.70,288,1.000,bilinear,-49.170,-38.483,+2 +vit_small_patch16_224,46.003,53.997,61.823,38.177,22.05,224,0.900,bicubic,-48.877,-37.447,+44 +regnety_080,45.953,54.047,60.867,39.133,39.18,288,1.000,bicubic,-49.897,-38.573,-58 +resnest50d,45.940,54.060,62.637,37.363,27.48,224,0.875,bilinear,-48.680,-36.343,+68 +crossvit_18_240,45.897,54.103,60.373,39.627,43.27,240,0.875,bicubic,-49.173,-38.847,+18 +regnety_032,45.893,54.107,61.540,38.460,19.44,288,1.000,bicubic,-49.587,-37.780,-26 +twins_pcpvt_base,45.890,54.110,61.343,38.657,43.83,224,0.900,bicubic,-49.570,-38.017,-23 +twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-37 +levit_384,45.870,54.130,61.700,38.300,39.13,224,0.900,bicubic,-49.340,-37.460,-8 +crossvit_18_dagger_240,45.857,54.143,59.923,40.077,44.27,240,0.875,bicubic,-49.333,-39.197,-6 +crossvit_15_dagger_240,45.693,54.307,60.087,39.913,28.21,240,0.875,bicubic,-49.287,-39.073,+18 +regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.710,-36.793,-24 +convmixer_1536_20,45.660,54.340,61.767,38.233,51.63,224,0.960,bicubic,-49.310,-37.403,+17 +gc_efficientnetv2_rw_t,45.650,54.350,60.197,39.803,13.68,288,1.000,bicubic,-49.630,-39.023,-17 +efficientnetv2_rw_t,45.603,54.397,60.183,39.817,13.65,288,1.000,bicubic,-49.467,-38.797,+6 +gluon_seresnext101_32x4d,45.597,54.403,61.150,38.850,48.96,224,0.875,bicubic,-48.853,-37.940,+78 +xcit_tiny_24_p16_384_dist,45.577,54.423,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-35 +xcit_small_24_p16_224,45.540,54.460,58.910,41.090,47.67,224,1.000,bicubic,-49.540,-40.150,+1 +xcit_medium_24_p16_224,45.530,54.470,59.000,41.000,84.40,224,1.000,bicubic,-49.600,-40.120,-9 +dm_nfnet_f0,45.470,54.530,60.987,39.013,71.49,256,0.900,bicubic,-50.220,-38.343,-59 +resnext101_64x4d,45.457,54.543,59.043,40.957,83.46,288,1.000,bicubic,-50.083,-40.247,-47 +gluon_resnet152_v1d,45.437,54.563,60.073,39.927,60.21,224,0.875,bicubic,-49.003,-38.937,+73 +nfnet_l0,45.417,54.583,62.080,37.920,35.07,288,1.000,bicubic,-49.973,-37.340,-33 +ssl_resnext50_32x4d,45.407,54.593,62.030,37.970,25.03,224,0.875,bilinear,-49.293,-37.210,+41 +resnetv2_50x1_bit_distilled,45.397,54.603,62.297,37.703,25.55,224,0.875,bicubic,-49.993,-37.133,-34 +xcit_small_12_p16_224,45.387,54.613,59.423,40.577,26.25,224,1.000,bicubic,-49.433,-39.637,+23 +jx_nest_small,45.357,54.643,59.010,40.990,38.35,224,0.875,bicubic,-50.173,-40.200,-51 +resnet61q,45.287,54.713,59.407,40.593,36.85,288,1.000,bicubic,-49.823,-39.673,-13 +tresnet_xl_448,45.230,54.770,61.440,38.560,78.44,448,0.875,bilinear,-50.280,-37.900,-51 +nasnetalarge,45.210,54.790,57.880,42.120,88.75,331,0.911,bicubic,-49.940,-41.250,-23 +convit_small,45.203,54.797,60.493,39.507,27.78,224,0.875,bicubic,-49.717,-38.607,+9 +swin_small_patch4_window7_224,45.163,54.837,60.323,39.677,49.61,224,0.900,bicubic,-50.557,-38.967,-76 +tf_efficientnet_b3,45.110,54.890,60.643,39.357,12.23,300,0.904,bicubic,-49.800,-38.517,+8 +resnet101,45.080,54.920,59.590,40.410,44.55,224,0.950,bicubic,-49.880,-39.490,-1 +rexnet_200,45.050,54.950,62.303,37.697,16.37,224,0.875,bicubic,-49.610,-36.787,+34 +resnetrs152,44.950,55.050,59.713,40.287,86.62,320,1.000,bicubic,-51.010,-39.667,-103 +resnetv2_101,44.933,55.067,58.847,41.153,44.54,224,0.950,bicubic,-49.997,-40.353,+1 +ecaresnetlight,44.890,55.110,60.783,39.217,30.16,224,0.875,bicubic,-49.250,-38.167,+90 +deit_base_patch16_224,44.873,55.127,59.187,40.813,86.57,224,0.900,bicubic,-50.137,-39.793,-13 +cait_xxs36_384,44.767,55.233,59.377,40.623,17.37,384,1.000,bicubic,-50.463,-39.953,-40 +deit_base_patch16_384,44.767,55.233,59.623,40.377,86.86,384,1.000,bicubic,-50.883,-39.617,-77 +resmlp_36_distilled_224,44.760,55.240,61.067,38.933,44.69,224,0.875,bicubic,-49.790,-38.093,+45 +gernet_l,44.740,55.260,58.950,41.050,31.08,256,0.875,bilinear,-50.190,-40.180,-4 +xcit_tiny_24_p16_224_dist,44.720,55.280,59.403,40.597,12.12,224,1.000,bicubic,-49.500,-39.557,+76 +resmlp_24_distilled_224,44.707,55.293,61.457,38.543,30.02,224,0.875,bicubic,-49.633,-37.633,+63 +tf_efficientnet_b2_ap,44.703,55.297,60.680,39.320,9.11,260,0.890,bicubic,-49.567,-38.250,+67 +gmlp_s16_224,44.477,55.523,58.630,41.370,19.42,224,0.875,bicubic,-49.033,-40.150,+159 +ens_adv_inception_resnet_v2,44.393,55.607,58.123,41.877,55.84,299,0.897,bicubic,-49.737,-40.667,+81 +tresnet_l,44.363,55.637,59.943,40.057,55.99,224,0.875,bilinear,-50.537,-39.087,-6 +gluon_resnext101_32x4d,44.297,55.703,59.087,40.913,44.18,224,0.875,bicubic,-49.823,-39.883,+81 +poolformer_m48,44.267,55.733,59.300,40.700,73.47,224,0.950,bicubic,-50.863,-39.920,-40 +wide_resnet50_2,44.177,55.823,59.697,40.303,68.88,224,0.875,bicubic,-50.483,-39.353,+18 +regnetz_c16_evos,44.153,55.847,61.057,38.943,13.49,320,0.950,bicubic,-51.477,-38.363,-87 +cspresnext50,44.147,55.853,60.537,39.463,20.57,224,0.875,bilinear,-49.633,-38.303,+115 +resnetv2_101x1_bitm,44.117,55.883,61.977,38.023,44.54,448,1.000,bilinear,-51.203,-37.393,-60 +crossvit_15_240,44.117,55.883,59.137,40.863,27.53,240,0.875,bicubic,-50.593,-39.933,+6 +seresnext50_32x4d,44.107,55.893,59.483,40.517,27.56,224,0.875,bicubic,-50.693,-39.647,-7 +gluon_resnet152_v1s,44.070,55.930,58.707,41.293,60.32,224,0.875,bicubic,-50.650,-40.353,+2 +pit_b_224,44.067,55.933,58.030,41.970,73.76,224,0.900,bicubic,-50.723,-40.790,-8 +poolformer_m36,44.030,55.970,59.067,40.933,56.17,224,0.950,bicubic,-50.980,-40.033,-32 +ssl_resnet50,44.023,55.977,61.907,38.093,25.56,224,0.875,bilinear,-50.287,-36.683,+49 +inception_resnet_v2,44.003,55.997,57.913,42.087,55.84,299,0.897,bicubic,-50.337,-40.887,+45 +pnasnet5large,43.953,56.047,56.723,43.277,86.06,331,0.911,bicubic,-51.407,-42.407,-70 +pit_s_224,43.897,56.103,58.633,41.367,23.46,224,0.900,bicubic,-50.693,-40.287,+15 +gluon_resnext101_64x4d,43.887,56.113,58.700,41.300,83.46,224,0.875,bicubic,-50.463,-40.180,+41 +coat_lite_small,43.820,56.180,57.137,42.863,19.84,224,0.900,bicubic,-51.260,-41.893,-48 +regnetv_040,43.787,56.213,58.467,41.533,20.64,288,1.000,bicubic,-51.943,-40.913,-112 +tnt_s_patch16_224,43.777,56.223,59.207,40.793,23.76,224,0.900,bicubic,-50.803,-39.973,+14 +cait_xxs36_224,43.767,56.233,58.733,41.267,17.30,224,1.000,bicubic,-50.163,-40.147,+79 +ecaresnet50d,43.750,56.250,60.377,39.623,25.58,224,0.875,bicubic,-50.450,-38.643,+52 +ecaresnet101d_pruned,43.733,56.267,59.603,40.397,24.88,224,0.875,bicubic,-50.717,-39.497,+22 +swin_s3_tiny_224,43.710,56.290,59.500,40.500,28.33,224,0.900,bicubic,-51.200,-39.610,-30 +tf_efficientnetv2_s,43.703,56.297,58.597,41.403,21.46,384,1.000,bicubic,-52.007,-40.803,-114 +rexnet_150,43.693,56.307,60.890,39.110,9.73,224,0.875,bicubic,-50.567,-38.190,+43 +pit_xs_distilled_224,43.660,56.340,60.710,39.290,11.00,224,0.900,bicubic,-49.580,-38.040,+156 +xcit_tiny_12_p8_224_dist,43.640,56.360,58.467,41.533,6.71,224,1.000,bicubic,-51.090,-40.633,-18 +crossvit_small_240,43.467,56.533,58.947,41.053,26.86,240,0.875,bicubic,-51.113,-40.173,+3 +gluon_resnet101_v1d,43.433,56.567,58.617,41.383,44.57,224,0.875,bicubic,-50.737,-40.323,+47 +ecaresnet50t,43.413,56.587,59.300,40.700,25.57,320,0.950,bicubic,-51.657,-39.820,-59 +gluon_resnet101_v1s,43.363,56.637,58.513,41.487,44.67,224,0.875,bicubic,-50.807,-40.497,+46 +cspdarknet53,43.360,56.640,59.433,40.567,27.64,256,0.887,bilinear,-50.730,-39.547,+52 +xcit_tiny_24_p8_224,43.307,56.693,57.277,42.723,12.11,224,1.000,bicubic,-51.583,-41.913,-38 +xcit_tiny_12_p8_384_dist,43.303,56.697,58.180,41.820,6.71,384,1.000,bicubic,-52.037,-41.160,-89 +dpn68b,43.277,56.723,58.673,41.327,12.61,224,0.875,bicubic,-50.343,-40.027,+106 +convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+11 +visformer_small,43.260,56.740,57.977,42.023,40.22,224,0.900,bicubic,-51.700,-41.233,-52 +eca_nfnet_l0,43.237,56.763,59.910,40.090,24.14,288,1.000,bicubic,-52.213,-39.480,-102 +regnety_064,43.223,56.777,57.227,42.773,30.58,288,1.000,bicubic,-52.567,-42.063,-139 +resnest26d,43.143,56.857,60.633,39.367,17.07,224,0.875,bilinear,-50.097,-38.187,+140 +vit_small_patch32_384,43.140,56.860,59.303,40.697,22.92,384,1.000,bicubic,-51.460,-39.837,-12 +twins_pcpvt_small,43.087,56.913,58.877,41.123,24.11,224,0.900,bicubic,-51.513,-40.273,-14 +resmlp_36_224,43.047,56.953,59.313,40.687,44.69,224,0.875,bicubic,-50.603,-39.377,+92 +cspresnet50,43.040,56.960,59.147,40.853,21.62,256,0.887,bilinear,-50.820,-39.713,+63 +dpn131,43.037,56.963,57.430,42.570,79.25,224,0.875,bicubic,-50.713,-41.400,+78 +tf_efficientnet_lite4,42.970,57.030,57.643,42.357,13.01,380,0.920,bilinear,-51.900,-41.447,-48 +twins_svt_small,42.927,57.073,58.467,41.533,24.06,224,0.900,bicubic,-51.843,-40.613,-41 +gluon_resnet152_v1b,42.897,57.103,57.733,42.267,60.19,224,0.875,bicubic,-51.133,-41.017,+41 +fbnetv3_d,42.883,57.117,59.693,40.307,10.31,256,0.950,bilinear,-50.957,-39.217,+61 +dpn107,42.863,57.137,57.373,42.627,86.92,224,0.875,bicubic,-51.097,-41.457,+46 +levit_256,42.820,57.180,57.907,42.093,18.89,224,0.900,bicubic,-51.580,-41.153,-2 +gluon_resnet152_v1c,42.810,57.190,57.733,42.267,60.21,224,0.875,bicubic,-51.080,-41.067,+50 +tf_efficientnet_b1_ap,42.807,57.193,58.813,41.187,7.79,240,0.882,bicubic,-50.823,-39.987,+87 +gcresnet50t,42.790,57.210,59.180,40.820,25.90,256,0.900,bicubic,-51.830,-39.940,-28 +gluon_xception65,42.787,57.213,58.817,41.183,39.92,299,0.903,bicubic,-51.223,-40.203,+37 +tresnet_l_448,42.743,57.257,58.947,41.053,55.99,448,0.875,bilinear,-52.657,-40.353,-116 +resnet50d,42.713,57.287,58.683,41.317,25.58,224,0.875,bicubic,-51.357,-40.237,+30 +gluon_seresnext50_32x4d,42.683,57.317,58.687,41.313,27.56,224,0.875,bicubic,-51.487,-40.223,+20 +xcit_tiny_12_p16_384_dist,42.587,57.413,58.080,41.920,6.72,384,1.000,bicubic,-51.943,-41.090,-20 +regnety_040,42.580,57.420,57.027,42.973,20.65,288,1.000,bicubic,-52.900,-42.393,-128 +resnext101_32x8d,42.570,57.430,58.293,41.707,88.79,224,0.875,bilinear,-51.200,-40.657,+60 +seresnet50,42.513,57.487,58.680,41.320,28.09,224,0.875,bicubic,-51.567,-40.270,+24 +nf_resnet50,42.507,57.493,59.530,40.470,25.56,288,0.940,bicubic,-51.883,-39.540,-13 +resnetrs101,42.443,57.557,57.287,42.713,63.62,288,0.940,bicubic,-52.807,-41.923,-115 +jx_nest_tiny,42.320,57.680,57.047,42.953,17.06,224,0.875,bicubic,-52.630,-42.053,-79 +poolformer_s36,42.320,57.680,58.750,41.250,30.86,224,0.900,bicubic,-52.300,-40.280,-41 +tf_efficientnetv2_b3,42.320,57.680,57.937,42.063,14.36,300,0.904,bicubic,-52.800,-41.293,-103 +convmixer_1024_20_ks9_p14,42.277,57.723,59.713,40.287,24.38,224,0.960,bicubic,-50.073,-38.707,+179 +xcit_tiny_24_p16_224,42.277,57.723,56.827,43.173,12.12,224,1.000,bicubic,-51.563,-41.933,+43 +deit_small_patch16_224,42.273,57.727,58.010,41.990,22.05,224,0.900,bicubic,-51.707,-40.950,+25 dpn98,42.273,57.727,56.877,43.123,61.57,224,0.875,bicubic,-51.647,-42.043,+29 -deit_small_patch16_224,42.270,57.730,58.010,41.990,22.05,224,0.900,bicubic,-51.720,-40.950,+22 -xcit_tiny_24_p16_224,42.263,57.737,56.833,43.167,12.12,224,1.000,bicubic,-51.587,-42.067,+36 -tf_efficientnet_cc_b1_8e,42.230,57.770,58.420,41.580,39.72,240,0.882,bicubic,-51.340,-40.270,+78 -legacy_senet154,42.203,57.797,56.593,43.407,115.09,224,0.875,bilinear,-52.527,-42.507,-66 -cait_xxs24_384,42.177,57.823,57.460,42.540,12.03,384,1.000,bicubic,-52.763,-41.670,-86 -tf_efficientnet_b2,42.117,57.883,58.193,41.807,9.11,260,0.890,bicubic,-52.093,-40.837,-8 -gluon_resnext50_32x4d,42.043,57.957,57.663,42.337,25.03,224,0.875,bicubic,-51.607,-41.287,+60 -resnext50_32x4d,41.970,58.030,56.753,43.247,25.03,224,0.950,bicubic,-52.600,-42.047,-46 -ecaresnet50d_pruned,41.953,58.047,58.210,41.790,19.94,224,0.875,bicubic,-51.867,-40.790,+33 -efficientnet_b2,41.933,58.067,58.293,41.707,9.11,288,1.000,bicubic,-52.437,-40.757,-28 -xcit_tiny_12_p16_224_dist,41.933,58.067,57.233,42.767,6.72,224,1.000,bicubic,-51.407,-41.507,+94 -hrnet_w64,41.637,58.363,57.123,42.877,128.06,224,0.875,bilinear,-52.203,-41.807,+28 -dla102x2,41.637,58.363,57.957,42.043,41.28,224,0.875,bilinear,-52.363,-41.073,+10 -gluon_senet154,41.623,58.377,56.383,43.617,115.09,224,0.875,bicubic,-53.087,-42.587,-74 -inception_v4,41.573,58.427,55.383,44.617,42.68,299,0.875,bicubic,-52.807,-43.437,-35 -haloregnetz_b,41.543,58.457,57.083,42.917,11.68,224,0.940,bicubic,-52.977,-42.087,-46 -efficientnet_em,41.497,58.503,58.877,41.123,6.90,240,0.882,bicubic,-52.243,-40.053,+37 -efficientnet_el,41.493,58.507,58.303,41.697,10.59,300,0.904,bicubic,-53.177,-40.827,-71 -tf_efficientnet_cc_b0_8e,41.490,58.510,57.373,42.627,24.01,224,0.875,bicubic,-51.380,-41.087,+122 -halo2botnet50ts_256,41.477,58.523,56.200,43.800,22.64,256,0.950,bicubic,-53.533,-42.780,-111 -swin_tiny_patch4_window7_224,41.453,58.547,57.310,42.690,28.29,224,0.900,bicubic,-53.167,-41.720,-68 -cait_xxs24_224,41.390,58.610,57.520,42.480,11.96,224,1.000,bicubic,-52.100,-41.250,+68 -resnetv2_50,41.380,58.620,56.763,43.237,25.55,224,0.950,bicubic,-52.890,-42.167,-32 -tv_resnet152,41.333,58.667,57.517,42.483,60.19,224,0.875,bilinear,-51.907,-41.233,+89 -xception71,41.277,58.723,55.880,44.120,42.34,299,0.903,bicubic,-52.603,-43.070,+10 -dpn92,41.273,58.727,56.330,43.670,37.67,224,0.875,bicubic,-52.907,-42.600,-25 -gcresnext50ts,41.270,58.730,57.143,42.857,15.67,256,0.900,bicubic,-53.140,-41.847,-51 -adv_inception_v3,41.267,58.733,56.317,43.683,23.83,299,0.875,bicubic,-51.743,-42.513,+99 -gernet_s,41.250,58.750,58.830,41.170,8.17,224,0.875,bilinear,-51.190,-39.670,+141 -resnetblur50,41.073,58.927,57.083,42.917,25.56,224,0.875,bicubic,-52.637,-41.717,+28 -nf_regnet_b1,41.010,58.990,58.117,41.883,10.22,288,0.900,bicubic,-52.870,-40.623,+3 -gluon_resnet50_v1d,40.970,59.030,57.143,42.857,25.58,224,0.875,bicubic,-52.560,-41.567,+52 -fbnetv3_b,40.950,59.050,58.660,41.340,8.60,256,0.950,bilinear,-52.700,-40.030,+33 -gluon_inception_v3,40.903,59.097,55.617,44.383,23.83,299,0.875,bicubic,-52.637,-43.213,+49 -ese_vovnet39b,40.870,59.130,56.947,43.053,24.57,224,0.875,bicubic,-52.980,-41.813,+4 -levit_192,40.840,59.160,56.693,43.307,10.95,224,0.900,bicubic,-52.870,-42.127,+25 -resnet34d,40.810,59.190,56.533,43.467,21.82,224,0.875,bicubic,-51.830,-41.887,+120 -regnety_320,40.803,59.197,56.110,43.890,145.05,224,0.875,bicubic,-53.717,-42.850,-69 -xception,40.767,59.233,56.383,43.617,22.86,299,0.897,bicubic,-52.873,-42.377,+29 -resnet50_gn,40.740,59.260,55.743,44.257,25.56,224,0.940,bicubic,-53.440,-43.177,-38 -lamhalobotnet50ts_256,40.737,59.263,56.100,43.900,22.57,256,0.950,bicubic,-54.043,-42.880,-108 -skresnext50_32x4d,40.693,59.307,56.037,43.963,27.48,224,0.875,bicubic,-53.257,-42.793,-16 -gluon_resnet101_v1b,40.677,59.323,56.123,43.877,44.55,224,0.875,bicubic,-53.093,-42.567,+7 -hrnet_w40,40.670,59.330,56.757,43.243,57.56,224,0.875,bilinear,-53.040,-42.043,+13 -resmlp_24_224,40.643,59.357,56.570,43.430,30.02,224,0.875,bicubic,-52.797,-42.240,+49 -repvgg_b1,40.590,59.410,57.833,42.167,57.42,224,0.875,bilinear,-52.820,-40.957,+54 -halonet50ts,40.577,59.423,55.203,44.797,22.73,256,0.940,bicubic,-54.133,-43.617,-106 -tf_efficientnet_lite3,40.570,59.430,56.480,43.520,8.20,300,0.904,bilinear,-53.550,-42.480,-37 -tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.123,-42.447,-98 -xcit_tiny_12_p8_224,40.527,59.473,55.620,44.380,6.71,224,1.000,bicubic,-53.833,-43.450,-66 -dla169,40.503,59.497,57.260,42.740,53.39,224,0.875,bilinear,-53.297,-41.650,-4 -pit_xs_224,40.490,59.510,56.540,43.460,10.62,224,0.900,bicubic,-52.420,-42.230,+83 -repvgg_b2,40.467,59.533,57.773,42.227,89.02,224,0.875,bilinear,-53.123,-41.297,+25 +tf_efficientnet_cc_b1_8e,42.233,57.767,58.427,41.573,39.72,240,0.882,bicubic,-51.337,-40.263,+78 +legacy_senet154,42.203,57.797,56.590,43.410,115.09,224,0.875,bilinear,-52.527,-42.590,-63 +cait_xxs24_384,42.187,57.813,57.463,42.537,12.03,384,1.000,bicubic,-52.753,-41.667,-86 +xception41p,42.160,57.840,56.900,43.100,26.91,299,0.940,bicubic,-52.900,-42.250,-99 +tf_efficientnet_b2,42.117,57.883,58.193,41.807,9.11,260,0.890,bicubic,-52.093,-40.837,-4 +gluon_resnext50_32x4d,42.040,57.960,57.670,42.330,25.03,224,0.875,bicubic,-51.610,-41.280,+59 +resnext50_32x4d,41.970,58.030,56.747,43.253,25.03,224,0.950,bicubic,-52.600,-41.903,-44 +ecaresnet50d_pruned,41.950,58.050,58.210,41.790,19.94,224,0.875,bicubic,-51.870,-40.790,+34 +efficientnet_b2,41.930,58.070,58.297,41.703,9.11,288,1.000,bicubic,-52.440,-40.753,-26 +xcit_tiny_12_p16_224_dist,41.927,58.073,57.233,42.767,6.72,224,1.000,bicubic,-51.423,-41.507,+93 +hrnet_w64,41.640,58.360,57.123,42.877,128.06,224,0.875,bilinear,-52.200,-41.807,+29 +dla102x2,41.637,58.363,57.970,42.030,41.28,224,0.875,bilinear,-52.363,-41.060,+11 +gluon_senet154,41.623,58.377,56.377,43.623,115.09,224,0.875,bicubic,-53.087,-42.593,-71 +poolformer_s24,41.610,58.390,58.447,41.553,21.39,224,0.900,bicubic,-52.720,-40.613,-25 +inception_v4,41.580,58.420,55.380,44.620,42.68,299,0.875,bicubic,-52.800,-43.690,-33 +haloregnetz_b,41.540,58.460,57.087,42.913,11.68,224,0.940,bicubic,-52.980,-41.883,-47 +efficientnet_em,41.497,58.503,58.870,41.130,6.90,240,0.882,bicubic,-52.243,-40.060,+36 +tf_efficientnet_cc_b0_8e,41.487,58.513,57.377,42.623,24.01,224,0.875,bicubic,-51.383,-41.083,+121 +efficientnet_el,41.487,58.513,58.310,41.690,10.59,300,0.904,bicubic,-53.183,-40.820,-71 +halo2botnet50ts_256,41.467,58.533,56.200,43.800,22.64,256,0.950,bicubic,-53.543,-42.840,-113 +swin_tiny_patch4_window7_224,41.460,58.540,57.303,42.697,28.29,224,0.900,bicubic,-53.160,-41.747,-68 +resnetv2_50,41.390,58.610,56.750,43.250,25.55,224,0.950,bicubic,-52.880,-42.030,-28 +cait_xxs24_224,41.380,58.620,57.523,42.477,11.96,224,1.000,bicubic,-52.110,-41.257,+65 +tv_resnet152,41.337,58.663,57.527,42.473,60.19,224,0.875,bilinear,-51.903,-41.323,+86 +xception71,41.277,58.723,55.880,44.120,42.34,299,0.903,bicubic,-52.613,-43.070,+9 +dpn92,41.270,58.730,56.337,43.663,37.67,224,0.875,bicubic,-52.910,-42.593,-23 +gcresnext50ts,41.267,58.733,57.137,42.863,15.67,256,0.900,bicubic,-53.143,-41.853,-51 +adv_inception_v3,41.267,58.733,56.317,43.683,23.83,299,0.875,bicubic,-51.743,-42.173,+98 +gernet_s,41.257,58.743,58.833,41.167,8.17,224,0.875,bilinear,-51.183,-39.667,+141 +resnetv2_50d_evos,41.133,58.867,56.047,43.953,25.59,288,0.950,bicubic,-53.987,-43.153,-136 +resnetblur50,41.073,58.927,57.080,42.920,25.56,224,0.875,bicubic,-52.637,-41.730,+27 +nf_regnet_b1,41.007,58.993,58.117,41.883,10.22,288,0.900,bicubic,-52.873,-40.623,+3 +gluon_resnet50_v1d,40.967,59.033,57.147,42.853,25.58,224,0.875,bicubic,-52.563,-41.563,+49 +fbnetv3_b,40.940,59.060,58.660,41.340,8.60,256,0.950,bilinear,-52.700,-40.100,+33 +gluon_inception_v3,40.907,59.093,55.617,44.383,23.83,299,0.875,bicubic,-52.633,-43.213,+46 +ese_vovnet39b,40.870,59.130,56.943,43.057,24.57,224,0.875,bicubic,-52.980,-41.957,+2 +levit_192,40.840,59.160,56.693,43.307,10.95,224,0.900,bicubic,-52.870,-42.107,+20 +resnet34d,40.810,59.190,56.533,43.467,21.82,224,0.875,bicubic,-51.830,-41.887,+118 +regnety_320,40.803,59.197,56.110,43.890,145.05,224,0.875,bicubic,-53.717,-43.060,-69 +resnetv2_50d_gn,40.783,59.217,56.207,43.793,25.57,288,0.950,bicubic,-54.317,-42.853,-143 +xception,40.770,59.230,56.383,43.617,22.86,299,0.897,bicubic,-52.870,-42.527,+25 +lamhalobotnet50ts_256,40.747,59.253,56.097,43.903,22.57,256,0.950,bicubic,-54.033,-42.883,-110 +resnet50_gn,40.737,59.263,55.743,44.257,25.56,224,0.940,bicubic,-53.443,-43.177,-39 +skresnext50_32x4d,40.690,59.310,56.023,43.977,27.48,224,0.875,bicubic,-53.260,-42.807,-17 +hrnet_w40,40.680,59.320,56.757,43.243,57.56,224,0.875,bilinear,-53.030,-42.043,+10 +gluon_resnet101_v1b,40.680,59.320,56.127,43.873,44.55,224,0.875,bicubic,-53.080,-42.573,+6 +resmlp_24_224,40.643,59.357,56.570,43.430,30.02,224,0.875,bicubic,-52.797,-42.240,+46 +repvgg_b1,40.590,59.410,57.830,42.170,57.42,224,0.875,bilinear,-52.820,-40.960,+50 +halonet50ts,40.573,59.427,55.203,44.797,22.73,256,0.940,bicubic,-54.137,-43.617,-106 +tf_efficientnet_lite3,40.567,59.433,56.477,43.523,8.20,300,0.904,bilinear,-53.553,-42.463,-40 +xcit_tiny_12_p8_224,40.530,59.470,55.620,44.380,6.71,224,1.000,bicubic,-53.830,-43.450,-66 +tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.123,-42.447,-101 +dla169,40.497,59.503,57.267,42.733,53.39,224,0.875,bilinear,-53.303,-41.643,-6 +pit_xs_224,40.483,59.517,56.533,43.467,10.62,224,0.900,bicubic,-52.427,-42.247,+80 +repvgg_b2,40.467,59.533,57.773,42.227,89.02,224,0.875,bilinear,-53.123,-41.297,+21 regnetx_320,40.450,59.550,55.663,44.337,107.81,224,0.875,bicubic,-53.770,-43.387,-57 -coat_mini,40.427,59.573,55.157,44.843,10.34,224,0.900,bicubic,-54.343,-43.923,-120 -skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.783,+107 -efficientnet_el_pruned,40.390,59.610,56.903,43.097,10.59,300,0.904,bicubic,-53.690,-42.117,-44 -efficientnet_b2_pruned,40.380,59.620,56.537,43.463,8.31,260,0.890,bicubic,-53.420,-42.303,-12 -resnet50,40.373,59.627,54.670,45.330,25.56,224,0.950,bicubic,-53.557,-43.800,-31 -wide_resnet101_2,40.373,59.627,55.783,44.217,126.89,224,0.875,bilinear,-53.347,-43.027,-4 -legacy_seresnext101_32x4d,40.350,59.650,54.827,45.173,48.96,224,0.875,bilinear,-53.770,-44.143,-51 -coat_lite_mini,40.347,59.653,55.707,44.293,11.01,224,0.900,bicubic,-53.113,-43.073,+30 -sebotnet33ts_256,40.340,59.660,53.207,46.793,13.70,256,0.940,bicubic,-53.970,-45.393,-75 -tf_efficientnet_b0_ap,40.340,59.660,56.777,43.223,5.29,224,0.875,bicubic,-52.270,-41.593,+95 -regnetx_160,40.270,59.730,56.060,43.940,54.28,224,0.875,bicubic,-53.620,-43.030,-34 -xception65,40.270,59.730,55.277,44.723,39.92,299,0.903,bicubic,-53.490,-43.583,-14 -densenet201,40.267,59.733,56.700,43.300,20.01,224,0.875,bicubic,-52.423,-41.950,+84 -resnext50d_32x4d,40.163,59.837,55.487,44.513,25.05,224,0.875,bicubic,-53.647,-43.253,-23 -eca_resnet33ts,40.130,59.870,56.997,43.003,19.68,256,0.900,bicubic,-53.730,-41.893,-32 -vit_base_patch16_224_sam,40.103,59.897,55.430,44.570,86.57,224,0.900,bicubic,-53.787,-43.460,-37 -hrnet_w48,40.097,59.903,56.640,43.360,77.47,224,0.875,bilinear,-53.933,-42.400,-53 -legacy_seresnet152,40.050,59.950,55.813,44.187,66.82,224,0.875,bilinear,-53.390,-43.037,+21 -hrnet_w30,40.030,59.970,57.117,42.883,37.71,224,0.875,bilinear,-53.360,-41.713,+29 -regnetz_b16,40.000,60.000,55.630,44.370,9.72,288,0.940,bicubic,-54.680,-43.530,-128 -regnetx_080,39.993,60.007,55.967,44.033,39.57,224,0.875,bicubic,-53.797,-42.933,-27 -tf_efficientnet_b1,39.980,60.020,56.130,43.870,7.79,240,0.882,bicubic,-53.730,-42.680,-17 -gluon_resnet101_v1c,39.950,60.050,55.310,44.690,44.57,224,0.875,bicubic,-53.740,-43.450,-15 -resmlp_12_distilled_224,39.850,60.150,57.447,42.553,15.35,224,0.875,bicubic,-53.020,-41.173,+62 -seresnet33ts,39.827,60.173,56.517,43.483,19.78,256,0.900,bicubic,-54.443,-42.263,-86 -tf_efficientnetv2_b0,39.777,60.223,56.287,43.713,7.14,224,0.875,bicubic,-53.283,-42.413,+40 -res2net50_26w_8s,39.767,60.233,54.907,45.093,48.40,224,0.875,bilinear,-53.653,-43.783,+18 -lambda_resnet50ts,39.733,60.267,54.350,45.650,21.54,256,0.950,bicubic,-54.837,-44.300,-121 -res2net101_26w_4s,39.713,60.287,54.553,45.447,45.21,224,0.875,bilinear,-53.807,-44.047,+3 +coat_mini,40.420,59.580,55.160,44.840,10.34,224,0.900,bicubic,-54.350,-43.790,-124 +skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.783,+104 +efficientnet_el_pruned,40.390,59.610,56.913,43.087,10.59,300,0.904,bicubic,-53.700,-42.107,-45 +efficientnet_b2_pruned,40.380,59.620,56.537,43.463,8.31,260,0.890,bicubic,-53.420,-42.293,-14 +resnet50,40.363,59.637,54.660,45.340,25.56,224,0.950,bicubic,-53.557,-43.810,-31 +wide_resnet101_2,40.363,59.637,55.783,44.217,126.89,224,0.875,bilinear,-53.367,-43.027,-7 +coat_lite_mini,40.357,59.643,55.713,44.287,11.01,224,0.900,bicubic,-53.103,-43.067,+27 +legacy_seresnext101_32x4d,40.350,59.650,54.823,45.177,48.96,224,0.875,bilinear,-53.770,-44.137,-52 +sebotnet33ts_256,40.340,59.660,53.207,46.793,13.70,256,0.940,bicubic,-53.970,-45.943,-74 +tf_efficientnet_b0_ap,40.337,59.663,56.790,43.210,5.29,224,0.875,bicubic,-52.273,-41.580,+92 +densenet201,40.270,59.730,56.710,43.290,20.01,224,0.875,bicubic,-52.420,-41.940,+83 +regnetx_160,40.270,59.730,56.057,43.943,54.28,224,0.875,bicubic,-53.620,-43.033,-36 +resnext50d_32x4d,40.163,59.837,55.487,44.513,25.05,224,0.875,bicubic,-53.647,-43.253,-24 +eca_resnet33ts,40.133,59.867,57.000,43.000,19.68,256,0.900,bicubic,-53.727,-41.890,-33 +hrnet_w48,40.097,59.903,56.633,43.367,77.47,224,0.875,bilinear,-53.933,-42.407,-52 +vit_base_patch16_224_sam,40.097,59.903,55.433,44.567,86.57,224,0.900,bicubic,-53.793,-43.457,-39 +legacy_seresnet152,40.050,59.950,55.817,44.183,66.82,224,0.875,bilinear,-53.390,-43.033,+19 +hrnet_w30,40.030,59.970,57.113,42.887,37.71,224,0.875,bilinear,-53.360,-41.717,+26 +regnetz_b16,40.000,60.000,55.630,44.370,9.72,288,0.940,bicubic,-54.680,-43.530,-129 +regnetx_080,39.993,60.007,55.967,44.033,39.57,224,0.875,bicubic,-53.797,-42.933,-28 +tf_efficientnet_b1,39.980,60.020,56.130,43.870,7.79,240,0.882,bicubic,-53.730,-42.670,-18 +gluon_resnet101_v1c,39.953,60.047,55.317,44.683,44.57,224,0.875,bicubic,-53.737,-43.443,-17 +resmlp_12_distilled_224,39.850,60.150,57.447,42.553,15.35,224,0.875,bicubic,-53.020,-41.173,+60 +seresnet33ts,39.830,60.170,56.517,43.483,19.78,256,0.900,bicubic,-54.440,-42.433,-85 +tf_efficientnetv2_b0,39.780,60.220,56.290,43.710,7.14,224,0.875,bicubic,-53.280,-42.410,+38 +res2net50_26w_8s,39.760,60.240,54.907,45.093,48.40,224,0.875,bilinear,-53.660,-43.783,+15 +lambda_resnet50ts,39.733,60.267,54.350,45.650,21.54,256,0.950,bicubic,-54.837,-44.450,-119 +res2net101_26w_4s,39.710,60.290,54.553,45.447,45.21,224,0.875,bilinear,-53.810,-44.137,-1 regnetx_120,39.690,60.310,55.650,44.350,46.11,224,0.875,bicubic,-54.570,-43.540,-89 -hrnet_w44,39.673,60.327,55.327,44.673,67.06,224,0.875,bilinear,-53.937,-43.623,-11 -vit_small_patch32_224,39.670,60.330,55.253,44.747,22.88,224,0.900,bicubic,-52.490,-43.257,+100 +hrnet_w44,39.673,60.327,55.327,44.673,67.06,224,0.875,bilinear,-53.937,-43.633,-14 +vit_small_patch32_224,39.670,60.330,55.263,44.737,22.88,224,0.900,bicubic,-52.480,-43.247,+99 +densenet161,39.623,60.377,56.133,43.867,28.68,224,0.875,bicubic,-53.267,-42.677,+49 resmlp_big_24_224,39.623,60.377,54.827,45.173,129.14,224,0.875,bicubic,-54.647,-43.993,-97 -densenet161,39.617,60.383,56.140,43.860,28.68,224,0.875,bicubic,-53.273,-42.670,+50 -mixnet_xl,39.610,60.390,55.880,44.120,11.90,224,0.875,bicubic,-54.620,-42.940,-93 -xception41,39.603,60.397,55.033,44.967,26.97,299,0.903,bicubic,-53.877,-43.717,+1 -tf_efficientnetv2_b1,39.570,60.430,55.347,44.653,8.14,240,0.882,bicubic,-54.140,-43.453,-31 -dla102x,39.563,60.437,56.307,43.693,26.31,224,0.875,bilinear,-53.957,-42.543,-7 -gcresnet33ts,39.550,60.450,55.823,44.177,19.88,256,0.900,bicubic,-54.270,-43.087,-50 -xcit_tiny_12_p16_224,39.547,60.453,55.023,44.977,6.72,224,1.000,bicubic,-52.913,-43.607,+75 -sehalonet33ts,39.537,60.463,54.003,45.997,13.69,256,0.940,bicubic,-54.993,-44.757,-128 -rexnet_130,39.487,60.513,56.633,43.367,7.56,224,0.875,bicubic,-54.193,-42.077,-32 -hrnet_w32,39.463,60.537,56.130,43.870,41.23,224,0.875,bilinear,-53.487,-42.710,+35 -levit_128,39.437,60.563,55.363,44.637,9.21,224,0.900,bicubic,-53.603,-43.317,+23 -resnetv2_50x1_bitm,39.430,60.570,57.853,42.147,25.55,448,1.000,bilinear,-55.320,-41.327,-163 -densenetblur121d,39.383,60.617,56.637,43.363,8.00,224,0.875,bicubic,-53.017,-41.773,+74 -regnety_064,39.383,60.617,55.787,44.213,30.58,224,0.875,bicubic,-54.747,-43.243,-93 -regnety_120,39.357,60.643,55.273,44.727,51.82,224,0.875,bicubic,-54.653,-43.757,-81 -tf_efficientnet_el,39.307,60.693,55.377,44.623,10.59,300,0.904,bicubic,-55.053,-43.723,-120 -tv_resnet101,39.290,60.710,55.793,44.207,44.55,224,0.875,bilinear,-53.590,-42.867,+35 -tf_inception_v3,39.240,60.760,54.310,45.690,23.83,299,0.875,bicubic,-53.960,-44.170,+9 -gluon_resnet50_v1s,39.230,60.770,55.013,44.987,25.68,224,0.875,bicubic,-54.360,-43.827,-29 -tf_efficientnetv2_b2,39.170,60.830,54.567,45.433,10.10,260,0.890,bicubic,-54.900,-44.363,-91 -densenet169,39.163,60.837,55.843,44.157,14.15,224,0.875,bicubic,-53.127,-42.747,+71 -legacy_seresnet101,39.027,60.973,55.003,44.997,49.33,224,0.875,bilinear,-54.243,-43.697,-1 -efficientnet_b1_pruned,39.010,60.990,55.640,44.360,6.33,240,0.882,bicubic,-53.960,-42.880,+20 -repvgg_b1g4,38.997,61.003,56.350,43.650,39.97,224,0.875,bilinear,-54.033,-42.360,+12 -crossvit_9_dagger_240,38.970,61.030,54.863,45.137,8.78,240,0.875,bicubic,-53.780,-43.647,+37 -inception_v3,38.960,61.040,53.847,46.153,23.83,299,0.875,bicubic,-53.940,-44.483,+24 -dpn68,38.943,61.057,54.947,45.053,12.61,224,0.875,bicubic,-53.317,-43.663,+67 -resnet33ts,38.927,61.073,55.580,44.420,19.68,256,0.900,bicubic,-54.703,-43.180,-46 -regnety_080,38.920,61.080,55.210,44.790,39.18,224,0.875,bicubic,-54.970,-43.790,-84 -legacy_seresnext50_32x4d,38.893,61.107,54.603,45.397,27.56,224,0.875,bilinear,-54.537,-44.197,-20 -dla102,38.840,61.160,55.320,44.680,33.27,224,0.875,bilinear,-54.420,-43.450,-9 -regnety_040,38.810,61.190,55.560,44.440,20.65,224,0.875,bicubic,-54.800,-43.180,-44 -densenet121,38.787,61.213,56.280,43.720,7.98,224,0.875,bicubic,-53.153,-42.000,+73 -resnet32ts,38.773,61.227,55.813,44.187,17.96,256,0.900,bicubic,-54.797,-42.937,-41 -regnetx_040,38.707,61.293,55.350,44.650,22.12,224,0.875,bicubic,-54.973,-43.590,-59 -res2net50_14w_8s,38.693,61.307,54.073,45.927,25.06,224,0.875,bilinear,-54.337,-44.747,+1 -res2net50_26w_6s,38.690,61.310,53.760,46.240,37.05,224,0.875,bilinear,-54.920,-45.200,-52 +mixnet_xl,39.610,60.390,55.883,44.117,11.90,224,0.875,bicubic,-54.620,-42.937,-92 +xception41,39.603,60.397,55.033,44.967,26.97,299,0.903,bicubic,-53.877,-43.717,-2 +tf_efficientnetv2_b1,39.570,60.430,55.347,44.653,8.14,240,0.882,bicubic,-54.140,-43.473,-32 +dla102x,39.560,60.440,56.310,43.690,26.31,224,0.875,bilinear,-53.960,-42.290,-8 +gcresnet33ts,39.550,60.450,55.820,44.180,19.88,256,0.900,bicubic,-54.270,-43.090,-51 +xcit_tiny_12_p16_224,39.543,60.457,55.023,44.977,6.72,224,1.000,bicubic,-52.917,-43.607,+74 +sehalonet33ts,39.533,60.467,54.003,45.997,13.69,256,0.940,bicubic,-54.987,-44.747,-125 +rexnet_130,39.490,60.510,56.633,43.367,7.56,224,0.875,bicubic,-54.190,-42.077,-35 +hrnet_w32,39.463,60.537,56.133,43.867,41.23,224,0.875,bilinear,-53.487,-42.707,+32 +levit_128,39.433,60.567,55.343,44.657,9.21,224,0.900,bicubic,-53.607,-43.197,+22 +resnetv2_50x1_bitm,39.430,60.570,57.853,42.147,25.55,448,1.000,bilinear,-55.320,-41.327,-164 +densenetblur121d,39.387,60.613,56.640,43.360,8.00,224,0.875,bicubic,-53.013,-41.830,+74 +regnety_120,39.357,60.643,55.273,44.727,51.82,224,0.875,bicubic,-54.653,-43.767,-80 +tf_efficientnet_el,39.307,60.693,55.377,44.623,10.59,300,0.904,bicubic,-55.053,-43.723,-119 +tv_resnet101,39.287,60.713,55.790,44.210,44.55,224,0.875,bilinear,-53.593,-42.870,+34 +tf_inception_v3,39.240,60.760,54.307,45.693,23.83,299,0.875,bicubic,-53.960,-44.173,+7 +gluon_resnet50_v1s,39.237,60.763,55.010,44.990,25.68,224,0.875,bicubic,-54.353,-43.830,-31 +tf_efficientnetv2_b2,39.173,60.827,54.567,45.433,10.10,260,0.890,bicubic,-54.897,-44.363,-90 +densenet169,39.167,60.833,55.840,44.160,14.15,224,0.875,bicubic,-53.113,-42.750,+71 +legacy_seresnet101,39.027,60.973,55.000,45.000,49.33,224,0.875,bilinear,-54.243,-43.740,-5 +efficientnet_b1_pruned,39.010,60.990,55.633,44.367,6.33,240,0.882,bicubic,-53.960,-42.887,+19 +repvgg_b1g4,38.997,61.003,56.353,43.647,39.97,224,0.875,bilinear,-54.033,-42.467,+12 +crossvit_9_dagger_240,38.973,61.027,54.863,45.137,8.78,240,0.875,bicubic,-53.787,-43.647,+36 +inception_v3,38.963,61.037,53.847,46.153,23.83,299,0.875,bicubic,-53.937,-44.483,+23 +dpn68,38.937,61.063,54.947,45.053,12.61,224,0.875,bicubic,-53.323,-43.663,+67 +resnet33ts,38.927,61.073,55.583,44.417,19.68,256,0.900,bicubic,-54.703,-43.177,-47 +legacy_seresnext50_32x4d,38.883,61.117,54.597,45.403,27.56,224,0.875,bilinear,-54.547,-44.203,-20 +dla102,38.843,61.157,55.323,44.677,33.27,224,0.875,bilinear,-54.417,-43.447,-11 +densenet121,38.780,61.220,56.280,43.720,7.98,224,0.875,bicubic,-53.160,-42.120,+76 +resnet32ts,38.770,61.230,55.807,44.193,17.96,256,0.900,bicubic,-54.800,-42.943,-41 +regnetx_040,38.707,61.293,55.350,44.650,22.12,224,0.875,bicubic,-54.963,-43.590,-57 +res2net50_14w_8s,38.693,61.307,54.073,45.927,25.06,224,0.875,bilinear,-54.337,-44.627,+3 regnetx_032,38.690,61.310,55.163,44.837,15.30,224,0.875,bicubic,-54.560,-43.567,-14 -selecsls60,38.617,61.383,55.630,44.370,30.67,224,0.875,bicubic,-54.393,-42.860,0 -dla60x,38.613,61.387,55.383,44.617,17.35,224,0.875,bilinear,-54.577,-43.327,-12 -tf_efficientnet_b0,38.613,61.387,55.957,44.043,5.29,224,0.875,bicubic,-53.787,-42.513,+47 -dla60_res2net,38.597,61.403,54.557,45.443,20.85,224,0.875,bilinear,-54.783,-44.303,-26 -selecsls60b,38.570,61.430,55.307,44.693,32.77,224,0.875,bicubic,-54.930,-43.533,-41 -repvgg_a2,38.560,61.440,55.763,44.237,28.21,224,0.875,bilinear,-54.120,-42.757,+22 -hardcorenas_f,38.507,61.493,55.663,44.337,8.20,224,0.875,bilinear,-54.473,-42.957,-3 -dla60_res2next,38.453,61.547,54.953,45.047,17.03,224,0.875,bilinear,-55.117,-43.837,-54 -resmlp_12_224,38.443,61.557,56.323,43.677,15.35,224,0.875,bicubic,-53.677,-42.247,+53 -regnetx_064,38.427,61.573,54.993,45.007,26.21,224,0.875,bicubic,-55.193,-44.057,-63 -gluon_resnet50_v1b,38.413,61.587,54.810,45.190,25.56,224,0.875,bicubic,-54.147,-43.740,+28 -tf_efficientnet_cc_b0_4e,38.407,61.593,55.150,44.850,13.31,224,0.875,bicubic,-54.433,-43.290,+7 -hrnet_w18,38.267,61.733,55.640,44.360,21.30,224,0.875,bilinear,-54.483,-43.020,+12 -tinynet_a,38.220,61.780,55.180,44.820,6.19,192,0.875,bicubic,-54.570,-43.380,+9 -mixnet_l,38.157,61.843,54.753,45.247,7.33,224,0.875,bicubic,-55.113,-43.987,-33 -hardcorenas_e,38.130,61.870,55.163,44.837,8.07,224,0.875,bilinear,-54.820,-43.407,-10 -efficientnet_b1,38.087,61.913,54.010,45.990,7.79,256,1.000,bicubic,-54.943,-44.690,-17 -coat_lite_tiny,38.063,61.937,53.467,46.533,5.72,224,0.900,bicubic,-54.797,-45.163,-1 -gmixer_24_224,38.057,61.943,52.083,47.917,24.72,224,0.875,bicubic,-54.623,-46.197,+8 -resnetrs50,37.957,62.043,53.310,46.690,35.69,224,0.910,bicubic,-56.063,-45.540,-125 -hardcorenas_c,37.887,62.113,55.720,44.280,5.52,224,0.875,bilinear,-54.443,-42.630,+31 -gluon_resnet50_v1c,37.850,62.150,54.117,45.883,25.58,224,0.875,bicubic,-55.070,-44.573,-14 -res2net50_26w_4s,37.817,62.183,53.080,46.920,25.70,224,0.875,bilinear,-55.363,-45.590,-32 -efficientnet_es,37.777,62.223,54.977,45.023,5.44,224,0.875,bicubic,-55.143,-43.733,-15 -resnest14d,37.773,62.227,56.463,43.537,10.61,224,0.875,bilinear,-53.347,-41.867,+73 -tv_resnext50_32x4d,37.743,62.257,54.100,45.900,25.03,224,0.875,bilinear,-55.167,-44.620,-15 -resnet26t,37.697,62.303,55.257,44.743,16.01,256,0.940,bicubic,-54.973,-43.323,+4 -ecaresnet26t,37.643,62.357,54.350,45.650,16.01,320,0.950,bicubic,-56.307,-44.570,-128 -hardcorenas_d,37.550,62.450,54.727,45.273,7.50,224,0.875,bilinear,-55.050,-43.703,+6 -res2next50,37.487,62.513,52.867,47.133,24.67,224,0.875,bilinear,-55.653,-45.783,-37 -resnet34,37.453,62.547,54.300,45.700,21.80,224,0.875,bilinear,-53.747,-43.940,+62 -pit_ti_distilled_224,37.327,62.673,55.133,44.867,5.10,224,0.900,bicubic,-53.573,-43.087,+73 -lambda_resnet26t,37.293,62.707,53.567,46.433,10.96,256,0.940,bicubic,-56.107,-45.173,-57 -hardcorenas_b,37.230,62.770,55.067,44.933,5.18,224,0.875,bilinear,-54.700,-43.333,+35 -mobilenetv3_large_100_miil,37.213,62.787,53.513,46.487,5.48,224,0.875,bilinear,-55.037,-44.737,+22 -eca_halonext26ts,37.177,62.823,53.117,46.883,10.76,256,0.940,bicubic,-56.383,-45.563,-79 -res2net50_48w_2s,37.123,62.877,53.343,46.657,25.29,224,0.875,bilinear,-55.667,-45.137,-15 -lambda_resnet26rpt_256,37.077,62.923,53.840,46.160,10.99,256,0.940,bicubic,-56.353,-45.040,-67 -dla60,37.073,62.927,54.203,45.797,22.04,224,0.875,bilinear,-55.597,-44.427,-10 -bat_resnext26ts,37.063,62.937,53.747,46.253,10.73,256,0.900,bicubic,-56.037,-44.983,-46 -rexnet_100,37.057,62.943,54.030,45.970,4.80,224,0.875,bicubic,-55.783,-44.590,-23 -regnety_016,37.013,62.987,54.083,45.917,11.20,224,0.875,bicubic,-55.987,-44.597,-39 -tf_mixnet_l,36.977,63.023,52.577,47.423,7.33,224,0.875,bicubic,-56.063,-45.963,-46 -botnet26t_256,36.970,63.030,53.073,46.927,12.49,256,0.950,bicubic,-56.460,-45.587,-74 -legacy_seresnet50,36.873,63.127,53.473,46.527,28.09,224,0.875,bilinear,-55.797,-45.177,-15 -halonet26t,36.843,63.157,52.290,47.710,12.48,256,0.950,bicubic,-56.757,-46.350,-95 -tv_densenet121,36.807,63.193,54.030,45.970,7.98,224,0.875,bicubic,-54.603,-44.220,+39 +res2net50_26w_6s,38.690,61.310,53.760,46.240,37.05,224,0.875,bilinear,-54.910,-44.990,-49 +dla60x,38.617,61.383,55.387,44.613,17.35,224,0.875,bilinear,-54.573,-43.323,-11 +selecsls60,38.613,61.387,55.633,44.367,30.67,224,0.875,bicubic,-54.387,-43.197,+2 +tf_efficientnet_b0,38.607,61.393,55.953,44.047,5.29,224,0.875,bicubic,-53.793,-42.457,+48 +dla60_res2net,38.593,61.407,54.550,45.450,20.85,224,0.875,bilinear,-54.787,-44.310,-26 +selecsls60b,38.563,61.437,55.303,44.697,32.77,224,0.875,bicubic,-54.937,-43.537,-41 +repvgg_a2,38.560,61.440,55.763,44.237,28.21,224,0.875,bilinear,-54.120,-42.757,+23 +hardcorenas_f,38.503,61.497,55.667,44.333,8.20,224,0.875,bilinear,-54.477,-42.953,-2 +dla60_res2next,38.453,61.547,54.957,45.043,17.03,224,0.875,bilinear,-55.117,-43.833,-54 +resmlp_12_224,38.443,61.557,56.323,43.677,15.35,224,0.875,bicubic,-53.677,-42.247,+56 +regnetx_064,38.430,61.570,54.987,45.013,26.21,224,0.875,bicubic,-55.190,-44.063,-62 +gluon_resnet50_v1b,38.410,61.590,54.813,45.187,25.56,224,0.875,bicubic,-54.150,-43.737,+29 +tf_efficientnet_cc_b0_4e,38.410,61.590,55.150,44.850,13.31,224,0.875,bicubic,-54.430,-43.290,+8 +hrnet_w18,38.263,61.737,55.643,44.357,21.30,224,0.875,bilinear,-54.487,-43.017,+13 +tinynet_a,38.223,61.777,55.177,44.823,6.19,192,0.875,bicubic,-54.567,-43.303,+9 +poolformer_s12,38.167,61.833,56.183,43.817,11.92,224,0.900,bicubic,-54.303,-42.167,+30 +mixnet_l,38.153,61.847,54.750,45.250,7.33,224,0.875,bicubic,-55.117,-43.950,-34 +hardcorenas_e,38.133,61.867,55.163,44.837,8.07,224,0.875,bilinear,-54.807,-43.407,-9 +efficientnet_b1,38.087,61.913,54.010,45.990,7.79,256,1.000,bicubic,-54.943,-44.700,-19 +coat_lite_tiny,38.063,61.937,53.460,46.540,5.72,224,0.900,bicubic,-54.797,-45.180,-1 +gmixer_24_224,38.063,61.937,52.077,47.923,24.72,224,0.875,bicubic,-54.617,-46.203,+8 +resnetrs50,37.960,62.040,53.317,46.683,35.69,224,0.910,bicubic,-56.060,-45.533,-124 +hardcorenas_c,37.887,62.113,55.727,44.273,5.52,224,0.875,bilinear,-54.443,-42.613,+32 +gluon_resnet50_v1c,37.853,62.147,54.113,45.887,25.58,224,0.875,bicubic,-55.067,-44.587,-13 +res2net50_26w_4s,37.817,62.183,53.083,46.917,25.70,224,0.875,bilinear,-55.363,-45.587,-33 +efficientnet_es,37.777,62.223,54.977,45.023,5.44,224,0.875,bicubic,-55.143,-43.713,-16 +resnest14d,37.770,62.230,56.463,43.537,10.61,224,0.875,bilinear,-53.360,-41.867,+75 +tv_resnext50_32x4d,37.743,62.257,54.107,45.893,25.03,224,0.875,bilinear,-55.167,-44.613,-15 +resnet26t,37.687,62.313,55.260,44.740,16.01,256,0.940,bicubic,-54.983,-43.320,+4 +ecaresnet26t,37.643,62.357,54.350,45.650,16.01,320,0.950,bicubic,-56.307,-44.570,-126 +hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-55.050,-43.707,+6 +res2next50,37.487,62.513,52.860,47.140,24.67,224,0.875,bilinear,-55.653,-45.790,-37 +resnet34,37.450,62.550,54.303,45.697,21.80,224,0.875,bilinear,-53.750,-43.937,+63 +pit_ti_distilled_224,37.333,62.667,55.137,44.863,5.10,224,0.900,bicubic,-53.567,-43.083,+75 +lambda_resnet26t,37.297,62.703,53.577,46.423,10.96,256,0.940,bicubic,-56.103,-45.153,-58 +hardcorenas_b,37.243,62.757,55.073,44.927,5.18,224,0.875,bilinear,-54.697,-43.207,+35 +mobilenetv3_large_100_miil,37.213,62.787,53.513,46.487,5.48,224,0.875,bilinear,-55.037,-44.737,+23 +eca_halonext26ts,37.177,62.823,53.113,46.887,10.76,256,0.940,bicubic,-56.383,-45.567,-80 +res2net50_48w_2s,37.127,62.873,53.340,46.660,25.29,224,0.875,bilinear,-55.663,-45.220,-14 +dla60,37.073,62.927,54.200,45.800,22.04,224,0.875,bilinear,-55.597,-44.430,-9 +lambda_resnet26rpt_256,37.073,62.927,53.830,46.170,10.99,256,0.940,bicubic,-56.357,-45.050,-68 +bat_resnext26ts,37.063,62.937,53.747,46.253,10.73,256,0.900,bicubic,-56.047,-44.983,-46 +rexnet_100,37.060,62.940,54.033,45.967,4.80,224,0.875,bicubic,-55.780,-44.587,-23 +regnety_016,37.013,62.987,54.083,45.917,11.20,224,0.875,bicubic,-55.987,-44.597,-40 +tf_mixnet_l,36.977,63.023,52.577,47.423,7.33,224,0.875,bicubic,-56.063,-46.103,-47 +botnet26t_256,36.960,63.040,53.073,46.927,12.49,256,0.950,bicubic,-56.470,-45.587,-74 +legacy_seresnet50,36.870,63.130,53.473,46.527,28.09,224,0.875,bilinear,-55.800,-45.177,-15 +halonet26t,36.857,63.143,52.277,47.723,12.48,256,0.950,bicubic,-56.743,-46.363,-97 +tv_densenet121,36.807,63.193,54.033,45.967,7.98,224,0.875,bicubic,-54.603,-44.217,+40 tf_efficientnet_lite2,36.803,63.197,53.323,46.677,6.09,260,0.890,bicubic,-55.777,-45.227,-11 -mobilenetv2_120d,36.783,63.217,54.047,45.953,5.83,224,0.875,bicubic,-55.827,-44.453,-16 -tf_efficientnet_lite1,36.740,63.260,53.587,46.413,5.42,240,0.882,bicubic,-55.570,-44.903,+3 +mobilenetv2_120d,36.773,63.227,54.043,45.957,5.83,224,0.875,bicubic,-55.837,-44.457,-16 +tf_efficientnet_lite1,36.740,63.260,53.587,46.413,5.42,240,0.882,bicubic,-55.570,-44.903,+4 regnetx_016,36.680,63.320,53.307,46.693,9.19,224,0.875,bicubic,-55.860,-45.243,-11 -eca_botnext26ts_256,36.670,63.330,52.477,47.523,10.59,256,0.950,bicubic,-56.690,-46.223,-73 -hardcorenas_a,36.643,63.357,54.910,45.090,5.26,224,0.875,bilinear,-54.977,-43.260,+25 -levit_128s,36.623,63.377,53.137,46.863,7.78,224,0.900,bicubic,-54.877,-45.263,+27 -efficientnet_b0,36.603,63.397,53.487,46.513,5.29,224,0.875,bicubic,-55.877,-45.193,-14 -vit_base_patch32_224_sam,36.547,63.453,53.043,46.957,88.22,224,0.900,bicubic,-53.313,-44.557,+66 -xcit_nano_12_p8_224_dist,36.540,63.460,52.883,47.117,3.05,224,1.000,bicubic,-55.880,-45.647,-10 -tf_efficientnet_em,36.370,63.630,52.843,47.157,6.90,240,0.882,bicubic,-56.810,-45.827,-66 -skresnet18,36.320,63.680,54.193,45.807,11.96,224,0.875,bicubic,-53.850,-43.587,+59 -repvgg_b0,36.277,63.723,54.050,45.950,15.82,224,0.875,bilinear,-55.403,-44.400,+15 -tv_resnet50,36.183,63.817,52.807,47.193,25.56,224,0.875,bilinear,-55.937,-45.613,+2 -xcit_nano_12_p16_384_dist,36.150,63.850,53.253,46.747,3.05,384,1.000,bicubic,-55.960,-45.267,+2 -legacy_seresnet34,36.140,63.860,52.553,47.447,21.96,224,0.875,bilinear,-55.340,-45.647,+19 -coat_tiny,36.123,63.877,51.060,48.940,5.50,224,0.900,bicubic,-57.387,-47.630,-102 -tv_resnet34,36.087,63.913,53.533,46.467,21.80,224,0.875,bilinear,-54.203,-44.447,+51 -deit_tiny_distilled_patch16_224,36.027,63.973,54.230,45.770,5.91,224,0.900,bicubic,-55.083,-44.040,+34 -mobilenetv2_140,36.017,63.983,53.950,46.050,6.11,224,0.875,bicubic,-56.033,-44.300,-1 -tf_efficientnet_lite0,35.927,64.073,53.470,46.530,4.65,224,0.875,bicubic,-55.373,-44.620,+20 -seresnext26ts,35.827,64.173,53.930,46.070,10.39,256,0.900,bicubic,-56.983,-44.670,-48 -selecsls42b,35.817,64.183,52.497,47.503,32.46,224,0.875,bicubic,-56.663,-45.943,-28 -xcit_nano_12_p8_384_dist,35.777,64.223,52.300,47.700,3.05,384,1.000,bicubic,-57.503,-46.550,-90 -gluon_resnet34_v1b,35.767,64.233,52.183,47.817,21.80,224,0.875,bicubic,-55.333,-45.997,+29 -dla34,35.640,64.360,52.783,47.217,15.74,224,0.875,bilinear,-55.590,-45.397,+18 -mixnet_m,35.637,64.363,52.433,47.567,5.01,224,0.875,bicubic,-56.633,-45.917,-19 -efficientnet_lite0,35.633,64.367,53.653,46.347,4.65,224,0.875,bicubic,-55.617,-44.597,+15 -ssl_resnet18,35.590,64.410,53.737,46.263,11.69,224,0.875,bilinear,-55.110,-44.293,+32 -mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-55.993,-44.557,+3 -efficientnet_es_pruned,35.397,64.603,52.843,47.157,5.44,224,0.875,bicubic,-56.313,-45.567,-4 -mobilenetv2_110d,35.287,64.713,52.837,47.163,4.52,224,0.875,bicubic,-56.063,-45.353,+8 -tf_mixnet_m,35.187,64.813,50.983,49.017,5.01,224,0.875,bicubic,-57.013,-47.437,-20 -hrnet_w18_small_v2,35.177,64.823,52.420,47.580,15.60,224,0.875,bilinear,-55.993,-45.920,+13 -resnet18d,35.127,64.873,52.893,47.107,11.71,224,0.875,bicubic,-54.863,-44.937,+38 -xcit_nano_12_p16_224_dist,35.127,64.873,52.550,47.450,3.05,224,1.000,bicubic,-55.043,-45.210,+36 -eca_resnext26ts,35.057,64.943,52.303,47.697,10.30,256,0.900,bicubic,-57.353,-46.317,-36 -resnext26ts,35.043,64.957,53.420,46.580,10.30,256,0.900,bicubic,-57.177,-44.830,-27 -convit_tiny,35.043,64.957,51.773,48.227,5.71,224,0.875,bicubic,-55.507,-46.447,+25 -gcresnext26ts,34.937,65.063,51.667,48.333,10.48,256,0.900,bicubic,-57.533,-46.823,-44 -tinynet_b,34.873,65.127,52.017,47.983,3.73,188,0.875,bicubic,-56.257,-46.053,+9 -ese_vovnet19b_dw,34.823,65.177,52.047,47.953,6.54,224,0.875,bicubic,-57.187,-46.463,-22 -regnety_008,34.807,65.193,51.750,48.250,6.26,224,0.875,bicubic,-57.103,-46.670,-20 -pit_ti_224,34.677,65.323,52.150,47.850,4.85,224,0.900,bicubic,-55.763,-45.860,+23 -crossvit_9_240,34.603,65.397,51.767,48.233,8.55,240,0.875,bicubic,-56.447,-46.543,+11 -mobilenetv3_large_100,34.603,65.397,52.863,47.137,5.48,224,0.875,bicubic,-56.877,-45.457,-10 -seresnext26d_32x4d,34.543,65.457,51.550,48.450,16.81,224,0.875,bicubic,-57.887,-46.990,-48 -seresnext26t_32x4d,34.537,65.463,51.380,48.620,16.81,224,0.875,bicubic,-58.283,-47.180,-75 -mixer_b16_224,34.430,65.570,48.080,51.920,59.88,224,0.875,bicubic,-56.710,-49.320,0 -resnet26d,34.280,65.720,51.693,48.307,16.01,224,0.875,bicubic,-57.970,-46.757,-39 -tf_efficientnet_es,34.260,65.740,51.357,48.643,5.44,224,0.875,bicubic,-57.840,-47.073,-33 -fbnetc_100,34.253,65.747,51.190,48.810,5.57,224,0.875,bilinear,-57.007,-46.640,-10 -regnety_006,34.157,65.843,51.273,48.727,6.06,224,0.875,bicubic,-57.403,-47.157,-21 -tf_mobilenetv3_large_100,33.950,66.050,51.480,48.520,5.48,224,0.875,bilinear,-57.470,-46.780,-16 -semnasnet_075,33.790,66.210,52.420,47.580,2.91,224,0.875,bicubic,-56.410,-45.550,+15 -regnetx_008,33.773,66.227,50.540,49.460,7.26,224,0.875,bicubic,-57.387,-47.840,-8 -mnasnet_100,33.763,66.237,51.177,48.823,4.38,224,0.875,bicubic,-57.437,-46.873,-12 -lcnet_100,33.757,66.243,52.100,47.900,2.95,224,0.875,bicubic,-55.193,-45.280,+28 -vit_tiny_r_s16_p8_384,33.653,66.347,50.687,49.313,6.36,384,1.000,bicubic,-58.077,-47.743,-33 -xcit_nano_12_p8_224,33.577,66.423,50.227,49.773,3.05,224,1.000,bicubic,-57.543,-48.013,-8 -vit_tiny_patch16_384,33.543,66.457,51.073,48.927,5.79,384,1.000,bicubic,-59.887,-47.757,-135 +eca_botnext26ts_256,36.677,63.323,52.470,47.530,10.59,256,0.950,bicubic,-56.693,-46.230,-74 +hardcorenas_a,36.643,63.357,54.907,45.093,5.26,224,0.875,bilinear,-54.977,-43.263,+26 +levit_128s,36.613,63.387,53.127,46.873,7.78,224,0.900,bicubic,-54.887,-45.273,+28 +efficientnet_b0,36.603,63.397,53.487,46.513,5.29,224,0.875,bicubic,-55.877,-44.953,-13 +vit_base_patch32_224_sam,36.547,63.453,53.043,46.957,88.22,224,0.900,bicubic,-53.313,-44.557,+68 +xcit_nano_12_p8_224_dist,36.537,63.463,52.877,47.123,3.05,224,1.000,bicubic,-55.893,-45.643,-9 +tf_efficientnet_em,36.383,63.617,52.837,47.163,6.90,240,0.882,bicubic,-56.787,-45.833,-67 +skresnet18,36.320,63.680,54.193,45.807,11.96,224,0.875,bicubic,-53.850,-43.587,+61 +repvgg_b0,36.280,63.720,54.050,45.950,15.82,224,0.875,bilinear,-55.400,-44.400,+16 +tv_resnet50,36.180,63.820,52.800,47.200,25.56,224,0.875,bilinear,-55.960,-45.620,+2 +xcit_nano_12_p16_384_dist,36.150,63.850,53.253,46.747,3.05,384,1.000,bicubic,-55.960,-45.267,+4 +legacy_seresnet34,36.140,63.860,52.553,47.447,21.96,224,0.875,bilinear,-55.340,-45.647,+20 +coat_tiny,36.120,63.880,51.060,48.940,5.50,224,0.900,bicubic,-57.400,-47.790,-104 +tv_resnet34,36.083,63.917,53.533,46.467,21.80,224,0.875,bilinear,-54.207,-44.447,+53 +deit_tiny_distilled_patch16_224,36.030,63.970,54.237,45.763,5.91,224,0.900,bicubic,-55.080,-44.033,+36 +mobilenetv2_140,36.013,63.987,53.950,46.050,6.11,224,0.875,bicubic,-56.027,-44.300,0 +tf_efficientnet_lite0,35.927,64.073,53.470,46.530,4.65,224,0.875,bicubic,-55.373,-44.620,+21 +seresnext26ts,35.823,64.177,53.930,46.070,10.39,256,0.900,bicubic,-56.997,-44.670,-49 +selecsls42b,35.813,64.187,52.490,47.510,32.46,224,0.875,bicubic,-56.667,-46.190,-29 +xcit_nano_12_p8_384_dist,35.773,64.227,52.293,47.707,3.05,384,1.000,bicubic,-57.487,-46.557,-88 +gluon_resnet34_v1b,35.767,64.233,52.183,47.817,21.80,224,0.875,bicubic,-55.333,-45.997,+31 +dla34,35.640,64.360,52.783,47.217,15.74,224,0.875,bilinear,-55.590,-45.397,+19 +mixnet_m,35.637,64.363,52.433,47.567,5.01,224,0.875,bicubic,-56.633,-45.917,-18 +efficientnet_lite0,35.633,64.367,53.653,46.347,4.65,224,0.875,bicubic,-55.627,-44.177,+16 +ssl_resnet18,35.590,64.410,53.737,46.263,11.69,224,0.875,bilinear,-55.110,-44.293,+34 +mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-55.993,-44.557,+4 +efficientnet_es_pruned,35.380,64.620,52.840,47.160,5.44,224,0.875,bicubic,-56.320,-45.570,-3 +mobilenetv2_110d,35.290,64.710,52.837,47.163,4.52,224,0.875,bicubic,-56.050,-45.343,+9 +tf_mixnet_m,35.187,64.813,50.983,49.017,5.01,224,0.875,bicubic,-57.013,-47.437,-19 +hrnet_w18_small_v2,35.173,64.827,52.430,47.570,15.60,224,0.875,bilinear,-55.997,-45.910,+15 +resnet18d,35.127,64.873,52.890,47.110,11.71,224,0.875,bicubic,-54.863,-44.940,+40 +xcit_nano_12_p16_224_dist,35.123,64.877,52.553,47.447,3.05,224,1.000,bicubic,-55.037,-45.207,+38 +eca_resnext26ts,35.047,64.953,52.307,47.693,10.30,256,0.900,bicubic,-57.363,-46.313,-35 +resnext26ts,35.047,64.953,53.417,46.583,10.30,256,0.900,bicubic,-57.173,-44.833,-25 +convit_tiny,35.043,64.957,51.763,48.237,5.71,224,0.875,bicubic,-55.507,-46.447,+26 +gcresnext26ts,34.933,65.067,51.670,48.330,10.48,256,0.900,bicubic,-57.537,-46.820,-44 +tinynet_b,34.873,65.127,52.017,47.983,3.73,188,0.875,bicubic,-56.257,-46.053,+13 +ese_vovnet19b_dw,34.823,65.177,52.047,47.953,6.54,224,0.875,bicubic,-57.187,-46.463,-21 +regnety_008,34.810,65.190,51.750,48.250,6.26,224,0.875,bicubic,-57.100,-46.670,-19 +pit_ti_224,34.680,65.320,52.160,47.840,4.85,224,0.900,bicubic,-55.750,-45.840,+25 +crossvit_9_240,34.607,65.393,51.757,48.243,8.55,240,0.875,bicubic,-56.443,-46.553,+13 +mobilenetv3_large_100,34.603,65.397,52.863,47.137,5.48,224,0.875,bicubic,-56.877,-45.457,-9 +seresnext26d_32x4d,34.540,65.460,51.550,48.450,16.81,224,0.875,bicubic,-57.890,-46.990,-47 +seresnext26t_32x4d,34.533,65.467,51.377,48.623,16.81,224,0.875,bicubic,-58.277,-47.183,-74 +mixer_b16_224,34.430,65.570,48.077,51.923,59.88,224,0.875,bicubic,-56.710,-50.153,+3 +resnet26d,34.273,65.727,51.693,48.307,16.01,224,0.875,bicubic,-57.977,-46.757,-38 +tf_efficientnet_es,34.263,65.737,51.350,48.650,5.44,224,0.875,bicubic,-57.847,-47.080,-33 +fbnetc_100,34.253,65.747,51.180,48.820,5.57,224,0.875,bilinear,-57.007,-47.070,-9 +regnety_006,34.150,65.850,51.273,48.727,6.06,224,0.875,bicubic,-57.410,-47.157,-20 +tf_mobilenetv3_large_100,33.940,66.060,51.487,48.513,5.48,224,0.875,bilinear,-57.480,-46.773,-15 +semnasnet_075,33.783,66.217,52.423,47.577,2.91,224,0.875,bicubic,-56.427,-45.547,+17 +regnetx_008,33.773,66.227,50.540,49.460,7.26,224,0.875,bicubic,-57.387,-47.840,-6 +mnasnet_100,33.763,66.237,51.177,48.823,4.38,224,0.875,bicubic,-57.437,-46.873,-11 +lcnet_100,33.747,66.253,52.100,47.900,2.95,224,0.875,bicubic,-55.213,-45.280,+29 +vit_tiny_r_s16_p8_384,33.657,66.343,50.687,49.313,6.36,384,1.000,bicubic,-58.073,-47.743,-32 +mobilevit_s,33.643,66.357,49.273,50.727,5.58,256,0.900,bicubic,-59.517,-49.507,-115 +xcit_nano_12_p8_224,33.573,66.427,50.210,49.790,3.05,224,1.000,bicubic,-57.567,-47.190,-10 +vit_tiny_patch16_384,33.543,66.457,51.077,48.923,5.79,384,1.000,bicubic,-59.907,-47.753,-142 semnasnet_100,33.520,66.480,50.777,49.223,3.89,224,0.875,bicubic,-58.140,-47.493,-32 -resnet26,33.507,66.493,50.920,49.080,16.00,224,0.875,bicubic,-57.943,-47.350,-26 +resnet26,33.507,66.493,50.920,49.080,16.00,224,0.875,bicubic,-57.933,-47.340,-26 mixnet_s,33.487,66.513,50.993,49.007,4.13,224,0.875,bicubic,-58.293,-47.307,-39 -spnasnet_100,33.483,66.517,51.267,48.733,4.42,224,0.875,bilinear,-57.117,-46.683,-3 -crossvit_tiny_240,33.360,66.640,49.897,50.103,7.01,240,0.875,bicubic,-57.180,-48.053,-2 -vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-10 -ghostnet_100,33.207,66.793,51.157,48.843,5.18,224,0.875,bilinear,-57.233,-46.673,-2 -regnetx_006,33.147,66.853,50.253,49.747,6.20,224,0.875,bicubic,-57.623,-47.847,-10 -resnet18,33.067,66.933,51.180,48.820,11.69,224,0.875,bilinear,-55.083,-45.940,+21 -xcit_nano_12_p16_224,32.957,67.043,49.993,50.007,3.05,224,1.000,bicubic,-56.013,-47.397,+14 -legacy_seresnext26_32x4d,32.760,67.240,49.253,50.747,16.79,224,0.875,bicubic,-59.820,-49.157,-83 -hrnet_w18_small,32.663,67.337,50.593,49.407,13.19,224,0.875,bilinear,-57.217,-47.307,+1 -deit_tiny_patch16_224,32.657,67.343,50.267,49.733,5.72,224,0.900,bicubic,-56.963,-47.693,+4 -legacy_seresnet18,32.593,67.407,50.323,49.677,11.78,224,0.875,bicubic,-56.667,-47.357,+7 -mobilenetv2_100,32.517,67.483,50.800,49.200,3.50,224,0.875,bicubic,-57.313,-47.030,0 -regnetx_004,32.513,67.487,49.337,50.663,5.16,224,0.875,bicubic,-56.957,-48.433,+2 -gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+9 -regnety_004,32.323,67.677,49.447,50.553,4.34,224,0.875,bicubic,-58.447,-48.633,-19 +spnasnet_100,33.483,66.517,51.267,48.733,4.42,224,0.875,bilinear,-57.127,-46.683,-2 +crossvit_tiny_240,33.363,66.637,49.893,50.107,7.01,240,0.875,bicubic,-57.177,-48.047,-1 +vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-9 +ghostnet_100,33.203,66.797,51.157,48.843,5.18,224,0.875,bilinear,-57.237,-46.673,-1 +regnetx_006,33.147,66.853,50.253,49.747,6.20,224,0.875,bicubic,-57.623,-47.847,-9 +resnet18,33.070,66.930,51.180,48.820,11.69,224,0.875,bilinear,-55.080,-45.940,+22 +xcit_nano_12_p16_224,32.967,67.033,49.993,50.007,3.05,224,1.000,bicubic,-55.983,-47.397,+16 +legacy_seresnext26_32x4d,32.757,67.243,49.260,50.740,16.79,224,0.875,bicubic,-59.823,-49.150,-84 +hrnet_w18_small,32.670,67.330,50.597,49.403,13.19,224,0.875,bilinear,-57.210,-47.293,+2 +deit_tiny_patch16_224,32.657,67.343,50.277,49.723,5.72,224,0.900,bicubic,-56.963,-47.683,+5 +legacy_seresnet18,32.593,67.407,50.323,49.677,11.78,224,0.875,bicubic,-56.667,-47.357,+8 +regnetx_004,32.520,67.480,49.330,50.670,5.16,224,0.875,bicubic,-56.950,-48.440,+4 +mobilenetv2_100,32.517,67.483,50.793,49.207,3.50,224,0.875,bicubic,-57.313,-47.037,0 +gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+10 +regnety_004,32.323,67.677,49.447,50.553,4.34,224,0.875,bicubic,-58.447,-48.633,-18 tf_mixnet_s,32.183,67.817,48.493,51.507,4.13,224,0.875,bicubic,-59.497,-49.747,-51 -vit_tiny_patch16_224,32.023,67.977,49.017,50.983,5.72,224,0.900,bicubic,-59.887,-49.323,-57 -tf_mobilenetv3_large_075,31.867,68.133,49.120,50.880,3.99,224,0.875,bilinear,-58.453,-48.750,-14 -tf_mobilenetv3_large_minimal_100,31.597,68.403,49.340,50.660,3.92,224,0.875,bilinear,-57.573,-47.980,+1 -vit_tiny_r_s16_p8_224,30.803,69.197,47.647,52.353,6.34,224,0.900,bicubic,-58.547,-50.053,-3 -tinynet_c,30.510,69.490,48.480,51.520,2.46,184,0.875,bicubic,-57.910,-48.780,+3 -lcnet_075,30.370,69.630,48.763,51.237,2.36,224,0.875,bicubic,-56.570,-47.767,+11 -vgg16_bn,30.357,69.643,47.257,52.743,138.37,224,0.875,bilinear,-60.183,-50.733,-22 -mnasnet_small,29.997,70.003,48.650,51.350,2.03,224,0.875,bicubic,-54.923,-47.280,+14 -regnety_002,29.690,70.310,46.813,53.187,3.16,224,0.875,bicubic,-58.500,-50.607,+1 -vgg13_bn,28.893,71.107,46.737,53.263,133.05,224,0.875,bilinear,-60.307,-50.783,-7 -regnetx_002,28.860,71.140,45.420,54.580,2.68,224,0.875,bicubic,-58.520,-51.570,+2 -mobilenetv2_050,28.680,71.320,46.597,53.403,1.97,224,0.875,bicubic,-56.310,-49.023,+9 -vgg19,28.577,71.423,45.167,54.833,143.67,224,0.875,bilinear,-61.103,-52.383,-16 +vit_tiny_patch16_224,32.020,67.980,49.013,50.987,5.72,224,0.900,bicubic,-59.890,-49.327,-57 +tf_mobilenetv3_large_075,31.863,68.137,49.110,50.890,3.99,224,0.875,bilinear,-58.457,-48.760,-13 +tf_mobilenetv3_large_minimal_100,31.597,68.403,49.340,50.660,3.92,224,0.875,bilinear,-57.573,-47.980,+2 +vit_tiny_r_s16_p8_224,30.807,69.193,47.650,52.350,6.34,224,0.900,bicubic,-58.533,-50.050,-2 +tinynet_c,30.510,69.490,48.483,51.517,2.46,184,0.875,bicubic,-57.910,-48.777,+4 +lcnet_075,30.370,69.630,48.763,51.237,2.36,224,0.875,bicubic,-56.570,-47.767,+13 +vgg16_bn,30.357,69.643,47.257,52.743,138.37,224,0.875,bilinear,-60.183,-50.733,-21 +regnety_002,29.683,70.317,46.800,53.200,3.16,224,0.875,bicubic,-58.507,-50.620,+3 +mobilevit_xs,29.587,70.413,46.000,54.000,2.32,256,0.900,bicubic,-61.593,-52.220,-42 +mobilenetv3_small_100,29.047,70.953,47.183,52.817,2.54,224,0.875,bicubic,-57.123,-49.277,+10 +mnasnet_small,28.950,71.050,47.267,52.733,2.03,224,0.875,bicubic,-56.560,-48.713,+11 +vgg13_bn,28.893,71.107,46.737,53.263,133.05,224,0.875,bilinear,-60.307,-50.783,-8 +regnetx_002,28.863,71.137,45.420,54.580,2.68,224,0.875,bicubic,-58.517,-51.570,+2 +mobilenetv2_050,28.680,71.320,46.597,53.403,1.97,224,0.875,bicubic,-56.310,-49.023,+11 +vgg19,28.577,71.423,45.167,54.833,143.67,224,0.875,bilinear,-61.103,-52.383,-17 dla60x_c,28.447,71.553,46.193,53.807,1.32,224,0.875,bilinear,-58.663,-50.947,+1 -vgg11_bn,28.423,71.577,46.443,53.557,132.87,224,0.875,bilinear,-59.967,-50.827,-6 -tinynet_d,27.967,72.033,45.853,54.147,2.34,152,0.875,bicubic,-57.463,-50.167,+4 -vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-17 -tf_mobilenetv3_small_100,27.290,72.710,44.427,55.573,2.54,224,0.875,bilinear,-58.680,-51.983,0 -mixer_l16_224,26.850,73.150,37.917,62.083,208.20,224,0.875,bicubic,-60.120,-56.123,-3 +vgg11_bn,28.423,71.577,46.443,53.557,132.87,224,0.875,bilinear,-59.967,-50.827,-7 +tinynet_d,27.967,72.033,45.853,54.147,2.34,152,0.875,bicubic,-57.463,-50.167,+6 +vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-18 +tf_mobilenetv3_small_100,27.297,72.703,44.420,55.580,2.54,224,0.875,bilinear,-58.673,-51.990,+1 +mixer_l16_224,26.847,73.153,37.927,62.073,208.20,224,0.875,bicubic,-60.123,-56.113,-3 vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-6 -vgg13,26.270,73.730,43.373,56.627,133.05,224,0.875,bilinear,-61.300,-53.747,-9 +mobilenetv3_small_075,26.530,73.470,43.887,56.113,2.04,224,0.875,bicubic,-57.590,-51.613,+5 +mobilevit_xxs,26.347,73.653,43.030,56.970,1.27,256,0.900,bicubic,-61.603,-54.150,-11 +vgg13,26.270,73.730,43.373,56.627,133.05,224,0.875,bilinear,-61.300,-53.747,-11 lcnet_050,26.220,73.780,44.573,55.427,1.88,224,0.875,bicubic,-56.780,-50.447,+3 dla46x_c,26.217,73.783,43.780,56.220,1.07,224,0.875,bilinear,-59.263,-52.660,-4 -tf_mobilenetv3_small_075,26.203,73.797,43.643,56.357,2.04,224,0.875,bilinear,-58.327,-52.247,0 -dla46_c,25.500,74.500,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-2 -tf_mobilenetv3_small_minimal_100,25.107,74.893,42.927,57.073,2.04,224,0.875,bilinear,-57.573,-52.083,0 -tinynet_e,23.363,76.637,41.087,58.913,2.04,106,0.875,bicubic,-56.437,-52.893,0 +tf_mobilenetv3_small_075,26.203,73.797,43.640,56.360,2.04,224,0.875,bilinear,-58.327,-52.250,-1 +dla46_c,25.500,74.500,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-3 +tf_mobilenetv3_small_minimal_100,25.090,74.910,42.930,57.070,2.04,224,0.875,bilinear,-57.590,-52.080,0 +tinynet_e,23.363,76.637,41.090,58.910,2.04,106,0.875,bicubic,-56.437,-52.890,0 +mobilenetv3_small_050,21.743,78.257,38.757,61.243,1.59,224,0.875,bicubic,-56.357,-54.253,0 diff --git a/results/results-imagenet-real.csv b/results/results-imagenet-real.csv index 56959e80..4c273da0 100644 --- a/results/results-imagenet-real.csv +++ b/results/results-imagenet-real.csv @@ -1,553 +1,591 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -beit_large_patch16_512,90.691,9.309,98.751,1.249,305.67,512,1.000,bicubic,+2.089,+0.095,0 +beit_large_patch16_512,90.689,9.311,98.751,1.249,305.67,512,1.000,bicubic,+2.089,+0.095,0 beit_large_patch16_384,90.610,9.390,98.766,1.234,305.00,384,1.000,bicubic,+2.206,+0.158,0 -tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.215,+0.131,0 -tf_efficientnet_l2_ns_475,90.540,9.460,98.710,1.290,480.31,475,0.936,bicubic,+2.308,+0.164,0 -convnext_xlarge_384_in22ft1k,90.452,9.548,98.672,1.328,350.20,384,1.000,bicubic,+2.908,+0.182,0 -beit_base_patch16_384,90.371,9.629,98.725,1.275,86.74,384,1.000,bicubic,+3.573,+0.589,+6 -convnext_large_384_in22ft1k,90.256,9.744,98.663,1.337,197.77,384,1.000,bicubic,+2.858,+0.297,0 -vit_large_patch16_384,90.198,9.802,98.661,1.339,304.72,384,1.000,bicubic,+3.118,+0.359,+1 -cait_m48_448,90.187,9.813,98.484,1.516,356.46,448,1.000,bicubic,+3.703,+0.732,+6 -beit_large_patch16_224,90.153,9.847,98.723,1.277,304.43,224,0.900,bicubic,+2.675,+0.417,-4 -convnext_base_384_in22ft1k,90.142,9.858,98.728,1.272,88.59,384,1.000,bicubic,+3.576,+0.530,+3 -tf_efficientnet_b7_ns,90.104,9.896,98.614,1.386,66.35,600,0.949,bicubic,+3.264,+0.520,-1 -cait_m36_384,90.044,9.956,98.493,1.507,271.22,384,1.000,bicubic,+3.992,+0.763,+11 -dm_nfnet_f6,90.044,9.956,98.546,1.454,438.36,576,0.956,bicubic,+3.900,+0.816,+8 -swin_large_patch4_window12_384,90.027,9.973,98.663,1.337,196.74,384,1.000,bicubic,+2.879,+0.423,-7 +volo_d5_512,90.608,9.392,98.698,1.302,296.09,512,1.150,bicubic,+3.566,+0.730,+7 +volo_d5_448,90.582,9.418,98.685,1.315,295.91,448,1.150,bicubic,+3.630,+0.745,+8 +tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.215,+0.131,-2 +tf_efficientnet_l2_ns_475,90.540,9.460,98.710,1.290,480.31,475,0.936,bicubic,+2.308,+0.164,-2 +volo_d4_448,90.507,9.492,98.591,1.409,193.41,448,1.150,bicubic,+3.717,+0.709,+8 +convnext_xlarge_384_in22ft1k,90.452,9.548,98.672,1.328,350.20,384,1.000,bicubic,+2.906,+0.186,-3 +beit_base_patch16_384,90.373,9.627,98.725,1.275,86.74,384,1.000,bicubic,+3.575,+0.589,+5 +convnext_large_384_in22ft1k,90.258,9.742,98.663,1.337,197.77,384,1.000,bicubic,+2.862,+0.295,-3 +vit_large_patch16_384,90.200,9.800,98.661,1.339,304.72,384,1.000,bicubic,+3.120,+0.361,-2 +cait_m48_448,90.192,9.809,98.484,1.516,356.46,448,1.000,bicubic,+3.706,+0.732,+7 +volo_d3_448,90.168,9.832,98.550,1.450,86.63,448,1.000,bicubic,+3.672,+0.840,+5 +beit_large_patch16_224,90.151,9.849,98.723,1.277,304.43,224,0.900,bicubic,+2.677,+0.419,-8 +convnext_base_384_in22ft1k,90.151,9.849,98.728,1.272,88.59,384,1.000,bicubic,+3.607,+0.538,+2 +tf_efficientnet_b7_ns,90.100,9.900,98.614,1.386,66.35,600,0.949,bicubic,+3.262,+0.518,-3 +cait_m36_384,90.046,9.954,98.493,1.507,271.22,384,1.000,bicubic,+3.994,+0.763,+12 +dm_nfnet_f6,90.044,9.956,98.546,1.454,438.36,576,0.956,bicubic,+3.902,+0.816,+8 +swin_large_patch4_window12_384,90.027,9.973,98.663,1.337,196.74,384,1.000,bicubic,+2.877,+0.423,-11 tf_efficientnetv2_l_in21ft1k,90.008,9.992,98.619,1.381,118.52,480,1.000,bicubic,+3.704,+0.641,+4 swin_base_patch4_window12_384,89.995,10.005,98.695,1.304,87.90,384,1.000,bicubic,+3.563,+0.639,0 -vit_base_patch16_384,89.984,10.016,98.680,1.319,86.86,384,1.000,bicubic,+3.978,+0.678,+7 -convnext_xlarge_in22ft1k,89.937,10.063,98.570,1.431,350.20,224,0.875,bicubic,+2.929,+0.362,-9 -xcit_large_24_p8_384_dist,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.886,+0.700,+6 -cait_s36_384,89.844,10.156,98.424,1.576,68.37,384,1.000,bicubic,+4.382,+0.944,+17 -xcit_medium_24_p8_384_dist,89.814,10.186,98.362,1.638,84.32,384,1.000,bicubic,+4.000,+0.770,+7 -convnext_large_in22ft1k,89.807,10.193,98.499,1.501,197.77,224,0.875,bicubic,+3.181,+0.467,-10 -swin_large_patch4_window7_224,89.796,10.204,98.642,1.358,196.53,224,0.900,bicubic,+3.478,+0.750,-5 -vit_large_r50_s32_384,89.794,10.206,98.516,1.484,329.09,384,1.000,bicubic,+3.612,+0.598,-4 -tf_efficientnetv2_m_in21ft1k,89.779,10.221,98.501,1.499,54.14,480,1.000,bicubic,+4.187,+0.755,+8 -tf_efficientnet_b6_ns,89.777,10.223,98.512,1.488,43.04,528,0.942,bicubic,+3.327,+0.630,-11 -xcit_small_24_p8_384_dist,89.739,10.261,98.422,1.578,47.63,384,1.000,bicubic,+4.187,+0.850,+7 -xcit_large_24_p16_384_dist,89.662,10.338,98.401,1.599,189.10,384,1.000,bicubic,+3.906,+0.863,+3 -tf_efficientnet_b5_ns,89.653,10.347,98.480,1.520,30.39,456,0.934,bicubic,+3.563,+0.730,-7 -convnext_base_in22ft1k,89.624,10.376,98.529,1.471,88.59,224,0.875,bicubic,+3.828,+0.663,-1 -tf_efficientnetv2_xl_in21ft1k,89.587,10.413,98.174,1.825,208.12,512,1.000,bicubic,+3.169,+0.308,-14 -tf_efficientnet_b8_ap,89.581,10.419,98.303,1.697,87.41,672,0.954,bicubic,+4.211,+1.011,+10 -dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.781,-1 -xcit_small_12_p8_384_dist,89.517,10.483,98.303,1.697,26.21,384,1.000,bicubic,+4.435,+1.023,+15 -xcit_large_24_p8_224_dist,89.517,10.483,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.814,+7 -cait_s24_384,89.504,10.496,98.365,1.635,47.06,384,1.000,bicubic,+4.456,+1.017,+17 -dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.961,+0.937,-2 -xcit_medium_24_p16_384_dist,89.476,10.524,98.296,1.704,84.40,384,1.000,bicubic,+4.056,+0.890,+2 -dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.650,+0.838,-12 -deit_base_distilled_patch16_384,89.429,10.571,98.439,1.561,87.63,384,1.000,bicubic,+4.007,+1.107,-1 -tf_efficientnet_b7_ap,89.429,10.571,98.345,1.655,66.35,600,0.949,bicubic,+4.309,+1.093,+6 -vit_base_patch8_224,89.425,10.575,98.486,1.514,86.58,224,0.900,bicubic,+3.633,+0.694,-12 -beit_base_patch16_224,89.408,10.592,98.525,1.475,86.53,224,0.900,bicubic,+4.180,+0.869,+2 -regnetz_e8,89.380,10.620,98.459,1.542,57.70,320,1.000,bicubic,+4.350,+1.195,+11 -tf_efficientnetv2_l,89.370,10.630,98.273,1.727,118.52,480,1.000,bicubic,+3.880,+0.901,-9 -tf_efficientnet_b8,89.352,10.648,98.303,1.697,87.41,672,0.954,bicubic,+3.986,+0.911,-3 -tf_efficientnet_b6_ap,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+17 -vit_large_patch16_224,89.316,10.684,98.394,1.606,304.33,224,0.900,bicubic,+3.472,+0.570,-22 +vit_base_patch16_384,89.984,10.016,98.680,1.319,86.86,384,1.000,bicubic,+3.974,+0.678,+9 +convnext_xlarge_in22ft1k,89.933,10.067,98.570,1.431,350.20,224,0.875,bicubic,+2.931,+0.358,-12 +xcit_large_24_p8_384_dist,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.888,+0.700,+8 +volo_d5_224,89.882,10.118,98.493,1.507,295.46,224,0.960,bicubic,+3.810,+0.915,+3 +cait_s36_384,89.846,10.154,98.427,1.573,68.37,384,1.000,bicubic,+4.384,+0.947,+19 +xcit_medium_24_p8_384_dist,89.814,10.186,98.362,1.638,84.32,384,1.000,bicubic,+4.000,+0.770,+10 +volo_d4_224,89.811,10.188,98.424,1.576,192.96,224,0.960,bicubic,+3.938,+0.956,+4 +convnext_large_in22ft1k,89.811,10.188,98.495,1.505,197.77,224,0.875,bicubic,+3.175,+0.467,-12 +vit_large_r50_s32_384,89.796,10.204,98.516,1.484,329.09,384,1.000,bicubic,+3.614,+0.596,-5 +swin_large_patch4_window7_224,89.792,10.208,98.640,1.360,196.53,224,0.900,bicubic,+3.478,+0.748,-8 +volo_d2_384,89.788,10.212,98.403,1.597,58.87,384,1.000,bicubic,+3.748,+0.831,-2 +tf_efficientnetv2_m_in21ft1k,89.779,10.221,98.501,1.499,54.14,480,1.000,bicubic,+4.189,+0.757,+8 +tf_efficientnet_b6_ns,89.777,10.223,98.512,1.488,43.04,528,0.942,bicubic,+3.323,+0.630,-14 +xcit_small_24_p8_384_dist,89.739,10.261,98.422,1.578,47.63,384,1.000,bicubic,+4.183,+0.850,+7 +volo_d1_384,89.694,10.306,98.294,1.706,26.78,384,1.000,bicubic,+4.446,+1.080,+18 +xcit_large_24_p16_384_dist,89.662,10.338,98.401,1.599,189.10,384,1.000,bicubic,+3.908,+0.863,+2 +tf_efficientnet_b5_ns,89.653,10.347,98.480,1.520,30.39,456,0.934,bicubic,+3.563,+0.730,-11 +convnext_base_in22ft1k,89.628,10.372,98.537,1.462,88.59,224,0.875,bicubic,+3.804,+0.671,-4 +tf_efficientnetv2_xl_in21ft1k,89.587,10.413,98.174,1.825,208.12,512,1.000,bicubic,+3.169,+0.308,-18 +tf_efficientnet_b8_ap,89.581,10.419,98.303,1.697,87.41,672,0.954,bicubic,+4.209,+1.011,+10 +dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.781,-2 +volo_d3_224,89.557,10.443,98.375,1.625,86.33,224,0.960,bicubic,+4.145,+1.095,+6 +xcit_large_24_p8_224_dist,89.517,10.483,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.814,+6 +xcit_small_12_p8_384_dist,89.515,10.485,98.303,1.697,26.21,384,1.000,bicubic,+4.435,+1.023,+16 +cait_s24_384,89.502,10.498,98.360,1.640,47.06,384,1.000,bicubic,+4.456,+1.014,+18 +dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.963,+0.937,-4 +xcit_medium_24_p16_384_dist,89.474,10.526,98.296,1.704,84.40,384,1.000,bicubic,+4.052,+0.964,-1 +dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.838,-13 +deit_base_distilled_patch16_384,89.429,10.571,98.441,1.559,87.63,384,1.000,bicubic,+4.007,+1.035,-2 +tf_efficientnet_b7_ap,89.429,10.571,98.345,1.655,66.35,600,0.949,bicubic,+4.309,+1.093,+7 +vit_base_patch8_224,89.427,10.573,98.486,1.514,86.58,224,0.900,bicubic,+3.633,+0.692,-14 +beit_base_patch16_224,89.410,10.590,98.525,1.475,86.53,224,0.900,bicubic,+4.182,+0.867,+2 +regnetz_e8,89.380,10.620,98.459,1.542,57.70,320,1.000,bicubic,+4.350,+1.195,+12 +tf_efficientnetv2_l,89.367,10.633,98.273,1.727,118.52,480,1.000,bicubic,+3.877,+0.901,-11 +tf_efficientnet_b8,89.355,10.645,98.303,1.697,87.41,672,0.954,bicubic,+3.987,+0.913,-4 +tf_efficientnet_b6_ap,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.556,+1.143,+18 +volo_d2_224,89.327,10.673,98.207,1.794,58.68,224,0.960,bicubic,+4.133,+1.019,-2 +vit_large_patch16_224,89.312,10.688,98.394,1.606,304.33,224,0.900,bicubic,+3.474,+0.574,-25 tf_efficientnet_b4_ns,89.303,10.697,98.347,1.653,19.34,380,0.922,bicubic,+4.141,+0.877,-3 -xcit_small_24_p16_384_dist,89.299,10.701,98.328,1.672,47.67,384,1.000,bicubic,+4.205,+1.018,-1 -xcit_medium_24_p8_224_dist,89.286,10.714,98.189,1.810,84.32,224,1.000,bicubic,+4.218,+0.911,0 -tf_efficientnetv2_m,89.284,10.716,98.236,1.764,54.14,480,1.000,bicubic,+4.248,+0.958,+2 -xcit_small_24_p8_224_dist,89.201,10.799,98.243,1.757,47.63,224,1.000,bicubic,+4.327,+1.055,+9 -xcit_small_12_p16_384_dist,89.199,10.801,98.219,1.781,26.25,384,1.000,bicubic,+4.493,+1.101,+12 -swin_base_patch4_window7_224,89.145,10.855,98.422,1.578,87.77,224,0.900,bicubic,+3.895,+0.862,-11 -cait_xs24_384,89.143,10.857,98.292,1.708,26.67,384,1.000,bicubic,+5.081,+1.404,+34 +xcit_small_24_p16_384_dist,89.299,10.701,98.330,1.670,47.67,384,1.000,bicubic,+4.205,+1.020,-1 +xcit_medium_24_p8_224_dist,89.293,10.707,98.192,1.808,84.32,224,1.000,bicubic,+4.221,+0.912,0 +tf_efficientnetv2_m,89.284,10.716,98.236,1.764,54.14,480,1.000,bicubic,+4.246,+0.958,+2 +xcit_small_24_p8_224_dist,89.203,10.797,98.245,1.755,47.63,224,1.000,bicubic,+4.327,+1.057,+9 +xcit_small_12_p16_384_dist,89.199,10.801,98.219,1.781,26.25,384,1.000,bicubic,+4.489,+1.101,+12 +swin_base_patch4_window7_224,89.145,10.855,98.424,1.576,87.77,224,0.900,bicubic,+3.897,+0.862,-13 +cait_xs24_384,89.141,10.859,98.292,1.708,26.67,384,1.000,bicubic,+5.079,+1.402,+38 eca_nfnet_l2,89.141,10.859,98.315,1.685,56.72,384,1.000,bicubic,+4.445,+1.051,+10 -ig_resnext101_32x48d,89.118,10.882,98.132,1.868,828.41,224,0.875,bilinear,+3.682,+0.556,-20 -ig_resnext101_32x32d,89.107,10.893,98.185,1.815,468.53,224,0.875,bilinear,+4.005,+0.751,-11 -tf_efficientnet_b7,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.149,+0.979,-1 +ig_resnext101_32x48d,89.118,10.882,98.132,1.868,828.41,224,0.875,bilinear,+3.682,+0.556,-23 +ig_resnext101_32x32d,89.109,10.891,98.185,1.815,468.53,224,0.875,bilinear,+4.009,+0.751,-11 +tf_efficientnet_b7,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.147,+0.981,-1 ecaresnet269d,89.066,10.934,98.232,1.768,102.09,352,1.000,bicubic,+4.090,+1.006,-4 -xcit_large_24_p16_224_dist,89.039,10.961,98.061,1.939,189.10,224,1.000,bicubic,+4.121,+0.929,-2 -resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.617,+1.095,+12 -dm_nfnet_f2,89.007,10.993,98.189,1.810,193.78,352,0.920,bicubic,+3.943,+0.950,-12 -xcit_small_12_p8_224_dist,89.004,10.996,98.081,1.919,26.21,224,1.000,bicubic,+4.772,+1.209,+19 -efficientnetv2_rw_m,88.985,11.015,98.213,1.787,53.24,416,1.000,bicubic,+4.175,+1.067,-3 -tf_efficientnet_b5_ap,88.940,11.060,98.164,1.836,30.39,456,0.934,bicubic,+4.684,+1.186,+16 -dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.301,+1.017,0 +xcit_large_24_p16_224_dist,89.041,10.959,98.064,1.937,189.10,224,1.000,bicubic,+4.119,+0.931,-2 +resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.617,+1.095,+14 +dm_nfnet_f2,89.007,10.993,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.950,-12 +xcit_small_12_p8_224_dist,89.002,10.998,98.078,1.922,26.21,224,1.000,bicubic,+4.766,+1.204,+21 +efficientnetv2_rw_m,88.990,11.011,98.213,1.787,53.24,416,1.000,bicubic,+4.178,+1.067,-3 +regnetz_040h,88.953,11.047,98.202,1.798,28.94,320,1.000,bicubic,+4.457,+1.196,+5 +tf_efficientnet_b5_ap,88.942,11.057,98.164,1.836,30.39,456,0.934,bicubic,+4.686,+1.188,+17 +dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.301,+1.015,-1 +volo_d1_224,88.908,11.092,98.034,1.966,26.63,224,0.960,bicubic,+4.746,+1.258,+21 tf_efficientnetv2_s_in21ft1k,88.902,11.098,98.279,1.721,21.46,384,1.000,bicubic,+4.604,+1.025,+9 -regnetz_d8,88.857,11.143,98.189,1.810,23.37,320,1.000,bicubic,+4.805,+1.195,+21 -vit_base_patch16_224,88.857,11.143,98.228,1.772,86.57,224,0.900,bicubic,+4.331,+0.930,-2 -resnetrs420,88.842,11.158,98.034,1.966,191.89,416,1.000,bicubic,+3.832,+0.910,-16 -resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.400,+1.164,0 -ig_resnext101_32x16d,88.825,11.175,98.049,1.951,194.03,224,0.875,bilinear,+4.653,+0.851,+12 -vit_small_r26_s32_384,88.817,11.184,98.341,1.659,36.47,384,1.000,bicubic,+4.770,+1.011,+18 -vit_base_r50_s16_384,88.808,11.192,98.232,1.768,98.95,384,1.000,bicubic,+3.836,+0.942,-18 -xcit_medium_24_p16_224_dist,88.804,11.196,98.038,1.962,84.40,224,1.000,bicubic,+4.524,+1.098,+4 -seresnet152d,88.797,11.203,98.174,1.825,66.84,320,1.000,bicubic,+4.439,+1.132,-1 -xcit_tiny_24_p8_384_dist,88.780,11.220,98.162,1.838,12.11,384,1.000,bicubic,+5.032,+1.452,+29 +vit_base_patch16_224,88.864,11.136,98.230,1.770,86.57,224,0.900,bicubic,+4.335,+0.936,-3 +regnetz_d8,88.857,11.143,98.189,1.810,23.37,320,1.000,bicubic,+4.805,+1.195,+23 +resnetrs420,88.842,11.158,98.034,1.966,191.89,416,1.000,bicubic,+3.832,+0.910,-18 +regnetz_d8_evos,88.840,11.160,98.132,1.868,23.46,320,0.950,bicubic,+4.786,+1.136,+20 +resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.398,+1.166,-1 +ig_resnext101_32x16d,88.825,11.175,98.049,1.951,194.03,224,0.875,bilinear,+4.655,+0.851,+13 +vit_small_r26_s32_384,88.819,11.181,98.339,1.661,36.47,384,1.000,bicubic,+4.777,+1.011,+20 +vit_base_r50_s16_384,88.806,11.194,98.232,1.768,98.95,384,1.000,bicubic,+3.836,+0.942,-21 +xcit_medium_24_p16_224_dist,88.799,11.200,98.038,1.962,84.40,224,1.000,bicubic,+4.525,+1.098,+3 +seresnet152d,88.793,11.207,98.172,1.828,66.84,320,1.000,bicubic,+4.433,+1.132,-2 swsl_resnext101_32x8d,88.778,11.222,98.149,1.851,88.79,224,0.875,bilinear,+4.488,+0.969,0 -tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.653,+1.178,+7 -resnetrs350,88.759,11.241,98.031,1.968,163.96,384,1.000,bicubic,+4.039,+1.043,-17 -vit_base_patch16_224_miil,88.740,11.260,98.029,1.971,86.54,224,0.875,bilinear,+4.470,+1.227,-1 -resnetv2_152x2_bitm,88.731,11.269,98.307,1.693,236.34,448,1.000,bilinear,+4.223,+0.873,-13 -regnety_160,88.701,11.299,98.068,1.932,83.59,288,1.000,bicubic,+5.015,+1.292,+26 -pit_b_distilled_224,88.674,11.326,98.091,1.909,74.79,224,0.900,bicubic,+4.532,+1.235,+1 -vit_small_patch16_384,88.652,11.348,98.232,1.768,22.20,384,1.000,bicubic,+4.846,+1.132,+19 -regnetz_d32,88.652,11.348,98.083,1.917,27.58,320,0.950,bicubic,+4.630,+1.217,+7 -eca_nfnet_l1,88.624,11.376,98.132,1.868,41.41,320,1.000,bicubic,+4.612,+1.104,+7 -resnetrs200,88.609,11.391,98.038,1.962,93.21,320,1.000,bicubic,+4.543,+1.164,-1 -convnext_large,88.573,11.427,97.852,2.148,197.77,224,0.875,bicubic,+4.277,+0.958,-12 -resnetv2_152x4_bitm,88.554,11.446,98.194,1.806,936.53,480,1.000,bilinear,+3.638,+0.752,-31 -resnet200d,88.545,11.455,97.959,2.041,64.69,320,1.000,bicubic,+4.583,+1.135,+4 -xcit_small_24_p16_224_dist,88.533,11.467,97.999,2.001,47.67,224,1.000,bicubic,+4.671,+1.275,+5 -resnest269e,88.524,11.476,98.027,1.973,110.93,416,0.928,bicubic,+4.008,+1.041,-25 -crossvit_18_dagger_408,88.473,11.527,97.893,2.107,44.61,408,1.000,bicubic,+4.281,+1.075,-11 -efficientnetv2_rw_s,88.473,11.527,97.972,2.028,23.94,384,1.000,bicubic,+4.663,+1.250,+9 -resnetv2_101x3_bitm,88.464,11.536,98.157,1.843,387.93,448,1.000,bilinear,+4.022,+0.775,-26 -cait_s24_224,88.456,11.544,97.957,2.043,46.92,224,1.000,bicubic,+4.998,+1.393,+17 -resnetv2_50x3_bitm,88.447,11.553,98.198,1.802,217.32,448,1.000,bilinear,+4.433,+1.074,-5 -resmlp_big_24_distilled_224,88.443,11.557,97.940,2.060,129.14,224,0.875,bicubic,+4.855,+1.292,+13 -resnest200e,88.432,11.568,98.044,1.956,70.20,320,0.909,bicubic,+4.602,+1.150,+1 -tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.121,-11 -vit_large_r50_s32_224,88.421,11.579,98.087,1.913,328.99,224,0.900,bicubic,+3.991,+0.921,-30 -tf_efficientnetv2_s,88.398,11.602,97.927,2.073,21.46,384,1.000,bicubic,+4.512,+1.231,-7 -efficientnet_b4,88.366,11.634,97.961,2.039,19.34,384,1.000,bicubic,+4.942,+1.365,+11 -resnet152d,88.353,11.647,97.935,2.065,60.21,320,1.000,bicubic,+4.679,+1.197,+6 -tf_efficientnet_b4_ap,88.349,11.651,97.893,2.107,19.34,380,0.922,bicubic,+5.097,+1.499,+16 -convnext_base,88.328,11.672,97.792,2.208,88.59,224,0.875,bicubic,+4.512,+1.024,-5 -tf_efficientnet_b5,88.321,11.679,97.914,2.086,30.39,456,0.934,bicubic,+4.509,+1.166,-5 -crossvit_15_dagger_408,88.308,11.692,97.874,2.127,28.50,408,1.000,bicubic,+4.476,+1.090,-9 -resnetrs152,88.251,11.749,97.737,2.263,86.62,320,1.000,bicubic,+4.539,+1.123,-2 -xcit_small_12_p16_224_dist,88.251,11.749,97.846,2.154,26.25,224,1.000,bicubic,+4.903,+1.010,+8 -deit_base_distilled_patch16_224,88.214,11.786,97.918,2.082,87.34,224,0.900,bicubic,+4.824,+1.432,+4 -xcit_tiny_24_p16_384_dist,88.159,11.841,97.946,2.054,12.12,384,1.000,bicubic,+5.589,+1.662,+36 -xcit_large_24_p8_224,88.157,11.843,97.389,2.611,188.93,224,1.000,bicubic,+3.765,+0.731,-40 -ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.457,+1.224,+28 -resnetv2_152x2_bit_teacher_384,88.153,11.848,98.051,1.949,236.34,384,1.000,bicubic,+4.309,+0.933,-18 -cait_xxs36_384,88.138,11.862,97.910,2.090,17.37,384,1.000,bicubic,+5.946,+1.764,+54 -dm_nfnet_f0,88.127,11.873,97.854,2.146,71.49,256,0.900,bicubic,+4.741,+1.280,-1 -xcit_tiny_12_p8_384_dist,88.101,11.899,97.918,2.082,6.71,384,1.000,bicubic,+5.709,+1.696,+38 -swsl_resnext101_32x4d,88.099,11.901,97.970,2.030,44.18,224,0.875,bilinear,+4.863,+1.206,+3 -convnext_small,88.048,11.952,97.779,2.220,50.22,224,0.875,bicubic,+4.922,+1.355,+6 -xcit_tiny_24_p8_224_dist,88.039,11.961,97.814,2.186,12.11,224,1.000,bicubic,+5.477,+1.646,+28 -eca_nfnet_l0,87.973,12.027,97.874,2.127,24.14,288,1.000,bicubic,+5.395,+1.382,+25 -nfnet_l0,87.971,12.029,97.869,2.131,35.07,288,1.000,bicubic,+5.219,+1.351,+16 -xcit_small_24_p8_224,87.969,12.031,97.581,2.419,47.63,224,1.000,bicubic,+4.127,+0.945,-26 -tf_efficientnet_b4,87.963,12.037,97.739,2.261,19.34,380,0.922,bicubic,+4.939,+1.439,+6 -resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.462,+6 -regnety_032,87.933,12.067,97.891,2.109,19.44,288,1.000,bicubic,+5.207,+1.467,+13 -vit_base_patch32_384,87.907,12.093,98.010,1.990,88.30,384,1.000,bicubic,+4.559,+1.596,-9 -twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-20 -twins_pcpvt_large,87.879,12.121,97.859,2.142,60.99,224,0.900,bicubic,+4.743,+1.257,-6 -regnetz_c16,87.858,12.142,97.818,2.182,13.46,320,0.940,bicubic,+5.340,+1.458,+21 -deit_base_patch16_384,87.841,12.159,97.510,2.490,86.86,384,1.000,bicubic,+4.735,+1.140,-4 -xcit_small_12_p8_224,87.828,12.172,97.566,2.434,26.21,224,1.000,bicubic,+4.484,+1.086,-13 -tresnet_xl_448,87.796,12.204,97.457,2.543,78.44,448,0.875,bilinear,+4.742,+1.285,-4 -resnetv2_50x1_bit_distilled,87.792,12.208,97.903,2.097,25.55,224,0.875,bicubic,+4.964,+1.377,+1 -tresnet_m,87.738,12.262,97.521,2.479,31.39,224,0.875,bilinear,+4.666,+1.403,-7 -twins_pcpvt_base,87.732,12.268,97.726,2.274,43.83,224,0.900,bicubic,+5.028,+1.378,+4 -gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.511,+15 -resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.349,+1.421,+22 -swin_small_patch4_window7_224,87.668,12.332,97.566,2.434,49.61,224,0.900,bicubic,+4.454,+1.242,-17 -efficientnetv2_rw_t,87.644,12.356,97.688,2.312,13.65,288,1.000,bicubic,+5.300,+1.492,+19 -pnasnet5large,87.642,12.358,97.487,2.513,86.06,331,0.911,bicubic,+4.854,+1.447,-4 -twins_svt_base,87.642,12.358,97.523,2.477,56.07,224,0.900,bicubic,+4.506,+1.103,-18 -swsl_resnext101_32x16d,87.608,12.392,97.818,2.182,194.03,224,0.875,bilinear,+4.252,+0.976,-28 -jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.054,+1.151,-32 -xcit_medium_24_p8_224,87.604,12.396,97.197,2.803,84.32,224,1.000,bicubic,+3.868,+0.803,-40 -swsl_resnext50_32x4d,87.595,12.405,97.654,2.346,25.03,224,0.875,bilinear,+5.421,+1.422,+24 -levit_384,87.557,12.443,97.549,2.451,39.13,224,0.900,bicubic,+4.969,+1.527,-3 -tf_efficientnet_b2_ns,87.555,12.445,97.628,2.372,9.11,260,0.890,bicubic,+5.175,+1.380,+8 -ecaresnet50t,87.542,12.458,97.643,2.357,25.57,320,0.950,bicubic,+5.194,+1.505,+9 -jx_nest_small,87.495,12.505,97.519,2.481,38.35,224,0.875,bicubic,+4.375,+1.191,-24 +xcit_tiny_24_p8_384_dist,88.776,11.224,98.162,1.838,12.11,384,1.000,bicubic,+5.034,+1.452,+33 +resnetrs200,88.763,11.237,98.113,1.887,93.21,320,1.000,bicubic,+4.325,+1.033,-10 +tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.651,+1.175,+8 +resnetrs350,88.757,11.243,98.031,1.968,163.96,384,1.000,bicubic,+4.039,+1.043,-21 +vit_base_patch16_224_miil,88.742,11.258,98.029,1.971,86.54,224,0.875,bilinear,+4.470,+1.227,-3 +regnetz_040,88.731,11.269,98.091,1.909,27.12,320,1.000,bicubic,+4.497,+1.159,-1 +resnetv2_152x2_bitm,88.729,11.271,98.309,1.691,236.34,448,1.000,bilinear,+4.223,+0.875,-18 +regnety_160,88.699,11.301,98.068,1.932,83.59,288,1.000,bicubic,+5.009,+1.292,+31 +pit_b_distilled_224,88.674,11.326,98.089,1.911,74.79,224,0.900,bicubic,+4.534,+1.233,+1 +vit_small_patch16_384,88.656,11.344,98.232,1.768,22.20,384,1.000,bicubic,+4.852,+1.130,+22 +regnetz_d32,88.652,11.348,98.083,1.917,27.58,320,0.950,bicubic,+4.630,+1.217,+6 +regnety_080,88.635,11.365,97.970,2.030,39.18,288,1.000,bicubic,+4.709,+1.082,+10 +eca_nfnet_l1,88.624,11.376,98.132,1.868,41.41,320,1.000,bicubic,+4.612,+1.104,+6 +convnext_large,88.573,11.427,97.854,2.146,197.77,224,0.875,bicubic,+4.281,+0.960,-15 +resnetv2_152x4_bitm,88.554,11.446,98.194,1.806,936.53,480,1.000,bilinear,+3.638,+0.752,-36 +resnet200d,88.543,11.457,97.959,2.041,64.69,320,1.000,bicubic,+4.579,+1.135,+4 +xcit_small_24_p16_224_dist,88.541,11.459,97.999,2.001,47.67,224,1.000,bicubic,+4.673,+1.275,+7 +resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.002,+1.041,-30 +seresnext101_32x8d,88.505,11.495,97.888,2.112,93.57,288,1.000,bicubic,+4.301,+1.012,-13 +efficientnetv2_rw_s,88.473,11.527,97.972,2.028,23.94,384,1.000,bicubic,+4.663,+1.250,+11 +crossvit_18_dagger_408,88.471,11.529,97.893,2.107,44.61,408,1.000,bicubic,+4.277,+1.075,-14 +resnetv2_101x3_bitm,88.464,11.536,98.157,1.843,387.93,448,1.000,bilinear,+4.022,+0.775,-31 +cait_s24_224,88.451,11.549,97.957,2.043,46.92,224,1.000,bicubic,+4.993,+1.393,+21 +resnetv2_50x3_bitm,88.447,11.553,98.198,1.802,217.32,448,1.000,bilinear,+4.433,+1.074,-6 +resmlp_big_24_distilled_224,88.443,11.557,97.940,2.060,129.14,224,0.875,bicubic,+4.855,+1.292,+17 +regnetv_064,88.434,11.566,98.066,1.934,30.58,288,1.000,bicubic,+4.720,+1.452,+12 +resnest200e,88.432,11.568,98.042,1.958,70.20,320,0.909,bicubic,+4.604,+1.150,+2 +tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.121,-13 +vit_large_r50_s32_224,88.417,11.583,98.087,1.913,328.99,224,0.900,bicubic,+3.993,+0.921,-35 +tf_efficientnetv2_s,88.396,11.604,97.927,2.073,21.46,384,1.000,bicubic,+4.510,+1.231,-7 +regnetz_c16_evos,88.379,11.621,98.042,1.958,13.49,320,0.950,bicubic,+5.747,+1.566,+49 +efficientnet_b4,88.368,11.632,97.959,2.041,19.34,384,1.000,bicubic,+4.944,+1.363,+13 +resnet152d,88.355,11.645,97.938,2.062,60.21,320,1.000,bicubic,+4.677,+1.200,+8 +tf_efficientnet_b4_ap,88.349,11.651,97.891,2.109,19.34,380,0.922,bicubic,+5.097,+1.497,+18 +convnext_base,88.345,11.655,97.784,2.216,88.59,224,0.875,bicubic,+4.507,+1.034,-9 +tf_efficientnet_b5,88.321,11.679,97.914,2.086,30.39,456,0.934,bicubic,+4.509,+1.166,-6 +regnety_064,88.319,11.681,97.865,2.135,30.58,288,1.000,bicubic,+4.599,+1.143,-1 +crossvit_15_dagger_408,88.311,11.690,97.874,2.127,28.50,408,1.000,bicubic,+4.475,+1.090,-10 +resnetrs152,88.253,11.747,97.735,2.265,86.62,320,1.000,bicubic,+4.539,+0.989,-2 +xcit_small_12_p16_224_dist,88.251,11.749,97.848,2.152,26.25,224,1.000,bicubic,+4.901,+1.434,+9 +regnetv_040,88.219,11.781,97.974,2.026,20.64,288,1.000,bicubic,+5.019,+1.312,+14 +deit_base_distilled_patch16_224,88.214,11.786,97.918,2.082,87.34,224,0.900,bicubic,+4.822,+1.432,+4 +xception65p,88.185,11.815,97.790,2.210,39.82,299,0.940,bicubic,+5.059,+1.312,+18 +xcit_large_24_p8_224,88.159,11.841,97.387,2.613,188.93,224,1.000,bicubic,+3.765,+0.731,-48 +xcit_tiny_24_p16_384_dist,88.159,11.841,97.946,2.054,12.12,384,1.000,bicubic,+5.587,+1.658,+40 +resnetv2_152x2_bit_teacher_384,88.155,11.845,98.051,1.949,236.34,384,1.000,bicubic,+4.311,+0.933,-22 +ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.455,+1.226,+32 +cait_xxs36_384,88.142,11.858,97.906,2.095,17.37,384,1.000,bicubic,+5.948,+1.761,+61 +dm_nfnet_f0,88.125,11.875,97.854,2.146,71.49,256,0.900,bicubic,+4.739,+1.280,-2 +xcit_tiny_12_p8_384_dist,88.106,11.894,97.920,2.080,6.71,384,1.000,bicubic,+5.712,+1.700,+44 +swsl_resnext101_32x4d,88.095,11.905,97.972,2.028,44.18,224,0.875,bilinear,+4.859,+1.208,+2 +xception65,88.073,11.927,97.752,2.248,39.92,299,0.940,bicubic,+4.893,+1.160,+4 +convnext_small,88.052,11.948,97.788,2.212,50.22,224,0.875,bicubic,+4.902,+1.356,+4 +swin_s3_base_224,88.050,11.950,97.656,2.344,71.13,224,0.900,bicubic,+4.118,+0.996,-33 +xcit_tiny_24_p8_224_dist,88.044,11.956,97.812,2.188,12.11,224,1.000,bicubic,+5.480,+1.642,+31 +eca_nfnet_l0,87.975,12.025,97.874,2.127,24.14,288,1.000,bicubic,+5.399,+1.384,+28 +nfnet_l0,87.971,12.029,97.867,2.133,35.07,288,1.000,bicubic,+5.219,+1.349,+18 +xcit_small_24_p8_224,87.967,12.033,97.581,2.419,47.63,224,1.000,bicubic,+4.129,+0.945,-31 +tf_efficientnet_b4,87.965,12.035,97.739,2.261,19.34,380,0.922,bicubic,+4.941,+1.439,+8 +resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.460,+8 +regnety_032,87.933,12.067,97.891,2.109,19.44,288,1.000,bicubic,+5.207,+1.467,+15 +regnety_040,87.915,12.085,97.884,2.116,20.65,288,1.000,bicubic,+4.879,+1.378,+4 +vit_base_patch32_384,87.909,12.091,98.010,1.990,88.30,384,1.000,bicubic,+4.561,+1.176,-13 +twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-24 +twins_pcpvt_large,87.877,12.123,97.859,2.142,60.99,224,0.900,bicubic,+4.743,+1.255,-5 +regnetz_c16,87.858,12.142,97.818,2.182,13.46,320,0.940,bicubic,+5.342,+1.458,+23 +swin_s3_small_224,87.856,12.144,97.434,2.566,49.74,224,0.900,bicubic,+4.088,+0.982,-34 +deit_base_patch16_384,87.841,12.159,97.508,2.492,86.86,384,1.000,bicubic,+4.735,+1.140,-5 +xcit_small_12_p8_224,87.826,12.174,97.566,2.434,26.21,224,1.000,bicubic,+4.482,+1.086,-18 +tresnet_xl_448,87.796,12.204,97.457,2.543,78.44,448,0.875,bilinear,+4.742,+1.285,-5 +resnetv2_50x1_bit_distilled,87.792,12.208,97.903,2.097,25.55,224,0.875,bicubic,+4.970,+1.375,+1 +tresnet_m,87.738,12.262,97.521,2.479,31.39,224,0.875,bilinear,+4.668,+1.401,-8 +twins_pcpvt_base,87.734,12.266,97.730,2.270,43.83,224,0.900,bicubic,+5.026,+1.380,+4 +gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.511,+16 +resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.347,+1.421,+24 +swin_small_patch4_window7_224,87.668,12.332,97.566,2.434,49.61,224,0.900,bicubic,+4.452,+1.242,-22 +efficientnetv2_rw_t,87.644,12.356,97.688,2.312,13.65,288,1.000,bicubic,+5.300,+1.492,+21 +twins_svt_base,87.642,12.358,97.523,2.477,56.07,224,0.900,bicubic,+4.504,+1.103,-19 +pnasnet5large,87.640,12.360,97.487,2.513,86.06,331,0.911,bicubic,+4.850,+1.447,-5 +jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.052,+1.153,-37 +swsl_resnext101_32x16d,87.608,12.392,97.816,2.184,194.03,224,0.875,bilinear,+4.258,+0.972,-33 +xcit_medium_24_p8_224,87.604,12.396,97.201,2.799,84.32,224,1.000,bicubic,+3.868,+0.807,-47 +swsl_resnext50_32x4d,87.595,12.405,97.654,2.346,25.03,224,0.875,bilinear,+5.419,+1.422,+27 +levit_384,87.557,12.443,97.549,2.451,39.13,224,0.900,bicubic,+4.969,+1.527,-2 +tf_efficientnet_b2_ns,87.555,12.445,97.628,2.372,9.11,260,0.890,bicubic,+5.175,+1.380,+10 +ecaresnet50t,87.542,12.458,97.645,2.355,25.57,320,0.950,bicubic,+5.194,+1.507,+11 +jx_nest_small,87.493,12.507,97.519,2.481,38.35,224,0.875,bicubic,+4.375,+1.189,-25 resnetv2_152x2_bit_teacher,87.493,12.507,97.814,2.186,236.34,224,0.875,bicubic,+4.621,+1.244,-17 -resnet152,87.457,12.543,97.402,2.598,60.19,224,0.950,bicubic,+4.633,+1.268,-16 -fbnetv3_g,87.452,12.548,97.549,2.451,16.62,288,0.950,bilinear,+5.406,+1.485,+23 -resnet61q,87.439,12.561,97.600,2.400,36.85,288,1.000,bicubic,+4.913,+1.466,-5 -efficientnet_b3,87.435,12.565,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+12 -cait_xxs24_384,87.412,12.588,97.619,2.381,12.03,384,1.000,bicubic,+6.448,+1.973,+74 -resnet51q,87.401,12.599,97.585,2.415,35.70,288,1.000,bilinear,+5.039,+1.405,0 -coat_lite_small,87.380,12.620,97.368,2.632,19.84,224,0.900,bicubic,+5.070,+1.520,+4 -xcit_tiny_24_p8_224,87.377,12.623,97.628,2.372,12.11,224,1.000,bicubic,+5.486,+1.650,+24 -tresnet_l_448,87.375,12.625,97.487,2.513,55.99,448,0.875,bilinear,+5.105,+1.509,+6 +resnet152,87.454,12.546,97.402,2.598,60.19,224,0.950,bicubic,+4.634,+1.272,-16 +fbnetv3_g,87.452,12.548,97.549,2.451,16.62,288,0.950,bilinear,+5.406,+1.485,+28 +resnext101_64x4d,87.439,12.561,97.442,2.558,83.46,288,1.000,bicubic,+4.299,+1.072,-34 +resnet61q,87.439,12.561,97.600,2.400,36.85,288,1.000,bicubic,+4.913,+1.466,-4 +efficientnet_b3,87.433,12.567,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+13 +cait_xxs24_384,87.414,12.586,97.617,2.383,12.03,384,1.000,bicubic,+6.448,+1.971,+81 +resnet51q,87.401,12.599,97.585,2.415,35.70,288,1.000,bilinear,+5.039,+1.405,+1 +coat_lite_small,87.380,12.620,97.370,2.630,19.84,224,0.900,bicubic,+5.076,+1.522,+6 +xcit_tiny_24_p8_224,87.377,12.623,97.626,2.374,12.11,224,1.000,bicubic,+5.486,+1.650,+30 +tresnet_l_448,87.375,12.625,97.487,2.513,55.99,448,0.875,bilinear,+5.107,+1.505,+7 nasnetalarge,87.350,12.650,97.417,2.583,88.75,331,0.911,bicubic,+4.724,+1.371,-18 -crossvit_18_dagger_240,87.346,12.655,97.455,2.545,44.27,240,0.875,bicubic,+4.826,+1.383,-12 -convnext_tiny,87.339,12.661,97.436,2.564,28.59,224,0.875,bicubic,+5.275,+1.602,+10 -crossvit_18_240,87.318,12.682,97.483,2.517,43.27,240,0.875,bicubic,+4.918,+1.429,-10 -resnetv2_101,87.316,12.684,97.323,2.677,44.54,224,0.950,bicubic,+5.274,+1.461,+12 -ecaresnet101d,87.288,12.712,97.558,2.442,44.57,224,0.875,bicubic,+5.116,+1.510,+5 -resnest101e,87.284,12.716,97.560,2.440,48.28,256,0.875,bilinear,+4.396,+1.240,-34 -pit_s_distilled_224,87.273,12.727,97.500,2.500,24.04,224,0.900,bicubic,+5.277,+1.704,+10 -resnetrs101,87.249,12.751,97.455,2.545,63.62,288,0.940,bicubic,+4.961,+1.447,-4 -mixer_b16_224_miil,87.230,12.770,97.410,2.590,59.88,224,0.875,bilinear,+4.926,+1.694,-7 -tresnet_xl,87.228,12.772,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,+4 -xcit_tiny_12_p8_224_dist,87.222,12.778,97.444,2.556,6.71,224,1.000,bicubic,+6.014,+1.842,+41 -convit_base,87.207,12.793,97.286,2.714,86.54,224,0.875,bicubic,+4.913,+1.352,-9 -xcit_tiny_12_p16_384_dist,87.200,12.800,97.466,2.534,6.72,384,1.000,bicubic,+6.256,+2.056,+57 -tf_efficientnet_b3_ap,87.194,12.806,97.380,2.620,12.23,300,0.904,bicubic,+5.368,+1.756,+11 -visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.079,+1.447,-4 -crossvit_15_dagger_240,87.170,12.830,97.438,2.562,28.21,240,0.875,bicubic,+4.844,+1.480,-16 -xcit_small_24_p16_224,87.132,12.868,97.263,2.737,47.67,224,1.000,bicubic,+4.550,+1.259,-33 -resnet101,87.081,12.919,97.263,2.737,44.55,224,0.950,bicubic,+5.149,+1.497,+3 -convit_small,87.053,12.947,97.348,2.652,27.78,224,0.875,bicubic,+5.629,+1.606,+21 -crossvit_15_240,87.051,12.949,97.423,2.577,27.53,240,0.875,bicubic,+5.507,+1.735,+13 -tf_efficientnetv2_b3,87.027,12.973,97.303,2.697,14.36,300,0.904,bicubic,+5.059,+1.523,-1 -jx_nest_tiny,87.012,12.988,97.378,2.622,17.06,224,0.875,bicubic,+5.590,+1.762,+19 -regnetz_b16,87.012,12.988,97.427,2.573,9.72,288,0.940,bicubic,+6.296,+1.949,+58 -xcit_small_12_p16_224,87.012,12.988,97.246,2.754,26.25,224,1.000,bicubic,+5.036,+1.428,-5 -deit_small_distilled_patch16_224,86.995,13.005,97.316,2.684,22.44,224,0.900,bicubic,+5.791,+1.938,+28 -resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.835,+1.788,+29 -xcit_large_24_p16_224,86.955,13.045,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.041,-56 -xcit_medium_24_p16_224,86.938,13.062,97.101,2.899,84.40,224,1.000,bicubic,+4.300,+1.125,-47 -tnt_s_patch16_224,86.903,13.097,97.365,2.635,23.76,224,0.900,bicubic,+5.387,+1.619,+6 -vit_small_patch16_224,86.867,13.133,97.613,2.387,22.05,224,0.900,bicubic,+5.471,+1.479,+12 -ssl_resnext101_32x16d,86.865,13.135,97.519,2.481,194.03,224,0.875,bilinear,+5.011,+1.425,-7 -vit_small_r26_s32_224,86.859,13.141,97.530,2.470,36.43,224,0.900,bicubic,+5.003,+1.510,-9 -convmixer_1536_20,86.850,13.150,97.348,2.652,51.63,224,0.960,bicubic,+5.484,+1.734,+12 -rexnet_200,86.844,13.156,97.276,2.724,16.37,224,0.875,bicubic,+5.216,+1.608,-4 +crossvit_18_dagger_240,87.346,12.655,97.455,2.545,44.27,240,0.875,bicubic,+4.826,+1.385,-12 +resnetv2_101,87.318,12.682,97.325,2.675,44.54,224,0.950,bicubic,+5.276,+1.461,+18 +crossvit_18_240,87.313,12.687,97.485,2.515,43.27,240,0.875,bicubic,+4.915,+1.427,-10 +convnext_tiny,87.313,12.687,97.447,2.554,28.59,224,0.875,bicubic,+5.249,+1.594,+13 +ecaresnet101d,87.290,12.710,97.555,2.445,44.57,224,0.875,bicubic,+5.118,+1.509,+7 +resnest101e,87.286,12.714,97.560,2.440,48.28,256,0.875,bilinear,+4.396,+1.242,-35 +pit_s_distilled_224,87.273,12.727,97.500,2.500,24.04,224,0.900,bicubic,+5.279,+1.702,+15 +resnetv2_50d_gn,87.262,12.738,97.513,2.487,25.57,288,0.950,bicubic,+5.444,+1.591,+24 +resnetrs101,87.249,12.751,97.455,2.545,63.62,288,0.940,bicubic,+4.961,+1.445,-5 +poolformer_m48,87.239,12.761,97.308,2.692,73.47,224,0.950,bicubic,+4.777,+1.350,-18 +tresnet_xl,87.228,12.772,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,+6 +mixer_b16_224_miil,87.228,12.772,97.410,2.590,59.88,224,0.875,bilinear,+4.920,+1.692,-9 +xcit_tiny_12_p8_224_dist,87.222,12.778,97.447,2.554,6.71,224,1.000,bicubic,+6.014,+1.847,+48 +xcit_tiny_12_p16_384_dist,87.205,12.795,97.466,2.534,6.72,384,1.000,bicubic,+6.261,+2.054,+64 +convit_base,87.200,12.800,97.288,2.712,86.54,224,0.875,bicubic,+4.914,+1.350,-10 +resnetv2_50d_evos,87.196,12.804,97.359,2.641,25.59,288,0.950,bicubic,+5.216,+1.449,+7 +tf_efficientnet_b3_ap,87.192,12.808,97.380,2.620,12.23,300,0.904,bicubic,+5.366,+1.758,+14 +visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.079,+1.447,-3 +crossvit_15_dagger_240,87.172,12.828,97.438,2.562,28.21,240,0.875,bicubic,+4.843,+1.480,-18 +xcit_small_24_p16_224,87.132,12.868,97.261,2.739,47.67,224,1.000,bicubic,+4.552,+1.255,-37 +swin_s3_tiny_224,87.132,12.868,97.303,2.697,28.33,224,0.900,bicubic,+5.006,+1.353,-7 +resnet101,87.083,12.917,97.265,2.735,44.55,224,0.950,bicubic,+5.151,+1.495,+5 +crossvit_15_240,87.053,12.947,97.425,2.575,27.53,240,0.875,bicubic,+5.511,+1.735,+17 +xception41p,87.051,12.949,97.203,2.797,26.91,299,0.940,bicubic,+5.091,+1.409,+2 +convit_small,87.049,12.951,97.346,2.654,27.78,224,0.875,bicubic,+5.629,+1.606,+22 +tf_efficientnetv2_b3,87.027,12.973,97.303,2.697,14.36,300,0.904,bicubic,+5.061,+1.523,-1 +regnetz_b16,87.014,12.986,97.427,2.573,9.72,288,0.940,bicubic,+6.300,+1.949,+62 +xcit_small_12_p16_224,87.012,12.988,97.248,2.752,26.25,224,1.000,bicubic,+5.036,+1.430,-4 +jx_nest_tiny,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.588,+1.760,+19 +deit_small_distilled_patch16_224,87.002,12.998,97.314,2.686,22.44,224,0.900,bicubic,+5.794,+1.940,+30 +resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.835,+1.788,+33 +xcit_large_24_p16_224,86.957,13.043,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.037,-62 +poolformer_m36,86.948,13.052,97.148,2.852,56.17,224,0.950,bicubic,+4.836,+1.458,-19 +xcit_medium_24_p16_224,86.938,13.062,97.098,2.902,84.40,224,1.000,bicubic,+4.300,+1.124,-54 +convnext_tiny_hnf,86.921,13.079,97.280,2.720,28.59,224,0.950,bicubic,+4.699,+1.414,-27 +tnt_s_patch16_224,86.906,13.094,97.365,2.635,23.76,224,0.900,bicubic,+5.386,+1.621,+6 +ssl_resnext101_32x16d,86.867,13.133,97.519,2.481,194.03,224,0.875,bilinear,+5.013,+1.423,-7 +vit_small_patch16_224,86.865,13.135,97.609,2.391,22.05,224,0.900,bicubic,+5.469,+1.477,+12 +vit_small_r26_s32_224,86.854,13.146,97.530,2.470,36.43,224,0.900,bicubic,+4.998,+1.510,-10 +convmixer_1536_20,86.850,13.150,97.348,2.652,51.63,224,0.960,bicubic,+5.484,+1.734,+13 +rexnet_200,86.844,13.156,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,-4 tf_efficientnet_b3,86.835,13.165,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,-6 -deit_base_patch16_224,86.831,13.169,97.049,2.951,86.57,224,0.900,bicubic,+4.837,+1.315,-18 -swsl_resnet50,86.825,13.175,97.496,2.504,25.56,224,0.875,bilinear,+5.654,+1.518,+17 -tresnet_m_448,86.814,13.186,97.216,2.784,31.39,448,0.875,bilinear,+5.110,+1.642,-12 +deit_base_patch16_224,86.829,13.171,97.049,2.951,86.57,224,0.900,bicubic,+4.833,+1.317,-22 +swsl_resnet50,86.825,13.175,97.496,2.504,25.56,224,0.875,bilinear,+5.650,+1.518,+18 +tresnet_m_448,86.814,13.186,97.218,2.782,31.39,448,0.875,bilinear,+5.110,+1.646,-12 tf_efficientnet_lite4,86.803,13.197,97.265,2.735,13.01,380,0.920,bilinear,+5.267,+1.597,-5 ssl_resnext101_32x8d,86.801,13.199,97.472,2.528,88.79,224,0.875,bilinear,+5.193,+1.430,-9 -coat_mini,86.795,13.205,97.158,2.842,10.34,224,0.900,bicubic,+5.531,+1.764,+8 -tresnet_l,86.763,13.237,97.269,2.731,55.99,224,0.875,bilinear,+5.273,+1.645,-4 -twins_svt_small,86.758,13.242,97.180,2.820,24.06,224,0.900,bicubic,+5.074,+1.508,-16 -crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.521,+1.290,-37 -levit_256,86.728,13.272,97.256,2.744,18.89,224,0.900,bicubic,+5.222,+1.764,-8 -seresnext50_32x4d,86.694,13.306,97.218,2.782,27.56,224,0.875,bicubic,+5.436,+1.590,+4 -crossvit_small_240,86.692,13.308,97.273,2.727,26.86,240,0.875,bicubic,+5.670,+1.816,+17 -halo2botnet50ts_256,86.686,13.314,97.096,2.904,22.64,256,0.950,bicubic,+4.624,+1.454,-35 -pit_b_224,86.684,13.316,96.898,3.102,73.76,224,0.900,bicubic,+4.240,+1.186,-57 -tf_efficientnet_b1_ns,86.669,13.331,97.378,2.622,7.79,240,0.882,bicubic,+5.283,+1.642,-7 -swin_tiny_patch4_window7_224,86.660,13.340,97.197,2.803,28.29,224,0.900,bicubic,+5.286,+1.655,-7 +coat_mini,86.790,13.210,97.160,2.840,10.34,224,0.900,bicubic,+5.524,+1.766,+9 +tresnet_l,86.765,13.235,97.269,2.731,55.99,224,0.875,bilinear,+5.273,+1.645,-4 +twins_svt_small,86.758,13.242,97.177,2.823,24.06,224,0.900,bicubic,+5.078,+1.507,-16 +crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.519,+1.288,-42 +levit_256,86.728,13.272,97.256,2.744,18.89,224,0.900,bicubic,+5.222,+1.764,-9 +seresnext50_32x4d,86.696,13.304,97.218,2.782,27.56,224,0.875,bicubic,+5.438,+1.588,+5 +crossvit_small_240,86.692,13.308,97.273,2.727,26.86,240,0.875,bicubic,+5.674,+1.817,+18 +halo2botnet50ts_256,86.688,13.312,97.096,2.904,22.64,256,0.950,bicubic,+4.628,+1.454,-38 +pit_b_224,86.688,13.312,96.898,3.102,73.76,224,0.900,bicubic,+4.242,+1.188,-63 +tf_efficientnet_b1_ns,86.666,13.334,97.378,2.622,7.79,240,0.882,bicubic,+5.278,+1.642,-6 +swin_tiny_patch4_window7_224,86.662,13.338,97.199,2.801,28.29,224,0.900,bicubic,+5.288,+1.655,-6 wide_resnet50_2,86.645,13.355,97.207,2.793,68.88,224,0.875,bicubic,+5.193,+1.677,-13 -gernet_l,86.641,13.359,97.190,2.810,31.08,256,0.875,bilinear,+5.295,+1.658,-7 -efficientnet_el,86.632,13.368,97.175,2.825,10.59,300,0.904,bicubic,+5.326,+1.649,-6 -twins_pcpvt_small,86.624,13.376,97.340,2.660,24.11,224,0.900,bicubic,+5.536,+1.700,+6 +gernet_l,86.641,13.359,97.190,2.810,31.08,256,0.875,bilinear,+5.297,+1.658,-6 +poolformer_s36,86.639,13.361,97.160,2.840,30.86,224,0.900,bicubic,+5.221,+1.710,-12 +efficientnet_el,86.632,13.368,97.180,2.820,10.59,300,0.904,bicubic,+5.322,+1.650,-7 +twins_pcpvt_small,86.624,13.376,97.340,2.660,24.11,224,0.900,bicubic,+5.534,+1.700,+6 resmlp_24_distilled_224,86.620,13.380,97.141,2.859,30.02,224,0.875,bicubic,+5.856,+1.917,+22 nf_resnet50,86.605,13.395,97.291,2.709,25.56,288,0.940,bicubic,+5.951,+1.957,+25 -resnest50d_4s2x40d,86.588,13.412,97.267,2.733,30.42,224,0.875,bicubic,+5.478,+1.703,0 -efficientnet_b3_pruned,86.579,13.421,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.946,+16 -sehalonet33ts,86.568,13.432,97.004,2.995,13.69,256,0.940,bicubic,+5.602,+1.732,+7 -sebotnet33ts_256,86.568,13.432,96.791,3.209,13.70,256,0.940,bicubic,+5.414,+1.623,-4 +resnest50d_4s2x40d,86.588,13.412,97.269,2.731,30.42,224,0.875,bicubic,+5.478,+1.705,0 +efficientnet_b3_pruned,86.581,13.419,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.946,+16 +sebotnet33ts_256,86.566,13.434,96.791,3.209,13.70,256,0.940,bicubic,+5.410,+1.621,-5 +sehalonet33ts,86.564,13.436,97.007,2.993,13.69,256,0.940,bicubic,+5.600,+1.735,+8 repvgg_b3,86.562,13.438,97.141,2.859,123.09,224,0.875,bilinear,+6.066,+1.877,+26 -xcit_tiny_24_p16_224_dist,86.536,13.464,97.218,2.782,12.12,224,1.000,bicubic,+6.088,+2.002,+31 -halonet50ts,86.502,13.498,97.152,2.848,22.73,256,0.940,bicubic,+4.844,+1.542,-36 -ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.553,+1.744,+7 -ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.868,+1.866,+19 -gcresnet50t,86.468,13.532,97.141,2.859,25.90,256,0.900,bicubic,+5.530,+1.689,+4 -gluon_resnet152_v1s,86.466,13.534,97.113,2.887,60.32,224,0.875,bicubic,+5.444,+1.699,-3 -haloregnetz_b,86.464,13.536,96.943,3.057,11.68,224,0.940,bicubic,+5.412,+1.749,-7 -resnest50d_1s4x24d,86.445,13.556,97.150,2.850,25.68,224,0.875,bicubic,+5.459,+1.830,-4 -resnetv2_50x1_bitm,86.442,13.558,97.600,2.400,25.55,448,1.000,bilinear,+6.100,+1.920,+29 -repvgg_b3g4,86.361,13.639,97.054,2.946,83.83,224,0.875,bilinear,+6.149,+1.948,+40 -lamhalobotnet50ts_256,86.355,13.645,97.062,2.938,22.57,256,0.950,bicubic,+4.805,+1.560,-41 -cait_xxs36_224,86.340,13.660,97.113,2.887,17.30,224,1.000,bicubic,+6.590,+2.243,+65 -legacy_senet154,86.340,13.660,96.923,3.077,115.09,224,0.875,bilinear,+5.030,+1.433,-28 -resnext50_32x4d,86.331,13.669,96.964,3.036,25.03,224,0.950,bicubic,+5.227,+1.638,-17 -gernet_m,86.329,13.671,97.096,2.904,21.14,224,0.875,bilinear,+5.583,+1.912,+2 -pit_s_224,86.323,13.677,97.047,2.953,23.46,224,0.900,bicubic,+5.225,+1.717,-18 -vit_small_patch32_384,86.314,13.686,97.419,2.581,22.92,384,1.000,bicubic,+5.830,+1.821,+10 -efficientnet_b2,86.308,13.692,96.990,3.010,9.11,288,1.000,bicubic,+5.696,+1.676,+3 +xcit_tiny_24_p16_224_dist,86.534,13.466,97.220,2.780,12.12,224,1.000,bicubic,+6.088,+2.004,+31 +halonet50ts,86.500,13.500,97.152,2.848,22.73,256,0.940,bicubic,+4.840,+1.540,-37 +ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.555,+1.742,+7 +gcresnet50t,86.472,13.528,97.141,2.859,25.90,256,0.900,bicubic,+5.530,+1.687,+5 +ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.870,+1.866,+18 +gluon_resnet152_v1s,86.470,13.530,97.109,2.891,60.32,224,0.875,bicubic,+5.454,+1.697,-3 +haloregnetz_b,86.464,13.536,96.943,3.057,11.68,224,0.940,bicubic,+5.414,+1.747,-7 +resnest50d_1s4x24d,86.445,13.556,97.150,2.850,25.68,224,0.875,bicubic,+5.455,+1.826,-4 +resnetv2_50x1_bitm,86.442,13.558,97.600,2.400,25.55,448,1.000,bilinear,+6.100,+1.920,+30 +repvgg_b3g4,86.361,13.639,97.054,2.946,83.83,224,0.875,bilinear,+6.149,+1.948,+41 +lamhalobotnet50ts_256,86.355,13.645,97.058,2.942,22.57,256,0.950,bicubic,+4.809,+1.556,-42 +legacy_senet154,86.340,13.660,96.923,3.077,115.09,224,0.875,bilinear,+5.030,+1.427,-26 +cait_xxs36_224,86.338,13.662,97.111,2.889,17.30,224,1.000,bicubic,+6.590,+2.245,+64 +resnext50_32x4d,86.334,13.666,96.966,3.034,25.03,224,0.950,bicubic,+5.225,+1.640,-17 +gernet_m,86.331,13.669,97.096,2.904,21.14,224,0.875,bilinear,+5.587,+1.912,+2 +pit_s_224,86.325,13.675,97.047,2.953,23.46,224,0.900,bicubic,+5.225,+1.717,-18 +efficientnet_b2,86.308,13.692,96.990,3.010,9.11,288,1.000,bicubic,+5.694,+1.674,+4 +vit_small_patch32_384,86.308,13.692,97.419,2.581,22.92,384,1.000,bicubic,+5.824,+1.819,+9 gluon_senet154,86.272,13.729,96.947,3.053,115.09,224,0.875,bicubic,+5.040,+1.599,-30 -resnest50d,86.240,13.761,97.066,2.934,27.48,224,0.875,bilinear,+5.262,+1.688,-15 +resnest50d,86.240,13.761,97.066,2.934,27.48,224,0.875,bilinear,+5.258,+1.686,-15 convmixer_768_32,86.225,13.775,97.034,2.966,21.11,224,0.960,bicubic,+6.061,+1.962,+33 -ecaresnet101d_pruned,86.210,13.790,97.335,2.665,24.88,224,0.875,bicubic,+5.394,+1.701,-8 -efficientnet_el_pruned,86.201,13.799,97.026,2.974,10.59,300,0.904,bicubic,+5.899,+1.808,+19 -cspdarknet53,86.184,13.816,97.013,2.987,27.64,256,0.887,bilinear,+6.122,+1.929,+35 -inception_v4,86.167,13.833,96.915,3.085,42.68,299,0.875,bicubic,+5.997,+1.945,+28 -rexnet_150,86.156,13.844,97.062,2.938,9.73,224,0.875,bicubic,+5.846,+1.896,+15 -inception_resnet_v2,86.135,13.865,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.735,+4 -xcit_tiny_12_p8_224,86.105,13.895,97.084,2.917,6.71,224,1.000,bicubic,+6.411,+2.029,+53 -tf_efficientnet_el,86.088,13.912,96.957,3.042,10.59,300,0.904,bicubic,+5.838,+1.828,+17 -ssl_resnext50_32x4d,86.077,13.923,97.212,2.788,25.03,224,0.875,bilinear,+5.761,+1.802,+10 -gluon_resnet101_v1s,86.058,13.942,97.024,2.976,44.67,224,0.875,bicubic,+5.756,+1.864,+11 -ecaresnetlight,86.058,13.942,97.064,2.936,30.16,224,0.875,bicubic,+5.596,+1.812,-1 -lambda_resnet50ts,86.039,13.961,96.744,3.256,21.54,256,0.950,bicubic,+4.889,+1.640,-38 -gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.126,+1.681,-23 -resnetv2_50,86.022,13.978,96.898,3.102,25.55,224,0.950,bicubic,+5.602,+1.824,-2 -seresnet33ts,86.009,13.991,97.011,2.989,19.78,256,0.900,bicubic,+5.653,+1.903,+1 -gcresnext50ts,86.007,13.993,96.964,3.036,15.67,256,0.900,bicubic,+5.429,+1.794,-13 -resnet50d,85.996,14.004,96.985,3.015,25.58,224,0.875,bicubic,+5.470,+1.823,-13 -ecaresnet26t,85.981,14.019,97.039,2.961,16.01,320,0.950,bicubic,+6.133,+1.955,+32 -tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.673,+1.782,+4 -gluon_seresnext101_64x4d,85.956,14.044,96.979,3.021,88.23,224,0.875,bicubic,+5.078,+1.681,-29 -vit_base_patch32_224,85.956,14.044,97.128,2.872,88.22,224,0.900,bicubic,+5.234,+1.562,-24 -fbnetv3_d,85.926,14.074,97.026,2.974,10.31,256,0.950,bilinear,+6.244,+2.076,+39 -gluon_resnet152_v1d,85.915,14.085,96.810,3.190,60.21,224,0.875,bicubic,+5.439,+1.602,-16 -vit_large_patch32_384,85.911,14.089,97.368,2.632,306.63,384,1.000,bicubic,+4.401,+1.274,-71 +ecaresnet101d_pruned,86.210,13.790,97.333,2.667,24.88,224,0.875,bicubic,+5.396,+1.703,-8 +efficientnet_el_pruned,86.192,13.807,97.024,2.976,10.59,300,0.904,bicubic,+5.890,+1.996,+21 +cspdarknet53,86.186,13.814,97.013,2.987,27.64,256,0.887,bilinear,+6.124,+1.929,+36 +inception_v4,86.171,13.829,96.921,3.079,42.68,299,0.875,bicubic,+6.009,+1.955,+30 +rexnet_150,86.156,13.844,97.062,2.938,9.73,224,0.875,bicubic,+5.846,+1.896,+16 +inception_resnet_v2,86.135,13.865,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.735,+3 +xcit_tiny_12_p8_224,86.105,13.895,97.081,2.919,6.71,224,1.000,bicubic,+6.415,+2.027,+52 +ssl_resnext50_32x4d,86.088,13.912,97.212,2.788,25.03,224,0.875,bilinear,+5.772,+1.802,+11 +tf_efficientnet_el,86.082,13.918,96.960,3.040,10.59,300,0.904,bicubic,+5.832,+1.838,+17 +gluon_resnet101_v1s,86.056,13.944,97.028,2.972,44.67,224,0.875,bicubic,+5.758,+1.864,+14 +ecaresnetlight,86.047,13.953,97.064,2.936,30.16,224,0.875,bicubic,+5.595,+1.814,-1 +lambda_resnet50ts,86.039,13.961,96.744,3.256,21.54,256,0.950,bicubic,+4.893,+1.642,-38 +poolformer_s24,86.034,13.966,97.030,2.970,21.39,224,0.900,bicubic,+5.721,+1.984,+7 +gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.126,+1.683,-24 +resnetv2_50,86.022,13.978,96.900,3.100,25.55,224,0.950,bicubic,+5.602,+1.884,-3 +gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.431,+1.796,-13 +seresnet33ts,86.007,13.993,97.011,2.989,19.78,256,0.900,bicubic,+5.657,+1.905,-1 +resnet50d,85.998,14.002,96.987,3.013,25.58,224,0.875,bicubic,+5.476,+1.825,-14 +ecaresnet26t,85.979,14.021,97.039,2.961,16.01,320,0.950,bicubic,+6.131,+1.953,+32 +tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.673,+1.594,+2 +gluon_seresnext101_64x4d,85.958,14.042,96.979,3.021,88.23,224,0.875,bicubic,+5.080,+1.681,-30 +vit_base_patch32_224,85.958,14.042,97.126,2.874,88.22,224,0.900,bicubic,+5.236,+1.560,-25 +fbnetv3_d,85.926,14.074,97.026,2.974,10.31,256,0.950,bilinear,+6.244,+2.078,+37 +gluon_resnet152_v1d,85.913,14.087,96.808,3.192,60.21,224,0.875,bicubic,+5.437,+1.604,-17 +vit_large_patch32_384,85.911,14.089,97.370,2.630,306.63,384,1.000,bicubic,+4.405,+1.276,-72 tf_efficientnetv2_b2,85.900,14.100,96.889,3.111,10.10,260,0.890,bicubic,+5.694,+1.847,+5 tf_efficientnet_b2,85.898,14.102,96.862,3.139,9.11,260,0.890,bicubic,+5.818,+1.954,+11 -resnet50_gn,85.883,14.117,96.849,3.151,25.56,224,0.940,bicubic,+5.831,+1.903,+12 -vit_base_patch16_224_sam,85.877,14.123,96.697,3.303,86.57,224,0.900,bicubic,+5.635,+1.941,-2 -seresnet50,85.853,14.147,97.009,2.991,28.09,224,0.875,bicubic,+5.589,+1.937,-5 -repvgg_b2g4,85.849,14.151,96.812,3.188,61.76,224,0.875,bilinear,+6.479,+2.126,+47 -gluon_resnet101_v1d,85.847,14.153,96.663,3.337,44.57,224,0.875,bicubic,+5.431,+1.647,-18 -gcresnet33ts,85.808,14.192,96.900,3.100,19.88,256,0.900,bicubic,+5.724,+1.900,+4 -mixnet_xl,85.791,14.209,96.712,3.288,11.90,224,0.875,bicubic,+5.315,+1.778,-25 -ens_adv_inception_resnet_v2,85.778,14.222,96.757,3.243,55.84,299,0.897,bicubic,+5.798,+1.819,+8 -cspresnext50,85.748,14.252,96.840,3.160,20.57,224,0.875,bilinear,+5.698,+1.894,+5 -tf_efficientnet_lite3,85.746,14.254,96.889,3.111,8.20,300,0.904,bilinear,+5.928,+1.975,+18 -ese_vovnet39b,85.744,14.256,96.894,3.107,24.57,224,0.875,bicubic,+6.434,+2.178,+43 -legacy_seresnext101_32x4d,85.744,14.256,96.757,3.243,48.96,224,0.875,bilinear,+5.516,+1.743,-11 -gluon_resnext101_32x4d,85.744,14.256,96.635,3.365,44.18,224,0.875,bicubic,+5.404,+1.709,-20 -xcit_tiny_24_p16_224,85.740,14.260,96.938,3.062,12.12,224,1.000,bicubic,+6.292,+2.052,+35 -eca_resnet33ts,85.738,14.262,96.900,3.100,19.68,256,0.900,bicubic,+5.654,+1.930,-6 -cspresnet50,85.723,14.277,96.799,3.200,21.62,256,0.887,bilinear,+6.143,+2.096,+25 -regnety_320,85.723,14.277,96.725,3.275,145.05,224,0.875,bicubic,+4.915,+1.481,-49 -resnet50,85.716,14.284,96.492,3.508,25.56,224,0.950,bicubic,+5.344,+1.882,-30 -resmlp_big_24_224,85.697,14.303,96.424,3.576,129.14,224,0.875,bicubic,+4.665,+1.404,-65 -xception71,85.693,14.307,96.776,3.224,42.34,299,0.903,bicubic,+5.821,+1.854,+1 -gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-45 -efficientnet_em,85.682,14.318,96.943,3.057,6.90,240,0.882,bicubic,+6.432,+2.147,+42 -deit_small_patch16_224,85.676,14.324,96.904,3.096,22.05,224,0.900,bicubic,+5.810,+1.858,0 -pit_xs_distilled_224,85.654,14.345,96.665,3.335,11.00,224,0.900,bicubic,+6.350,+2.299,+34 +resnet50_gn,85.885,14.115,96.849,3.151,25.56,224,0.940,bicubic,+5.831,+1.901,+12 +vit_base_patch16_224_sam,85.877,14.123,96.695,3.305,86.57,224,0.900,bicubic,+5.635,+1.941,-2 +seresnet50,85.853,14.147,97.007,2.993,28.09,224,0.875,bicubic,+5.589,+1.935,-5 +gluon_resnet101_v1d,85.849,14.151,96.663,3.337,44.57,224,0.875,bicubic,+5.429,+1.589,-18 +repvgg_b2g4,85.847,14.153,96.812,3.188,61.76,224,0.875,bilinear,+6.477,+2.124,+43 +gcresnet33ts,85.806,14.194,96.902,3.098,19.88,256,0.900,bicubic,+5.726,+1.902,+4 +mixnet_xl,85.795,14.205,96.712,3.288,11.90,224,0.875,bicubic,+5.321,+1.778,-26 +ens_adv_inception_resnet_v2,85.778,14.222,96.759,3.241,55.84,299,0.897,bicubic,+5.800,+1.821,+8 +tf_efficientnet_lite3,85.753,14.247,96.889,3.111,8.20,300,0.904,bilinear,+5.933,+1.977,+18 +cspresnext50,85.748,14.252,96.840,3.160,20.57,224,0.875,bilinear,+5.698,+1.894,+4 +ese_vovnet39b,85.744,14.256,96.894,3.107,24.57,224,0.875,bicubic,+6.432,+2.180,+40 +gluon_resnext101_32x4d,85.744,14.256,96.635,3.365,44.18,224,0.875,bicubic,+5.400,+1.709,-22 +legacy_seresnext101_32x4d,85.744,14.256,96.757,3.243,48.96,224,0.875,bilinear,+5.520,+1.747,-11 +eca_resnet33ts,85.738,14.262,96.900,3.100,19.68,256,0.900,bicubic,+5.658,+1.930,-5 +xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.292,+2.054,+31 +regnety_320,85.723,14.277,96.725,3.275,145.05,224,0.875,bicubic,+4.913,+1.481,-49 +cspresnet50,85.721,14.279,96.799,3.200,21.62,256,0.887,bilinear,+6.139,+2.096,+22 +resnet50,85.719,14.281,96.492,3.508,25.56,224,0.950,bicubic,+5.343,+1.366,-31 +resmlp_big_24_224,85.697,14.303,96.424,3.576,129.14,224,0.875,bicubic,+4.665,+1.404,-66 +xception71,85.695,14.305,96.776,3.224,42.34,299,0.903,bicubic,+5.819,+1.854,+1 +gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-47 +efficientnet_em,85.680,14.320,96.938,3.062,6.90,240,0.882,bicubic,+6.430,+2.144,+39 +deit_small_patch16_224,85.678,14.322,96.904,3.096,22.05,224,0.900,bicubic,+5.818,+1.858,-1 +pit_xs_distilled_224,85.652,14.348,96.665,3.335,11.00,224,0.900,bicubic,+6.346,+2.301,+28 dpn107,85.650,14.350,96.723,3.277,86.92,224,0.875,bicubic,+5.478,+1.817,-20 efficientnet_b2_pruned,85.642,14.358,96.746,3.254,8.31,260,0.890,bicubic,+5.726,+1.892,-9 -resmlp_36_224,85.618,14.382,96.795,3.205,44.69,224,0.875,bicubic,+5.850,+1.909,+2 -ecaresnet50d_pruned,85.576,14.425,96.938,3.062,19.94,224,0.875,bicubic,+5.866,+2.058,+5 -gluon_resnet152_v1c,85.573,14.427,96.646,3.354,60.21,224,0.875,bicubic,+5.661,+1.798,-10 -levit_192,85.569,14.431,96.742,3.258,10.95,224,0.900,bicubic,+5.737,+1.956,-4 -resnext50d_32x4d,85.567,14.433,96.748,3.252,25.05,224,0.875,bicubic,+5.897,+1.884,+6 -tf_efficientnetv2_b1,85.561,14.439,96.727,3.273,8.14,240,0.882,bicubic,+6.099,+2.001,+15 -regnety_120,85.546,14.454,96.785,3.215,51.82,224,0.875,bicubic,+5.176,+1.661,-44 -fbnetv3_b,85.522,14.478,96.862,3.139,8.60,256,0.950,bilinear,+6.372,+2.116,+37 -regnetx_320,85.518,14.482,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.647,-34 -nf_regnet_b1,85.505,14.495,96.789,3.211,10.22,288,0.900,bicubic,+6.217,+2.039,+24 -dpn92,85.503,14.497,96.629,3.371,37.67,224,0.875,bicubic,+5.487,+1.801,-22 -rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.002,+6 -gluon_resnet152_v1b,85.465,14.536,96.556,3.444,60.19,224,0.875,bicubic,+5.788,+1.818,-3 -resnetrs50,85.458,14.542,96.733,3.267,35.69,224,0.910,bicubic,+5.568,+1.767,-20 -dpn131,85.394,14.606,96.637,3.363,79.25,224,0.875,bicubic,+5.570,+1.929,-14 -regnetx_160,85.388,14.612,96.637,3.363,54.28,224,0.875,bicubic,+5.540,+1.807,-17 -dla102x2,85.379,14.621,96.627,3.373,41.28,224,0.875,bilinear,+5.929,+1.993,+5 -gmlp_s16_224,85.351,14.649,96.646,3.354,19.42,224,0.875,bicubic,+5.709,+2.022,-5 -gluon_seresnext50_32x4d,85.336,14.664,96.671,3.329,27.56,224,0.875,bicubic,+5.420,+1.837,-27 -botnet26t_256,85.332,14.668,96.631,3.369,12.49,256,0.950,bicubic,+6.080,+2.103,+17 -skresnext50_32x4d,85.317,14.683,96.392,3.608,27.48,224,0.875,bicubic,+5.165,+1.748,-39 -dpn98,85.309,14.691,96.471,3.529,61.57,224,0.875,bicubic,+5.665,+1.873,-10 -xception65,85.309,14.691,96.639,3.361,39.92,299,0.903,bicubic,+5.761,+1.983,-7 -gluon_resnet101_v1c,85.304,14.696,96.407,3.593,44.57,224,0.875,bicubic,+5.772,+1.827,-7 -lambda_resnet26t,85.300,14.700,96.725,3.275,10.96,256,0.940,bicubic,+6.204,+2.137,+22 -regnety_064,85.287,14.713,96.644,3.356,30.58,224,0.875,bicubic,+5.567,+1.880,-22 -resnetblur50,85.287,14.713,96.520,3.480,25.56,224,0.875,bicubic,+5.979,+1.886,+1 -dpn68b,85.287,14.713,96.464,3.536,12.61,224,0.875,bicubic,+6.073,+2.050,+15 -resmlp_24_224,85.268,14.732,96.494,3.506,30.02,224,0.875,bicubic,+5.886,+1.948,-5 -coat_lite_mini,85.253,14.747,96.678,3.322,11.01,224,0.900,bicubic,+6.161,+2.072,+18 -regnety_080,85.242,14.758,96.633,3.367,39.18,224,0.875,bicubic,+5.362,+1.803,-36 -resnet33ts,85.225,14.775,96.629,3.371,19.68,256,0.900,bicubic,+6.013,+2.057,+10 -cait_xxs24_224,85.223,14.777,96.716,3.284,11.96,224,1.000,bicubic,+6.839,+2.406,+50 -xcit_tiny_12_p16_224_dist,85.204,14.796,96.597,3.403,6.72,224,1.000,bicubic,+6.630,+2.399,+35 -halonet26t,85.200,14.800,96.464,3.536,12.48,256,0.950,bicubic,+6.084,+2.152,+11 +resmlp_36_224,85.618,14.382,96.795,3.205,44.69,224,0.875,bicubic,+5.850,+1.909,+1 +ecaresnet50d_pruned,85.580,14.420,96.936,3.064,19.94,224,0.875,bicubic,+5.872,+2.056,+3 +gluon_resnet152_v1c,85.576,14.425,96.648,3.352,60.21,224,0.875,bicubic,+5.668,+1.800,-10 +levit_192,85.569,14.431,96.742,3.258,10.95,224,0.900,bicubic,+5.737,+1.956,-5 +resnext50d_32x4d,85.561,14.439,96.748,3.252,25.05,224,0.875,bicubic,+5.891,+1.884,+4 +tf_efficientnetv2_b1,85.561,14.439,96.729,3.271,8.14,240,0.882,bicubic,+6.097,+2.005,+12 +regnety_120,85.546,14.454,96.782,3.217,51.82,224,0.875,bicubic,+5.170,+2.166,-45 +fbnetv3_b,85.522,14.478,96.862,3.139,8.60,256,0.950,bilinear,+6.374,+2.116,+33 +regnetx_320,85.516,14.484,96.669,3.331,107.81,224,0.875,bicubic,+5.276,+1.647,-34 +dpn92,85.503,14.497,96.629,3.371,37.67,224,0.875,bicubic,+5.487,+1.805,-21 +nf_regnet_b1,85.503,14.497,96.789,3.211,10.22,288,0.900,bicubic,+6.215,+2.041,+20 +rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.000,+3 +gluon_resnet152_v1b,85.467,14.533,96.556,3.444,60.19,224,0.875,bicubic,+5.787,+1.818,-5 +resnetrs50,85.460,14.540,96.733,3.267,35.69,224,0.910,bicubic,+5.574,+1.767,-20 +dpn131,85.394,14.606,96.637,3.363,79.25,224,0.875,bicubic,+5.570,+1.929,-15 +regnetx_160,85.388,14.612,96.637,3.363,54.28,224,0.875,bicubic,+5.538,+1.807,-19 +dla102x2,85.375,14.625,96.624,3.376,41.28,224,0.875,bilinear,+5.929,+1.992,+2 +gmlp_s16_224,85.349,14.651,96.646,3.354,19.42,224,0.875,bicubic,+5.709,+2.022,-7 +botnet26t_256,85.336,14.664,96.629,3.371,12.49,256,0.950,bicubic,+6.084,+2.101,+15 +gluon_seresnext50_32x4d,85.336,14.664,96.674,3.326,27.56,224,0.875,bicubic,+5.422,+1.842,-28 +skresnext50_32x4d,85.317,14.683,96.394,3.606,27.48,224,0.875,bicubic,+5.165,+1.750,-39 +dpn98,85.309,14.691,96.471,3.529,61.57,224,0.875,bicubic,+5.663,+1.875,-12 +gluon_resnet101_v1c,85.302,14.698,96.407,3.593,44.57,224,0.875,bicubic,+5.768,+1.827,-9 +lambda_resnet26t,85.300,14.700,96.727,3.273,10.96,256,0.940,bicubic,+6.202,+2.139,+19 +dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.072,+2.046,+12 +resnetblur50,85.289,14.711,96.520,3.480,25.56,224,0.875,bicubic,+5.985,+1.886,+2 +resmlp_24_224,85.268,14.732,96.494,3.506,30.02,224,0.875,bicubic,+5.886,+1.948,-6 +coat_lite_mini,85.253,14.747,96.678,3.322,11.01,224,0.900,bicubic,+6.157,+2.074,+16 +cait_xxs24_224,85.228,14.773,96.716,3.284,11.96,224,1.000,bicubic,+6.844,+2.406,+50 +resnet33ts,85.225,14.775,96.629,3.371,19.68,256,0.900,bicubic,+6.015,+2.057,+8 +xcit_tiny_12_p16_224_dist,85.206,14.794,96.597,3.403,6.72,224,1.000,bicubic,+6.630,+2.401,+34 +halonet26t,85.204,14.796,96.462,3.538,12.48,256,0.950,bicubic,+6.088,+2.152,+10 resnext101_32x8d,85.195,14.805,96.451,3.549,88.79,224,0.875,bilinear,+5.879,+1.933,-9 -gluon_inception_v3,85.180,14.819,96.526,3.474,23.83,299,0.875,bicubic,+6.374,+2.154,+24 -resnet32ts,85.161,14.839,96.622,3.378,17.96,256,0.900,bicubic,+6.147,+2.266,+15 -hrnet_w48,85.153,14.847,96.492,3.508,77.47,224,0.875,bilinear,+5.853,+1.980,-6 -gluon_xception65,85.151,14.849,96.597,3.403,39.92,299,0.903,bicubic,+5.435,+1.737,-34 -gluon_resnet101_v1b,85.144,14.856,96.368,3.632,44.55,224,0.875,bicubic,+5.840,+1.846,-10 -eca_halonext26ts,85.127,14.873,96.586,3.414,10.76,256,0.940,bicubic,+5.639,+1.990,-23 +gluon_inception_v3,85.183,14.817,96.526,3.474,23.83,299,0.875,bicubic,+6.379,+2.156,+23 +resnet32ts,85.163,14.837,96.624,3.376,17.96,256,0.900,bicubic,+6.151,+2.266,+14 +hrnet_w48,85.153,14.847,96.492,3.508,77.47,224,0.875,bilinear,+5.851,+1.980,-6 +gluon_xception65,85.151,14.849,96.597,3.403,39.92,299,0.903,bicubic,+5.435,+1.737,-33 +gluon_resnet101_v1b,85.144,14.856,96.368,3.632,44.55,224,0.875,bicubic,+5.842,+1.848,-9 +tf_efficientnet_b1_ap,85.131,14.869,96.402,3.598,7.79,240,0.882,bicubic,+5.851,+2.098,-7 +eca_halonext26ts,85.129,14.871,96.584,3.416,10.76,256,0.940,bicubic,+5.639,+1.986,-24 regnetx_120,85.127,14.873,96.473,3.527,46.11,224,0.875,bicubic,+5.535,+1.739,-29 -tf_efficientnet_b1_ap,85.127,14.873,96.405,3.595,7.79,240,0.882,bicubic,+5.849,+2.099,-9 -eca_botnext26ts_256,85.121,14.879,96.511,3.489,10.59,256,0.950,bicubic,+5.849,+1.895,-9 -xception,85.119,14.881,96.471,3.529,22.86,299,0.897,bicubic,+6.071,+2.079,+6 -hrnet_w64,85.112,14.888,96.744,3.256,128.06,224,0.875,bilinear,+5.644,+2.090,-27 -ssl_resnet50,85.102,14.899,96.862,3.139,25.56,224,0.875,bilinear,+5.882,+2.030,-9 -lambda_resnet26rpt_256,85.097,14.903,96.560,3.440,10.99,256,0.940,bicubic,+6.129,+2.132,+7 -res2net101_26w_4s,85.095,14.905,96.385,3.615,45.21,224,0.875,bilinear,+5.897,+1.947,-6 -tf_efficientnet_cc_b1_8e,85.063,14.937,96.419,3.580,39.72,240,0.882,bicubic,+5.757,+2.049,-21 -xcit_nano_12_p8_384_dist,85.027,14.973,96.631,3.369,3.05,384,1.000,bicubic,+7.209,+2.587,+61 -resnest26d,85.010,14.990,96.635,3.365,17.07,224,0.875,bilinear,+6.526,+2.341,+20 -gluon_resnext50_32x4d,85.010,14.990,96.428,3.572,25.03,224,0.875,bicubic,+5.642,+2.002,-27 -tf_efficientnet_b0_ns,84.986,15.014,96.503,3.497,5.29,224,0.875,bicubic,+6.328,+2.127,+12 -coat_tiny,84.969,15.031,96.409,3.591,5.50,224,0.900,bicubic,+6.541,+2.371,+24 -regnety_040,84.948,15.052,96.612,3.388,20.65,224,0.875,bicubic,+5.732,+1.956,-17 -dla169,84.922,15.078,96.533,3.467,53.39,224,0.875,bilinear,+6.228,+2.197,+8 -tf_efficientnet_b1,84.916,15.084,96.364,3.636,7.79,240,0.882,bicubic,+6.096,+2.168,+1 -legacy_seresnext50_32x4d,84.894,15.106,96.428,3.572,27.56,224,0.875,bilinear,+5.824,+1.996,-10 -hrnet_w44,84.886,15.114,96.432,3.568,67.06,224,0.875,bilinear,+5.986,+2.060,-3 -regnetx_080,84.867,15.133,96.432,3.568,39.57,224,0.875,bicubic,+5.667,+1.880,-19 -gluon_resnet50_v1s,84.862,15.138,96.443,3.557,25.68,224,0.875,bicubic,+6.154,+2.203,+2 -res2net50_26w_8s,84.852,15.148,96.345,3.655,48.40,224,0.875,bilinear,+5.876,+2.167,-10 -levit_128,84.843,15.157,96.351,3.649,9.21,224,0.900,bicubic,+6.357,+2.345,+8 -vit_tiny_patch16_384,84.828,15.172,96.712,3.288,5.79,384,1.000,bicubic,+6.396,+2.170,+13 -gluon_resnet50_v1d,84.826,15.174,96.400,3.600,25.58,224,0.875,bicubic,+5.750,+1.930,-18 -dla60_res2next,84.824,15.176,96.413,3.587,17.03,224,0.875,bilinear,+6.382,+2.263,+10 -mixnet_l,84.820,15.180,96.326,3.674,7.33,224,0.875,bicubic,+5.844,+2.032,-14 -dla102x,84.815,15.185,96.548,3.452,26.31,224,0.875,bilinear,+6.301,+2.324,+1 -tv_resnet152,84.815,15.185,96.219,3.781,60.19,224,0.875,bilinear,+6.495,+2.183,+15 +eca_botnext26ts_256,85.123,14.877,96.511,3.489,10.59,256,0.950,bicubic,+5.849,+1.895,-9 +xception,85.117,14.883,96.471,3.529,22.86,299,0.897,bicubic,+6.067,+2.079,+5 +hrnet_w64,85.112,14.888,96.744,3.256,128.06,224,0.875,bilinear,+5.640,+2.092,-27 +ssl_resnet50,85.102,14.899,96.864,3.136,25.56,224,0.875,bilinear,+5.876,+2.028,-9 +lambda_resnet26rpt_256,85.097,14.903,96.562,3.438,10.99,256,0.940,bicubic,+6.129,+2.135,+6 +res2net101_26w_4s,85.093,14.907,96.383,3.617,45.21,224,0.875,bilinear,+5.897,+1.947,-7 +tf_efficientnet_cc_b1_8e,85.065,14.935,96.422,3.578,39.72,240,0.882,bicubic,+5.759,+2.050,-21 +xcit_nano_12_p8_384_dist,85.020,14.980,96.631,3.369,3.05,384,1.000,bicubic,+7.202,+2.587,+61 +gluon_resnext50_32x4d,85.010,14.990,96.428,3.572,25.03,224,0.875,bicubic,+5.646,+2.002,-27 +resnest26d,85.010,14.990,96.639,3.361,17.07,224,0.875,bilinear,+6.534,+2.347,+20 +tf_efficientnet_b0_ns,84.986,15.014,96.503,3.497,5.29,224,0.875,bicubic,+6.328,+2.125,+11 +coat_tiny,84.978,15.022,96.411,3.589,5.50,224,0.900,bicubic,+6.548,+2.371,+23 +dla169,84.920,15.080,96.533,3.467,53.39,224,0.875,bilinear,+6.228,+2.193,+8 +tf_efficientnet_b1,84.914,15.086,96.364,3.636,7.79,240,0.882,bicubic,+6.086,+2.166,+1 +legacy_seresnext50_32x4d,84.897,15.103,96.430,3.570,27.56,224,0.875,bilinear,+5.829,+1.996,-10 +hrnet_w44,84.884,15.116,96.437,3.563,67.06,224,0.875,bilinear,+5.984,+2.063,-3 +regnetx_080,84.867,15.133,96.432,3.568,39.57,224,0.875,bicubic,+5.665,+1.878,-19 +gluon_resnet50_v1s,84.856,15.144,96.445,3.555,25.68,224,0.875,bicubic,+6.144,+2.205,+2 +res2net50_26w_8s,84.850,15.150,96.345,3.655,48.40,224,0.875,bilinear,+5.870,+2.051,-10 +levit_128,84.843,15.157,96.351,3.649,9.21,224,0.900,bicubic,+6.351,+2.345,+8 +vit_tiny_patch16_384,84.835,15.165,96.712,3.288,5.79,384,1.000,bicubic,+6.401,+2.170,+13 +gluon_resnet50_v1d,84.830,15.170,96.400,3.600,25.58,224,0.875,bicubic,+5.754,+1.928,-19 +dla60_res2next,84.830,15.170,96.413,3.587,17.03,224,0.875,bilinear,+6.390,+2.263,+11 +mixnet_l,84.822,15.178,96.326,3.674,7.33,224,0.875,bicubic,+5.846,+2.148,-14 +tv_resnet152,84.818,15.182,96.215,3.785,60.19,224,0.875,bilinear,+6.502,+2.180,+16 +dla102x,84.813,15.187,96.548,3.452,26.31,224,0.875,bilinear,+6.297,+2.322,0 dla60_res2net,84.809,15.191,96.484,3.517,20.85,224,0.875,bilinear,+6.347,+2.278,+4 -pit_xs_224,84.790,15.210,96.492,3.508,10.62,224,0.900,bicubic,+6.602,+2.326,+19 -xception41,84.783,15.217,96.415,3.585,26.97,299,0.903,bicubic,+6.275,+2.135,-2 +pit_xs_224,84.790,15.210,96.494,3.506,10.62,224,0.900,bicubic,+6.604,+2.330,+20 +xception41,84.788,15.212,96.415,3.585,26.97,299,0.903,bicubic,+6.278,+2.137,-2 regnetx_064,84.781,15.219,96.492,3.508,26.21,224,0.875,bicubic,+5.715,+2.034,-24 hrnet_w40,84.736,15.264,96.552,3.448,57.56,224,0.875,bilinear,+5.820,+2.078,-19 -res2net50_26w_6s,84.730,15.270,96.285,3.715,37.05,224,0.875,bilinear,+6.164,+2.151,-7 -repvgg_b2,84.722,15.278,96.469,3.531,89.02,224,0.875,bilinear,+5.930,+2.051,-16 -resmlp_12_distilled_224,84.713,15.287,96.223,3.777,15.35,224,0.875,bicubic,+6.771,+2.665,+25 -legacy_seresnet152,84.694,15.306,96.413,3.587,66.82,224,0.875,bilinear,+6.038,+2.045,-12 -selecsls60b,84.653,15.347,96.298,3.702,32.77,224,0.875,bicubic,+6.241,+2.128,0 -hrnet_w32,84.649,15.351,96.411,3.589,41.23,224,0.875,bilinear,+6.203,+2.223,-5 -bat_resnext26ts,84.640,15.360,96.270,3.730,10.73,256,0.900,bicubic,+6.390,+2.172,+4 -tf_efficientnetv2_b0,84.630,15.370,96.272,3.728,7.14,224,0.875,bicubic,+6.270,+2.248,+1 -efficientnet_b1,84.608,15.392,96.332,3.668,7.79,256,1.000,bicubic,+5.818,+1.990,-22 -regnetx_040,84.598,15.402,96.379,3.621,22.12,224,0.875,bicubic,+6.116,+2.135,-11 -efficientnet_es,84.583,15.417,96.313,3.687,5.44,224,0.875,bicubic,+6.523,+2.375,+10 -hrnet_w30,84.576,15.424,96.381,3.619,37.71,224,0.875,bilinear,+6.378,+2.157,+3 +res2net50_26w_6s,84.732,15.268,96.283,3.717,37.05,224,0.875,bilinear,+6.166,+2.149,-7 +repvgg_b2,84.722,15.278,96.469,3.531,89.02,224,0.875,bilinear,+5.930,+2.051,-15 +resmlp_12_distilled_224,84.713,15.287,96.223,3.777,15.35,224,0.875,bicubic,+6.771,+2.665,+26 +legacy_seresnet152,84.698,15.302,96.415,3.585,66.82,224,0.875,bilinear,+6.046,+2.045,-12 +selecsls60b,84.655,15.345,96.300,3.700,32.77,224,0.875,bicubic,+6.243,+2.126,0 +hrnet_w32,84.649,15.351,96.409,3.591,41.23,224,0.875,bilinear,+6.201,+2.215,-5 +bat_resnext26ts,84.638,15.362,96.274,3.726,10.73,256,0.900,bicubic,+6.388,+2.176,+6 +tf_efficientnetv2_b0,84.630,15.370,96.276,3.724,7.14,224,0.875,bicubic,+6.270,+2.256,+1 +efficientnet_b1,84.611,15.389,96.332,3.668,7.79,256,1.000,bicubic,+5.814,+1.990,-23 +regnetx_040,84.600,15.400,96.383,3.617,22.12,224,0.875,bicubic,+6.118,+2.139,-12 +efficientnet_es,84.581,15.419,96.313,3.687,5.44,224,0.875,bicubic,+6.525,+2.377,+11 +hrnet_w30,84.574,15.426,96.381,3.619,37.71,224,0.875,bilinear,+6.376,+2.157,+4 tf_mixnet_l,84.564,15.437,96.244,3.756,7.33,224,0.875,bicubic,+5.790,+2.248,-25 -wide_resnet101_2,84.551,15.449,96.353,3.647,126.89,224,0.875,bilinear,+5.699,+2.065,-31 -dla60x,84.523,15.477,96.283,3.717,17.35,224,0.875,bilinear,+6.277,+2.263,-2 -legacy_seresnet101,84.499,15.501,96.330,3.670,49.33,224,0.875,bilinear,+6.111,+2.064,-10 -resnet26t,84.467,15.533,96.217,3.783,16.01,256,0.940,bicubic,+6.603,+2.371,+14 -coat_lite_tiny,84.457,15.543,96.368,3.632,5.72,224,0.900,bicubic,+6.947,+2.456,+30 -tf_efficientnet_em,84.450,15.550,96.178,3.822,6.90,240,0.882,bicubic,+6.318,+2.132,0 +wide_resnet101_2,84.551,15.449,96.353,3.647,126.89,224,0.875,bilinear,+5.697,+2.063,-31 +dla60x,84.523,15.477,96.287,3.713,17.35,224,0.875,bilinear,+6.279,+2.269,-1 +legacy_seresnet101,84.502,15.498,96.328,3.672,49.33,224,0.875,bilinear,+6.114,+2.064,-10 +resnet26t,84.465,15.535,96.215,3.785,16.01,256,0.940,bicubic,+6.603,+2.371,+15 +coat_lite_tiny,84.461,15.539,96.373,3.627,5.72,224,0.900,bicubic,+6.947,+2.457,+31 +tf_efficientnet_em,84.450,15.550,96.178,3.822,6.90,240,0.882,bicubic,+6.318,+2.134,+1 repvgg_b1,84.414,15.586,96.215,3.785,57.42,224,0.875,bilinear,+6.046,+2.118,-12 -efficientnet_b1_pruned,84.395,15.605,96.140,3.860,6.33,240,0.882,bicubic,+6.155,+2.308,-7 -res2net50_26w_4s,84.363,15.637,96.080,3.920,25.70,224,0.875,bilinear,+6.407,+2.228,+5 -hardcorenas_f,84.322,15.678,96.025,3.975,8.20,224,0.875,bilinear,+6.224,+2.221,-3 -res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.222,-6 -selecsls60,84.284,15.716,96.099,3.901,30.67,224,0.875,bicubic,+6.310,+2.267,+1 +efficientnet_b1_pruned,84.393,15.607,96.140,3.860,6.33,240,0.882,bicubic,+6.153,+2.306,-6 +res2net50_26w_4s,84.363,15.637,96.080,3.920,25.70,224,0.875,bilinear,+6.403,+2.228,+6 +hardcorenas_f,84.322,15.678,96.022,3.978,8.20,224,0.875,bilinear,+6.224,+2.220,-2 +res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.224,-5 +selecsls60,84.284,15.716,96.099,3.901,30.67,224,0.875,bicubic,+6.308,+2.353,+2 +mobilevit_s,84.271,15.729,96.264,3.736,5.58,256,0.900,bicubic,+5.959,+2.112,-15 regnetx_032,84.239,15.761,96.249,3.751,15.30,224,0.875,bicubic,+6.067,+2.161,-9 -res2next50,84.235,15.765,96.001,3.999,24.67,224,0.875,bilinear,+5.985,+2.115,-15 -gluon_resnet50_v1c,84.211,15.789,96.161,3.839,25.58,224,0.875,bicubic,+6.201,+2.173,-4 -dla102,84.188,15.812,96.208,3.792,33.27,224,0.875,bilinear,+6.160,+2.258,-6 -gcresnext26ts,84.175,15.825,96.084,3.916,10.48,256,0.900,bicubic,+6.355,+2.252,+6 +res2next50,84.237,15.763,96.001,3.999,24.67,224,0.875,bilinear,+5.985,+2.115,-16 +gluon_resnet50_v1c,84.211,15.789,96.159,3.841,25.58,224,0.875,bicubic,+6.199,+2.169,-4 +dla102,84.192,15.808,96.210,3.790,33.27,224,0.875,bilinear,+6.162,+2.262,-6 +gcresnext26ts,84.177,15.823,96.084,3.916,10.48,256,0.900,bicubic,+6.357,+2.254,+6 rexnet_100,84.164,15.836,96.255,3.745,4.80,224,0.875,bicubic,+6.306,+2.385,+2 -seresnext26ts,84.145,15.855,96.072,3.929,10.39,256,0.900,bicubic,+6.293,+2.281,+3 -tf_inception_v3,84.134,15.866,95.916,4.084,23.83,299,0.875,bicubic,+6.280,+2.278,+1 -res2net50_48w_2s,84.126,15.874,95.967,4.033,25.29,224,0.875,bilinear,+6.604,+2.415,+13 -resnet34d,84.094,15.906,95.975,4.025,21.82,224,0.875,bicubic,+6.980,+2.595,+26 +seresnext26ts,84.147,15.853,96.072,3.929,10.39,256,0.900,bicubic,+6.295,+2.281,+3 +tf_inception_v3,84.139,15.861,95.918,4.082,23.83,299,0.875,bicubic,+6.283,+2.278,+1 +res2net50_48w_2s,84.126,15.874,95.967,4.033,25.29,224,0.875,bilinear,+6.606,+2.415,+13 +xcit_tiny_12_p16_224,84.094,15.906,96.238,3.762,6.72,224,1.000,bicubic,+6.968,+2.522,+24 +resnet34d,84.094,15.906,95.975,4.025,21.82,224,0.875,bicubic,+6.980,+2.595,+27 tf_efficientnet_lite2,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.313,+13 -xcit_tiny_12_p16_224,84.090,15.911,96.236,3.764,6.72,224,1.000,bicubic,+6.963,+2.522,+23 -efficientnet_b0,84.032,15.968,95.956,4.044,5.29,224,0.875,bicubic,+6.338,+2.422,+1 -crossvit_9_dagger_240,84.019,15.981,96.084,3.916,8.78,240,0.875,bicubic,+7.041,+2.472,+27 -gmixer_24_224,83.968,16.032,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-18 -hardcorenas_e,83.966,16.034,95.901,4.099,8.07,224,0.875,bilinear,+6.174,+2.203,-3 -tf_efficientnet_cc_b0_8e,83.963,16.037,96.069,3.931,24.01,224,0.875,bicubic,+6.055,+2.413,-12 -regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.097,+2.283,-11 -tv_resnext50_32x4d,83.957,16.043,95.963,4.037,25.03,224,0.875,bilinear,+6.339,+2.267,-2 -gluon_resnet50_v1b,83.940,16.060,96.016,3.984,25.56,224,0.875,bicubic,+6.360,+2.294,+1 -densenet161,83.904,16.096,96.016,3.984,28.68,224,0.875,bicubic,+6.552,+2.378,+8 -mobilenetv2_120d,83.893,16.107,95.907,4.093,5.83,224,0.875,bicubic,+6.597,+2.411,+9 -adv_inception_v3,83.891,16.109,95.933,4.067,23.83,299,0.875,bicubic,+6.309,+2.195,-3 -seresnext26t_32x4d,83.878,16.122,95.933,4.067,16.81,224,0.875,bicubic,+5.902,+2.189,-24 -tv_resnet101,83.850,16.150,95.890,4.110,44.55,224,0.875,bilinear,+6.472,+2.348,+3 -tinynet_a,83.827,16.173,95.820,4.181,6.19,192,0.875,bicubic,+6.175,+2.282,-11 -inception_v3,83.761,16.239,95.879,4.121,23.83,299,0.875,bicubic,+6.323,+2.403,-1 -hardcorenas_d,83.756,16.244,95.734,4.266,7.50,224,0.875,bilinear,+6.324,+2.250,-1 -seresnext26d_32x4d,83.754,16.246,95.852,4.148,16.81,224,0.875,bicubic,+6.152,+2.244,-11 -dla60,83.727,16.273,95.937,4.063,22.04,224,0.875,bilinear,+6.691,+2.619,+10 -xcit_nano_12_p8_224_dist,83.724,16.276,95.952,4.048,3.05,224,1.000,bicubic,+7.404,+2.866,+30 -eca_resnext26ts,83.703,16.297,95.943,4.057,10.30,256,0.900,bicubic,+6.251,+2.377,-7 -repvgg_b1g4,83.701,16.299,96.025,3.975,39.97,224,0.875,bilinear,+6.115,+2.195,-14 +poolformer_s12,84.034,15.966,96.163,3.837,11.92,224,0.900,bicubic,+6.798,+2.659,+21 +efficientnet_b0,84.025,15.975,95.952,4.048,5.29,224,0.875,bicubic,+6.335,+2.422,0 +crossvit_9_dagger_240,84.019,15.981,96.082,3.918,8.78,240,0.875,bicubic,+7.037,+2.472,+27 +hardcorenas_e,83.968,16.032,95.901,4.099,8.07,224,0.875,bilinear,+6.174,+2.205,-3 +gmixer_24_224,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-20 +tf_efficientnet_cc_b0_8e,83.963,16.037,96.069,3.931,24.01,224,0.875,bicubic,+6.057,+2.413,-13 +regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.097,+2.283,-12 +tv_resnext50_32x4d,83.957,16.043,95.963,4.037,25.03,224,0.875,bilinear,+6.341,+2.263,-3 +gluon_resnet50_v1b,83.942,16.058,96.016,3.984,25.56,224,0.875,bicubic,+6.362,+2.294,0 +densenet161,83.908,16.092,96.012,3.988,28.68,224,0.875,bicubic,+6.554,+2.376,+7 +adv_inception_v3,83.900,16.101,95.933,4.067,23.83,299,0.875,bicubic,+6.318,+2.197,-3 +mobilenetv2_120d,83.891,16.109,95.905,4.095,5.83,224,0.875,bicubic,+6.597,+2.409,+7 +seresnext26t_32x4d,83.874,16.126,95.931,4.069,16.81,224,0.875,bicubic,+5.898,+2.101,-25 +tv_resnet101,83.850,16.150,95.890,4.110,44.55,224,0.875,bilinear,+6.472,+2.348,+2 +tinynet_a,83.827,16.173,95.820,4.181,6.19,192,0.875,bicubic,+6.177,+2.284,-12 +hardcorenas_d,83.759,16.241,95.734,4.266,7.50,224,0.875,bilinear,+6.329,+2.252,-1 +inception_v3,83.759,16.241,95.882,4.119,23.83,299,0.875,bicubic,+6.321,+2.407,-3 +seresnext26d_32x4d,83.754,16.246,95.852,4.148,16.81,224,0.875,bicubic,+6.150,+2.244,-12 +dla60,83.731,16.269,95.935,4.065,22.04,224,0.875,bilinear,+6.701,+2.615,+10 +xcit_nano_12_p8_224_dist,83.729,16.271,95.952,4.048,3.05,224,1.000,bicubic,+7.409,+2.864,+30 +eca_resnext26ts,83.699,16.301,95.943,4.057,10.30,256,0.900,bicubic,+6.245,+2.377,-8 +repvgg_b1g4,83.695,16.305,96.025,3.975,39.97,224,0.875,bilinear,+6.109,+2.195,-15 convmixer_1024_20_ks9_p14,83.682,16.318,95.890,4.110,24.38,224,0.960,bicubic,+6.740,+2.534,+9 -legacy_seresnet50,83.667,16.333,95.980,4.020,28.09,224,0.875,bilinear,+6.035,+2.228,-19 -tf_efficientnet_b0_ap,83.652,16.348,95.781,4.219,5.29,224,0.875,bicubic,+6.562,+2.523,+2 +legacy_seresnet50,83.662,16.337,95.978,4.022,28.09,224,0.875,bilinear,+6.032,+2.228,-20 +tf_efficientnet_b0_ap,83.652,16.348,95.781,4.219,5.29,224,0.875,bicubic,+6.558,+2.525,+2 +tf_efficientnet_cc_b0_4e,83.635,16.365,95.740,4.260,13.31,224,0.875,bicubic,+6.333,+2.406,-9 skresnet34,83.635,16.365,95.928,4.072,22.28,224,0.875,bicubic,+6.731,+2.608,+9 -tf_efficientnet_cc_b0_4e,83.635,16.365,95.740,4.260,13.31,224,0.875,bicubic,+6.331,+2.406,-8 resmlp_12_224,83.569,16.431,95.762,4.238,15.35,224,0.875,bicubic,+6.912,+2.582,+13 -densenet201,83.554,16.446,95.811,4.189,20.01,224,0.875,bicubic,+6.264,+2.333,-8 -mobilenetv3_large_100_miil,83.554,16.446,95.450,4.550,5.48,224,0.875,bilinear,+5.636,+2.544,-37 -gernet_s,83.519,16.481,95.796,4.204,8.17,224,0.875,bilinear,+6.607,+2.662,+3 -mixnet_m,83.519,16.481,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-10 -legacy_seresnext26_32x4d,83.517,16.483,95.715,4.285,16.79,224,0.875,bicubic,+6.415,+2.399,-7 -tf_efficientnet_b0,83.517,16.483,95.719,4.281,5.29,224,0.875,bicubic,+6.671,+2.493,+2 -hrnet_w18,83.498,16.502,95.909,4.091,21.30,224,0.875,bilinear,+6.746,+2.467,+4 -densenetblur121d,83.470,16.530,95.822,4.178,8.00,224,0.875,bicubic,+6.888,+2.634,+9 -resnext26ts,83.466,16.534,95.724,4.277,10.30,256,0.900,bicubic,+6.686,+2.596,+1 -selecsls42b,83.455,16.545,95.749,4.251,32.46,224,0.875,bicubic,+6.281,+2.355,-15 -tf_efficientnet_lite1,83.344,16.656,95.640,4.360,5.42,240,0.882,bicubic,+6.708,+2.418,+3 -hardcorenas_c,83.334,16.666,95.711,4.289,5.52,224,0.875,bilinear,+6.286,+2.555,-12 +mobilenetv3_large_100_miil,83.556,16.444,95.450,4.550,5.48,224,0.875,bilinear,+5.640,+2.544,-37 +densenet201,83.554,16.446,95.811,4.189,20.01,224,0.875,bicubic,+6.264,+2.333,-10 +gernet_s,83.519,16.481,95.794,4.206,8.17,224,0.875,bilinear,+6.611,+2.662,+3 +legacy_seresnext26_32x4d,83.519,16.481,95.717,4.283,16.79,224,0.875,bicubic,+6.413,+2.399,-6 +mixnet_m,83.519,16.481,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-12 +tf_efficientnet_b0,83.515,16.485,95.719,4.281,5.29,224,0.875,bicubic,+6.671,+2.491,+2 +hrnet_w18,83.498,16.502,95.911,4.089,21.30,224,0.875,bilinear,+6.744,+2.471,+4 +resnext26ts,83.470,16.530,95.726,4.274,10.30,256,0.900,bicubic,+6.690,+2.598,+2 +densenetblur121d,83.466,16.534,95.822,4.178,8.00,224,0.875,bicubic,+6.882,+2.630,+8 +selecsls42b,83.455,16.545,95.749,4.251,32.46,224,0.875,bicubic,+6.281,+2.357,-15 +hardcorenas_c,83.340,16.660,95.706,4.294,5.52,224,0.875,bilinear,+6.290,+2.548,-11 +tf_efficientnet_lite1,83.340,16.660,95.640,4.360,5.42,240,0.882,bicubic,+6.700,+2.420,+2 regnetx_016,83.197,16.803,95.740,4.260,9.19,224,0.875,bicubic,+6.247,+2.319,-10 -dpn68,83.180,16.820,95.595,4.405,12.61,224,0.875,bicubic,+6.874,+2.621,+10 -tf_mixnet_m,83.176,16.824,95.463,4.537,5.01,224,0.875,bicubic,+6.234,+2.311,-10 -tf_efficientnet_es,83.174,16.826,95.587,4.413,5.44,224,0.875,bicubic,+6.576,+2.383,0 -mobilenetv2_140,83.169,16.831,95.689,4.311,6.11,224,0.875,bicubic,+6.661,+2.691,+3 -xcit_nano_12_p16_384_dist,83.165,16.835,95.755,4.245,3.05,384,1.000,bicubic,+7.715,+3.064,+22 -ese_vovnet19b_dw,83.107,16.893,95.779,4.221,6.54,224,0.875,bicubic,+6.307,+2.507,-10 -levit_128s,83.062,16.938,95.529,4.471,7.78,224,0.900,bicubic,+6.543,+2.663,-1 -resnet26d,83.056,16.944,95.608,4.392,16.01,224,0.875,bicubic,+6.356,+2.462,-9 -repvgg_a2,83.001,16.999,95.591,4.409,28.21,224,0.875,bilinear,+6.541,+2.585,-1 -tv_resnet50,82.958,17.042,95.472,4.529,25.56,224,0.875,bilinear,+6.820,+2.610,+2 -hardcorenas_b,82.864,17.136,95.390,4.610,5.18,224,0.875,bilinear,+6.332,+2.636,-6 -densenet121,82.819,17.181,95.583,4.417,7.98,224,0.875,bicubic,+7.237,+2.931,+9 -vit_tiny_r_s16_p8_384,82.689,17.311,95.845,4.155,6.36,384,1.000,bicubic,+6.733,+2.583,+2 -densenet169,82.680,17.320,95.600,4.400,14.15,224,0.875,bicubic,+6.780,+2.570,+3 -vit_small_patch32_224,82.527,17.473,95.670,4.330,22.88,224,0.900,bicubic,+6.529,+2.398,-2 +dpn68,83.180,16.820,95.597,4.402,12.61,224,0.875,bicubic,+6.874,+2.623,+10 +mobilenetv2_140,83.180,16.820,95.687,4.313,6.11,224,0.875,bicubic,+6.658,+2.691,+4 +tf_efficientnet_es,83.178,16.822,95.587,4.413,5.44,224,0.875,bicubic,+6.582,+2.383,0 +tf_mixnet_m,83.176,16.824,95.461,4.539,5.01,224,0.875,bicubic,+6.234,+2.307,-12 +xcit_nano_12_p16_384_dist,83.171,16.829,95.751,4.249,3.05,384,1.000,bicubic,+7.715,+3.061,+21 +ese_vovnet19b_dw,83.114,16.886,95.779,4.221,6.54,224,0.875,bicubic,+6.312,+2.507,-10 +levit_128s,83.062,16.938,95.529,4.471,7.78,224,0.900,bicubic,+6.543,+2.657,0 +resnet26d,83.062,16.938,95.610,4.390,16.01,224,0.875,bicubic,+6.359,+2.460,-9 +repvgg_a2,83.001,16.999,95.591,4.409,28.21,224,0.875,bilinear,+6.543,+2.581,-1 +tv_resnet50,82.954,17.046,95.472,4.529,25.56,224,0.875,bilinear,+6.820,+2.604,+2 +hardcorenas_b,82.868,17.132,95.390,4.610,5.18,224,0.875,bilinear,+6.332,+2.636,-6 +densenet121,82.821,17.179,95.583,4.417,7.98,224,0.875,bicubic,+7.237,+2.931,+9 +vit_tiny_r_s16_p8_384,82.691,17.309,95.845,4.155,6.36,384,1.000,bicubic,+6.737,+2.581,+2 +densenet169,82.678,17.322,95.600,4.400,14.15,224,0.875,bicubic,+6.780,+2.570,+3 mixnet_s,82.522,17.478,95.356,4.644,4.13,224,0.875,bicubic,+6.530,+2.558,-2 -regnety_008,82.488,17.512,95.491,4.509,6.26,224,0.875,bicubic,+6.176,+2.421,-7 -efficientnet_lite0,82.382,17.619,95.284,4.716,4.65,224,0.875,bicubic,+6.906,+2.772,+6 -resnest14d,82.352,17.648,95.343,4.657,10.61,224,0.875,bilinear,+6.846,+2.823,+4 -hardcorenas_a,82.313,17.687,95.299,4.701,5.26,224,0.875,bilinear,+6.391,+2.783,-4 -efficientnet_es_pruned,82.285,17.715,95.301,4.699,5.44,224,0.875,bicubic,+7.287,+2.863,+15 -mobilenetv3_rw,82.275,17.725,95.234,4.766,5.48,224,0.875,bicubic,+6.645,+2.526,-2 -semnasnet_100,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.801,+2.630,+3 -mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.415,+2.656,-6 +vit_small_patch32_224,82.507,17.493,95.668,4.332,22.88,224,0.900,bicubic,+6.521,+2.398,-2 +regnety_008,82.488,17.512,95.491,4.509,6.26,224,0.875,bicubic,+6.178,+2.421,-7 +efficientnet_lite0,82.386,17.614,95.281,4.718,4.65,224,0.875,bicubic,+6.910,+2.769,+6 +resnest14d,82.349,17.651,95.341,4.659,10.61,224,0.875,bilinear,+6.845,+2.821,+4 +hardcorenas_a,82.311,17.689,95.296,4.704,5.26,224,0.875,bilinear,+6.391,+2.776,-4 +efficientnet_es_pruned,82.287,17.712,95.301,4.699,5.44,224,0.875,bicubic,+7.291,+2.861,+15 +mobilenetv3_rw,82.273,17.727,95.234,4.766,5.48,224,0.875,bicubic,+6.641,+2.526,-2 +semnasnet_100,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.801,+2.630,+4 +mobilenetv3_large_100,82.179,17.821,95.198,4.802,5.48,224,0.875,bicubic,+6.413,+2.654,-6 resnet34,82.144,17.855,95.128,4.872,21.80,224,0.875,bilinear,+7.030,+2.844,+8 -mobilenetv2_110d,82.072,17.928,95.076,4.923,4.52,224,0.875,bicubic,+7.032,+2.892,+8 -vit_tiny_patch16_224,82.063,17.937,95.484,4.516,5.72,224,0.900,bicubic,+6.607,+2.638,-2 +vit_tiny_patch16_224,82.076,17.924,95.482,4.518,5.72,224,0.900,bicubic,+6.614,+2.638,-1 +mobilenetv2_110d,82.074,17.926,95.076,4.923,4.52,224,0.875,bicubic,+7.036,+2.892,+7 tf_mixnet_s,82.038,17.962,95.124,4.877,4.13,224,0.875,bicubic,+6.388,+2.496,-9 -repvgg_b0,82.012,17.988,95.098,4.902,15.82,224,0.875,bilinear,+6.856,+2.680,+1 -deit_tiny_distilled_patch16_224,81.999,18.001,95.141,4.859,5.91,224,0.900,bicubic,+7.487,+3.253,+15 -mixer_b16_224,81.987,18.014,94.449,5.551,59.88,224,0.875,bicubic,+5.377,+2.219,-29 -pit_ti_distilled_224,81.967,18.033,95.145,4.855,5.10,224,0.900,bicubic,+7.435,+3.047,+12 -hrnet_w18_small_v2,81.965,18.035,95.164,4.836,15.60,224,0.875,bilinear,+6.847,+2.748,-1 -tf_efficientnet_lite0,81.957,18.043,95.162,4.838,4.65,224,0.875,bicubic,+7.125,+2.986,+4 -resnet26,81.954,18.046,95.245,4.755,16.00,224,0.875,bicubic,+6.652,+2.669,-7 -tinynet_b,81.873,18.127,94.878,5.122,3.73,188,0.875,bicubic,+6.893,+2.692,+1 -tf_mobilenetv3_large_100,81.848,18.152,95.068,4.932,5.48,224,0.875,bilinear,+6.330,+2.464,-15 -tv_densenet121,81.726,18.274,95.036,4.964,7.98,224,0.875,bicubic,+6.982,+2.886,+2 -regnety_006,81.696,18.304,95.121,4.879,6.06,224,0.875,bicubic,+6.450,+2.587,-10 -dla34,81.647,18.353,94.878,5.122,15.74,224,0.875,bilinear,+7.027,+2.806,+2 -xcit_nano_12_p8_224,81.643,18.357,95.271,4.729,3.05,224,1.000,bicubic,+7.725,+3.101,+10 -crossvit_9_240,81.617,18.383,94.978,5.022,8.55,240,0.875,bicubic,+7.647,+3.014,+8 -fbnetc_100,81.559,18.441,94.966,5.035,5.57,224,0.875,bilinear,+6.433,+2.584,-12 -legacy_seresnet34,81.538,18.462,94.897,5.103,21.96,224,0.875,bilinear,+6.728,+2.771,-5 -gluon_resnet34_v1b,81.498,18.503,94.805,5.195,21.80,224,0.875,bicubic,+6.906,+2.817,-2 -regnetx_008,81.481,18.520,95.064,4.936,7.26,224,0.875,bicubic,+6.445,+2.724,-11 -mnasnet_100,81.455,18.545,94.901,5.098,4.38,224,0.875,bicubic,+6.801,+2.791,-6 +repvgg_b0,82.006,17.994,95.098,4.902,15.82,224,0.875,bilinear,+6.846,+2.680,+1 +deit_tiny_distilled_patch16_224,81.997,18.003,95.134,4.866,5.91,224,0.900,bicubic,+7.485,+3.248,+16 +mixer_b16_224,81.987,18.014,94.453,5.547,59.88,224,0.875,bicubic,+5.375,+2.225,-29 +pit_ti_distilled_224,81.972,18.029,95.145,4.855,5.10,224,0.900,bicubic,+7.440,+3.049,+13 +hrnet_w18_small_v2,81.963,18.037,95.164,4.836,15.60,224,0.875,bilinear,+6.845,+2.748,-1 +resnet26,81.954,18.046,95.247,4.753,16.00,224,0.875,bicubic,+6.654,+2.669,-6 +tf_efficientnet_lite0,81.952,18.048,95.162,4.838,4.65,224,0.875,bicubic,+7.120,+2.988,+3 +tinynet_b,81.873,18.127,94.880,5.120,3.73,188,0.875,bicubic,+6.897,+2.696,+1 +tf_mobilenetv3_large_100,81.848,18.152,95.070,4.930,5.48,224,0.875,bilinear,+6.330,+2.466,-15 +tv_densenet121,81.724,18.276,95.036,4.964,7.98,224,0.875,bicubic,+6.980,+2.884,+2 +regnety_006,81.698,18.302,95.121,4.879,6.06,224,0.875,bicubic,+6.448,+2.587,-10 +dla34,81.645,18.355,94.882,5.118,15.74,224,0.875,bilinear,+7.025,+2.810,+3 +xcit_nano_12_p8_224,81.638,18.362,95.271,4.729,3.05,224,1.000,bicubic,+7.728,+3.103,+11 +crossvit_9_240,81.615,18.385,94.981,5.019,8.55,240,0.875,bicubic,+7.655,+3.013,+9 +mobilevit_xs,81.570,18.430,95.036,4.964,2.32,256,0.900,bicubic,+6.926,+2.680,-1 +fbnetc_100,81.559,18.441,94.966,5.035,5.57,224,0.875,bilinear,+6.430,+2.580,-13 +legacy_seresnet34,81.536,18.464,94.897,5.103,21.96,224,0.875,bilinear,+6.728,+2.771,-6 +gluon_resnet34_v1b,81.498,18.503,94.805,5.195,21.80,224,0.875,bicubic,+6.910,+2.817,-2 +regnetx_008,81.481,18.520,95.064,4.936,7.26,224,0.875,bicubic,+6.447,+2.724,-12 +mnasnet_100,81.453,18.547,94.901,5.098,4.38,224,0.875,bicubic,+6.795,+2.790,-7 vgg19_bn,81.446,18.554,94.765,5.235,143.68,224,0.875,bilinear,+7.232,+2.917,-2 -convit_tiny,81.132,18.868,95.047,4.953,5.71,224,0.875,bicubic,+8.012,+3.327,+10 -crossvit_tiny_240,81.094,18.906,94.987,5.013,7.01,240,0.875,bicubic,+7.758,+3.071,+6 -spnasnet_100,80.872,19.128,94.526,5.474,4.42,224,0.875,bilinear,+6.786,+2.708,-4 -ghostnet_100,80.701,19.299,94.291,5.709,5.18,224,0.875,bilinear,+6.723,+2.833,-3 +convit_tiny,81.132,18.868,95.040,4.960,5.71,224,0.875,bicubic,+8.018,+3.326,+10 +crossvit_tiny_240,81.090,18.910,94.985,5.015,7.01,240,0.875,bicubic,+7.758,+3.071,+6 +spnasnet_100,80.872,19.128,94.526,5.474,4.42,224,0.875,bilinear,+6.788,+2.706,-4 +ghostnet_100,80.701,19.299,94.291,5.709,5.18,224,0.875,bilinear,+6.727,+2.831,-3 regnety_004,80.650,19.350,94.684,5.316,4.34,224,0.875,bicubic,+6.626,+2.930,-5 skresnet18,80.641,19.359,94.376,5.624,11.96,224,0.875,bicubic,+7.605,+3.208,+6 -regnetx_006,80.635,19.365,94.528,5.472,6.20,224,0.875,bicubic,+6.783,+2.854,-3 -pit_ti_224,80.609,19.391,94.620,5.380,4.85,224,0.900,bicubic,+7.699,+3.214,+7 -swsl_resnet18,80.567,19.433,94.746,5.254,11.69,224,0.875,bilinear,+7.293,+3.008,+1 +regnetx_006,80.635,19.365,94.526,5.474,6.20,224,0.875,bicubic,+6.775,+2.854,-3 +pit_ti_224,80.614,19.386,94.615,5.385,4.85,224,0.900,bicubic,+7.702,+3.209,+7 +swsl_resnet18,80.573,19.427,94.746,5.254,11.69,224,0.875,bilinear,+7.297,+3.010,+1 vgg16_bn,80.556,19.444,94.592,5.408,138.37,224,0.875,bilinear,+7.206,+3.088,-3 -semnasnet_075,80.481,19.519,94.321,5.679,2.91,224,0.875,bicubic,+7.507,+3.185,+2 -tv_resnet34,80.389,19.611,94.438,5.562,21.80,224,0.875,bilinear,+7.081,+3.014,-3 +semnasnet_075,80.473,19.527,94.323,5.677,2.91,224,0.875,bicubic,+7.501,+3.187,+2 +tv_resnet34,80.389,19.611,94.438,5.562,21.80,224,0.875,bilinear,+7.083,+3.014,-3 resnet18d,80.385,19.615,94.246,5.754,11.71,224,0.875,bicubic,+8.135,+3.558,+8 -mobilenetv2_100,80.255,19.745,94.197,5.803,3.50,224,0.875,bicubic,+7.289,+3.179,0 -xcit_nano_12_p16_224_dist,80.216,19.784,94.357,5.643,3.05,224,1.000,bicubic,+7.914,+3.495,+5 -vit_base_patch32_224_sam,80.210,19.790,93.823,6.177,88.22,224,0.900,bicubic,+6.518,+2.811,-11 -ssl_resnet18,80.101,19.899,94.590,5.410,11.69,224,0.875,bilinear,+7.495,+3.166,-1 -tf_mobilenetv3_large_075,80.088,19.912,94.182,5.818,3.99,224,0.875,bilinear,+6.648,+2.834,-12 -deit_tiny_patch16_224,80.011,19.988,94.449,5.551,5.72,224,0.900,bicubic,+7.846,+3.329,+4 -hrnet_w18_small,79.563,20.437,93.896,6.104,13.19,224,0.875,bilinear,+7.223,+3.218,-1 +mobilenetv2_100,80.255,19.745,94.197,5.803,3.50,224,0.875,bicubic,+7.285,+3.177,0 +xcit_nano_12_p16_224_dist,80.216,19.784,94.359,5.641,3.05,224,1.000,bicubic,+7.914,+3.501,+5 +vit_base_patch32_224_sam,80.210,19.790,93.823,6.177,88.22,224,0.900,bicubic,+6.516,+2.813,-11 +ssl_resnet18,80.097,19.903,94.590,5.410,11.69,224,0.875,bilinear,+7.489,+3.166,-1 +tf_mobilenetv3_large_075,80.091,19.910,94.184,5.816,3.99,224,0.875,bilinear,+6.654,+2.840,-12 +deit_tiny_patch16_224,80.016,19.984,94.449,5.551,5.72,224,0.900,bicubic,+7.844,+3.335,+4 +hrnet_w18_small,79.565,20.435,93.896,6.104,13.19,224,0.875,bilinear,+7.227,+3.216,-1 vgg19,79.478,20.522,93.868,6.132,143.67,224,0.875,bilinear,+7.112,+2.998,-3 -regnetx_004,79.424,20.576,93.851,6.149,5.16,224,0.875,bicubic,+7.034,+3.021,-5 -tf_mobilenetv3_large_minimal_100,79.226,20.774,93.702,6.298,3.92,224,0.875,bilinear,+6.976,+3.072,-1 +regnetx_004,79.422,20.578,93.851,6.149,5.16,224,0.875,bicubic,+7.030,+3.019,-5 +tf_mobilenetv3_large_minimal_100,79.224,20.776,93.702,6.298,3.92,224,0.875,bilinear,+6.974,+3.072,-1 legacy_seresnet18,79.157,20.843,93.781,6.219,11.78,224,0.875,bicubic,+7.415,+3.449,+3 vgg16,79.034,20.966,93.646,6.354,138.36,224,0.875,bilinear,+7.444,+3.264,+4 vgg13_bn,79.008,20.992,93.657,6.343,133.05,224,0.875,bilinear,+7.414,+3.281,+2 -vit_tiny_r_s16_p8_224,78.987,21.013,93.898,6.102,6.34,224,0.900,bicubic,+7.199,+3.076,-1 -lcnet_100,78.895,21.105,93.558,6.441,2.95,224,0.875,bicubic,+6.787,+3.180,-4 +vit_tiny_r_s16_p8_224,78.991,21.009,93.900,6.100,6.34,224,0.900,bicubic,+7.199,+3.078,-1 +lcnet_100,78.895,21.105,93.558,6.441,2.95,224,0.875,bicubic,+6.791,+3.182,-4 tinynet_c,78.432,21.568,93.140,6.860,2.46,184,0.875,bicubic,+7.204,+3.390,+1 -gluon_resnet18_v1b,78.374,21.626,93.136,6.864,11.69,224,0.875,bicubic,+7.536,+3.374,+1 +gluon_resnet18_v1b,78.374,21.626,93.136,6.864,11.69,224,0.875,bicubic,+7.540,+3.374,+1 vgg11_bn,77.926,22.074,93.230,6.770,132.87,224,0.875,bilinear,+7.566,+3.428,+1 -xcit_nano_12_p16_224,77.906,22.094,93.428,6.572,3.05,224,1.000,bicubic,+7.942,+3.668,+2 -regnety_002,77.411,22.589,92.907,7.093,3.16,224,0.875,bicubic,+7.157,+3.367,0 -resnet18,77.274,22.726,92.760,7.240,11.69,224,0.875,bilinear,+7.530,+3.678,+2 -mixer_l16_224,77.270,22.730,90.580,9.420,208.20,224,0.875,bicubic,+5.222,+2.916,-10 +xcit_nano_12_p16_224,77.891,22.109,93.433,6.567,3.05,224,1.000,bicubic,+7.937,+3.678,+2 +regnety_002,77.411,22.589,92.907,7.093,3.16,224,0.875,bicubic,+7.157,+3.375,0 +mixer_l16_224,77.283,22.717,90.578,9.422,208.20,224,0.875,bicubic,+5.229,+2.916,-9 +resnet18,77.274,22.726,92.760,7.240,11.69,224,0.875,bilinear,+7.530,+3.678,+1 vgg13,77.227,22.773,92.687,7.313,133.05,224,0.875,bilinear,+7.301,+3.441,-1 -vgg11,76.393,23.607,92.154,7.846,132.86,224,0.875,bilinear,+7.365,+3.528,0 -regnetx_002,76.117,23.883,92.209,7.791,2.68,224,0.875,bicubic,+7.367,+3.653,+1 -lcnet_075,76.057,23.943,92.070,7.930,2.36,224,0.875,bicubic,+7.239,+3.696,-1 +mobilevit_xxs,76.602,23.398,92.692,7.308,1.27,256,0.900,bicubic,+7.682,+3.748,+1 +vgg11,76.393,23.607,92.154,7.846,132.86,224,0.875,bilinear,+7.365,+3.528,-1 +regnetx_002,76.117,23.883,92.209,7.791,2.68,224,0.875,bicubic,+7.361,+3.653,+1 +lcnet_075,76.057,23.943,92.064,7.936,2.36,224,0.875,bicubic,+7.241,+3.694,-1 dla60x_c,75.637,24.363,92.177,7.823,1.32,224,0.875,bilinear,+7.745,+3.751,+1 -tf_mobilenetv3_small_100,74.717,25.283,91.257,8.743,2.54,224,0.875,bilinear,+6.793,+3.593,-1 +mobilenetv3_small_100,74.913,25.087,91.494,8.506,2.54,224,0.875,bicubic,+7.257,+3.860,+1 +tf_mobilenetv3_small_100,74.719,25.281,91.257,8.743,2.54,224,0.875,bilinear,+6.795,+3.593,-2 tinynet_d,74.281,25.719,90.922,9.078,2.34,152,0.875,bicubic,+7.323,+3.858,0 +mnasnet_small,73.816,26.184,90.730,9.270,2.03,224,0.875,bicubic,+7.610,+4.222,0 dla46x_c,73.647,26.353,91.095,8.905,1.07,224,0.875,bilinear,+7.677,+4.115,0 mobilenetv2_050,73.463,26.537,90.317,9.682,1.97,224,0.875,bicubic,+7.521,+4.236,0 -mnasnet_small,73.371,26.628,90.516,9.484,2.03,224,0.875,bicubic,+7.775,+4.328,+1 -tf_mobilenetv3_small_075,72.810,27.190,90.036,9.964,2.04,224,0.875,bilinear,+7.096,+3.902,-1 -dla46_c,72.607,27.393,90.499,9.501,1.30,224,0.875,bilinear,+7.741,+4.205,0 +tf_mobilenetv3_small_075,72.806,27.194,90.038,9.962,2.04,224,0.875,bilinear,+7.092,+3.904,0 +dla46_c,72.607,27.393,90.499,9.501,1.30,224,0.875,bilinear,+7.741,+4.205,+1 +mobilenetv3_small_075,72.325,27.675,89.671,10.329,2.04,224,0.875,bicubic,+7.083,+4.233,-1 lcnet_050,70.393,29.607,88.825,11.175,1.88,224,0.875,bicubic,+7.293,+4.443,0 tf_mobilenetv3_small_minimal_100,70.111,29.889,88.507,11.493,2.04,224,0.875,bilinear,+7.203,+4.273,0 -tinynet_e,66.817,33.183,86.269,13.731,2.04,106,0.875,bicubic,+6.961,+4.503,0 +tinynet_e,66.813,33.187,86.274,13.726,2.04,106,0.875,bicubic,+6.957,+4.510,0 +mobilenetv3_small_050,64.671,35.329,84.867,15.133,1.59,224,0.875,bicubic,+6.781,+4.673,0 diff --git a/results/results-imagenet.csv b/results/results-imagenet.csv index ae25e015..78a58276 100644 --- a/results/results-imagenet.csv +++ b/results/results-imagenet.csv @@ -1,553 +1,591 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation -beit_large_patch16_512,88.602,11.398,98.656,1.344,305.67,512,1.000,bicubic +beit_large_patch16_512,88.600,11.400,98.656,1.344,305.67,512,1.000,bicubic beit_large_patch16_384,88.404,11.596,98.608,1.392,305.00,384,1.000,bicubic tf_efficientnet_l2_ns,88.348,11.652,98.648,1.352,480.31,800,0.960,bicubic tf_efficientnet_l2_ns_475,88.232,11.768,98.546,1.454,480.31,475,0.936,bicubic -convnext_xlarge_384_in22ft1k,87.544,12.456,98.490,1.510,350.20,384,1.000,bicubic -beit_large_patch16_224,87.478,12.522,98.306,1.694,304.43,224,0.900,bicubic -convnext_large_384_in22ft1k,87.398,12.602,98.366,1.634,197.77,384,1.000,bicubic -swin_large_patch4_window12_384,87.148,12.852,98.240,1.760,196.74,384,1.000,bicubic -vit_large_patch16_384,87.080,12.920,98.302,1.698,304.72,384,1.000,bicubic -convnext_xlarge_in22ft1k,87.008,12.992,98.208,1.792,350.20,224,0.875,bicubic -tf_efficientnet_b7_ns,86.840,13.160,98.094,1.906,66.35,600,0.949,bicubic +convnext_xlarge_384_in22ft1k,87.546,12.454,98.486,1.514,350.20,384,1.000,bicubic +beit_large_patch16_224,87.474,12.526,98.304,1.696,304.43,224,0.900,bicubic +convnext_large_384_in22ft1k,87.396,12.604,98.368,1.632,197.77,384,1.000,bicubic +swin_large_patch4_window12_384,87.150,12.850,98.240,1.760,196.74,384,1.000,bicubic +vit_large_patch16_384,87.080,12.920,98.300,1.700,304.72,384,1.000,bicubic +volo_d5_512,87.042,12.958,97.968,2.032,296.09,512,1.150,bicubic +convnext_xlarge_in22ft1k,87.002,12.998,98.212,1.788,350.20,224,0.875,bicubic +volo_d5_448,86.952,13.048,97.940,2.060,295.91,448,1.150,bicubic +tf_efficientnet_b7_ns,86.838,13.162,98.096,1.904,66.35,600,0.949,bicubic beit_base_patch16_384,86.798,13.202,98.136,1.864,86.74,384,1.000,bicubic -convnext_large_in22ft1k,86.626,13.374,98.032,1.968,197.77,224,0.875,bicubic -convnext_base_384_in22ft1k,86.566,13.434,98.198,1.802,88.59,384,1.000,bicubic -cait_m48_448,86.484,13.516,97.752,2.248,356.46,448,1.000,bicubic -tf_efficientnet_b6_ns,86.450,13.550,97.882,2.118,43.04,528,0.942,bicubic +volo_d4_448,86.790,13.210,97.882,2.118,193.41,448,1.150,bicubic +convnext_large_in22ft1k,86.636,13.364,98.028,1.972,197.77,224,0.875,bicubic +convnext_base_384_in22ft1k,86.544,13.456,98.190,1.810,88.59,384,1.000,bicubic +volo_d3_448,86.496,13.504,97.710,2.290,86.63,448,1.000,bicubic +cait_m48_448,86.486,13.514,97.752,2.248,356.46,448,1.000,bicubic +tf_efficientnet_b6_ns,86.454,13.546,97.882,2.118,43.04,528,0.942,bicubic swin_base_patch4_window12_384,86.432,13.568,98.056,1.944,87.90,384,1.000,bicubic tf_efficientnetv2_xl_in21ft1k,86.418,13.582,97.866,2.134,208.12,512,1.000,bicubic -swin_large_patch4_window7_224,86.318,13.682,97.892,2.108,196.53,224,0.900,bicubic +swin_large_patch4_window7_224,86.314,13.686,97.892,2.108,196.53,224,0.900,bicubic tf_efficientnetv2_l_in21ft1k,86.304,13.696,97.978,2.022,118.52,480,1.000,bicubic -vit_large_r50_s32_384,86.182,13.818,97.918,2.082,329.09,384,1.000,bicubic -dm_nfnet_f6,86.144,13.856,97.730,2.270,438.36,576,0.956,bicubic +vit_large_r50_s32_384,86.182,13.818,97.920,2.080,329.09,384,1.000,bicubic +dm_nfnet_f6,86.142,13.858,97.730,2.270,438.36,576,0.956,bicubic tf_efficientnet_b5_ns,86.090,13.910,97.750,2.250,30.39,456,0.934,bicubic +volo_d5_224,86.072,13.928,97.578,2.422,295.46,224,0.960,bicubic cait_m36_384,86.052,13.948,97.730,2.270,271.22,384,1.000,bicubic -vit_base_patch16_384,86.006,13.994,98.002,1.998,86.86,384,1.000,bicubic -xcit_large_24_p8_384_dist,86.000,14.000,97.684,2.316,188.93,384,1.000,bicubic -vit_large_patch16_224,85.844,14.156,97.824,2.176,304.33,224,0.900,bicubic -dm_nfnet_f5,85.814,14.186,97.486,2.514,377.21,544,0.954,bicubic +volo_d2_384,86.040,13.960,97.572,2.428,58.87,384,1.000,bicubic +vit_base_patch16_384,86.010,13.990,98.002,1.998,86.86,384,1.000,bicubic +xcit_large_24_p8_384_dist,85.998,14.002,97.684,2.316,188.93,384,1.000,bicubic +volo_d4_224,85.874,14.126,97.468,2.532,192.96,224,0.960,bicubic +vit_large_patch16_224,85.838,14.162,97.820,2.180,304.33,224,0.900,bicubic +convnext_base_in22ft1k,85.824,14.176,97.866,2.134,88.59,224,0.875,bicubic +dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic xcit_medium_24_p8_384_dist,85.814,14.186,97.592,2.408,84.32,384,1.000,bicubic -convnext_base_in22ft1k,85.796,14.204,97.866,2.134,88.59,224,0.875,bicubic -vit_base_patch8_224,85.792,14.208,97.792,2.208,86.58,224,0.900,bicubic -xcit_large_24_p16_384_dist,85.756,14.244,97.538,2.462,189.10,384,1.000,bicubic +vit_base_patch8_224,85.794,14.206,97.794,2.206,86.58,224,0.900,bicubic +xcit_large_24_p16_384_dist,85.754,14.246,97.538,2.462,189.10,384,1.000,bicubic dm_nfnet_f4,85.714,14.286,97.522,2.478,316.07,512,0.951,bicubic -tf_efficientnetv2_m_in21ft1k,85.592,14.408,97.746,2.254,54.14,480,1.000,bicubic -xcit_small_24_p8_384_dist,85.552,14.448,97.572,2.428,47.63,384,1.000,bicubic -dm_nfnet_f3,85.524,14.476,97.462,2.538,254.92,416,0.940,bicubic +tf_efficientnetv2_m_in21ft1k,85.590,14.410,97.744,2.256,54.14,480,1.000,bicubic +xcit_small_24_p8_384_dist,85.556,14.444,97.572,2.428,47.63,384,1.000,bicubic +dm_nfnet_f3,85.522,14.478,97.462,2.538,254.92,416,0.940,bicubic tf_efficientnetv2_l,85.490,14.510,97.372,2.628,118.52,480,1.000,bicubic cait_s36_384,85.462,14.538,97.480,2.520,68.37,384,1.000,bicubic ig_resnext101_32x48d,85.436,14.564,97.576,2.424,828.41,224,0.875,bilinear +xcit_medium_24_p16_384_dist,85.422,14.578,97.406,2.594,84.40,384,1.000,bicubic deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic -xcit_medium_24_p16_384_dist,85.420,14.580,97.406,2.594,84.40,384,1.000,bicubic +volo_d3_224,85.412,14.588,97.280,2.720,86.33,224,0.960,bicubic xcit_large_24_p8_224_dist,85.398,14.602,97.410,2.590,188.93,224,1.000,bicubic -tf_efficientnet_b8_ap,85.370,14.630,97.292,2.708,87.41,672,0.954,bicubic -tf_efficientnet_b8,85.366,14.634,97.392,2.608,87.41,672,0.954,bicubic -swin_base_patch4_window7_224,85.250,14.750,97.560,2.440,87.77,224,0.900,bicubic -beit_base_patch16_224,85.228,14.772,97.656,2.344,86.53,224,0.900,bicubic +tf_efficientnet_b8_ap,85.372,14.628,97.292,2.708,87.41,672,0.954,bicubic +tf_efficientnet_b8,85.368,14.632,97.390,2.610,87.41,672,0.954,bicubic +swin_base_patch4_window7_224,85.248,14.752,97.562,2.438,87.77,224,0.900,bicubic +volo_d1_384,85.248,14.752,97.214,2.786,26.78,384,1.000,bicubic +beit_base_patch16_224,85.228,14.772,97.658,2.342,86.53,224,0.900,bicubic +volo_d2_224,85.194,14.806,97.188,2.812,58.68,224,0.960,bicubic tf_efficientnet_b4_ns,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic tf_efficientnet_b7_ap,85.120,14.880,97.252,2.748,66.35,600,0.949,bicubic -ig_resnext101_32x32d,85.102,14.898,97.434,2.566,468.53,224,0.875,bilinear +ig_resnext101_32x32d,85.100,14.900,97.434,2.566,468.53,224,0.875,bilinear xcit_small_24_p16_384_dist,85.094,14.906,97.310,2.690,47.67,384,1.000,bicubic -xcit_small_12_p8_384_dist,85.082,14.918,97.280,2.720,26.21,384,1.000,bicubic -xcit_medium_24_p8_224_dist,85.068,14.932,97.278,2.722,84.32,224,1.000,bicubic -dm_nfnet_f2,85.064,14.936,97.240,2.760,193.78,352,0.920,bicubic -cait_s24_384,85.048,14.952,97.348,2.652,47.06,384,1.000,bicubic -tf_efficientnetv2_m,85.036,14.964,97.278,2.722,54.14,480,1.000,bicubic +xcit_small_12_p8_384_dist,85.080,14.920,97.280,2.720,26.21,384,1.000,bicubic +xcit_medium_24_p8_224_dist,85.072,14.928,97.280,2.720,84.32,224,1.000,bicubic +dm_nfnet_f2,85.062,14.938,97.240,2.760,193.78,352,0.920,bicubic +cait_s24_384,85.046,14.954,97.346,2.654,47.06,384,1.000,bicubic +tf_efficientnetv2_m,85.038,14.962,97.278,2.722,54.14,480,1.000,bicubic regnetz_e8,85.030,14.970,97.264,2.736,57.70,320,1.000,bicubic resnetrs420,85.010,14.990,97.124,2.876,191.89,416,1.000,bicubic ecaresnet269d,84.976,15.024,97.226,2.774,102.09,352,1.000,bicubic -vit_base_r50_s16_384,84.972,15.028,97.290,2.710,98.95,384,1.000,bicubic -tf_efficientnet_b7,84.934,15.066,97.206,2.794,66.35,600,0.949,bicubic -xcit_large_24_p16_224_dist,84.918,15.082,97.132,2.868,189.10,224,1.000,bicubic +vit_base_r50_s16_384,84.970,15.030,97.290,2.710,98.95,384,1.000,bicubic +tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic +xcit_large_24_p16_224_dist,84.922,15.078,97.132,2.868,189.10,224,1.000,bicubic resnetv2_152x4_bitm,84.916,15.084,97.442,2.558,936.53,480,1.000,bilinear -xcit_small_24_p8_224_dist,84.874,15.126,97.188,2.812,47.63,224,1.000,bicubic -efficientnetv2_rw_m,84.810,15.190,97.146,2.854,53.24,416,1.000,bicubic -tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic -resnetrs350,84.720,15.280,96.988,3.012,163.96,384,1.000,bicubic -xcit_small_12_p16_384_dist,84.706,15.294,97.118,2.882,26.25,384,1.000,bicubic +xcit_small_24_p8_224_dist,84.876,15.124,97.188,2.812,47.63,224,1.000,bicubic +efficientnetv2_rw_m,84.812,15.188,97.146,2.854,53.24,416,1.000,bicubic +tf_efficientnet_b6_ap,84.786,15.214,97.138,2.862,43.04,528,0.942,bicubic +resnetrs350,84.718,15.282,96.988,3.012,163.96,384,1.000,bicubic +xcit_small_12_p16_384_dist,84.710,15.290,97.118,2.882,26.25,384,1.000,bicubic eca_nfnet_l2,84.696,15.304,97.264,2.736,56.72,384,1.000,bicubic -dm_nfnet_f1,84.624,15.376,97.098,2.902,132.63,320,0.910,bicubic -vit_base_patch16_224,84.526,15.474,97.298,2.702,86.57,224,0.900,bicubic -resnest269e,84.516,15.484,96.986,3.014,110.93,416,0.928,bicubic -resnetv2_152x2_bitm,84.508,15.492,97.434,2.566,236.34,448,1.000,bilinear +dm_nfnet_f1,84.624,15.376,97.100,2.900,132.63,320,0.910,bicubic +vit_base_patch16_224,84.528,15.472,97.294,2.706,86.57,224,0.900,bicubic +resnest269e,84.520,15.480,96.986,3.014,110.93,416,0.928,bicubic +resnetv2_152x2_bitm,84.506,15.494,97.434,2.566,236.34,448,1.000,bilinear +regnetz_040h,84.496,15.504,97.006,2.994,28.94,320,1.000,bicubic resnetv2_101x3_bitm,84.442,15.558,97.382,2.618,387.93,448,1.000,bilinear -resnetrs270,84.434,15.566,96.972,3.028,129.86,352,1.000,bicubic -vit_large_r50_s32_224,84.430,15.570,97.166,2.834,328.99,224,0.900,bicubic +resnetrs200,84.438,15.562,97.080,2.920,93.21,320,1.000,bicubic +resnetrs270,84.436,15.564,96.970,3.030,129.86,352,1.000,bicubic +vit_large_r50_s32_224,84.424,15.576,97.166,2.834,328.99,224,0.900,bicubic resmlp_big_24_224_in22ft1k,84.394,15.606,97.120,2.880,129.14,224,0.875,bicubic -xcit_large_24_p8_224,84.392,15.608,96.658,3.342,188.93,224,1.000,bicubic -seresnet152d,84.358,15.642,97.042,2.958,66.84,320,1.000,bicubic +xcit_large_24_p8_224,84.394,15.606,96.656,3.344,188.93,224,1.000,bicubic +seresnet152d,84.360,15.640,97.040,2.960,66.84,320,1.000,bicubic tf_efficientnetv2_s_in21ft1k,84.298,15.702,97.254,2.746,21.46,384,1.000,bicubic -convnext_large,84.296,15.704,96.894,3.106,197.77,224,0.875,bicubic +convnext_large,84.292,15.708,96.894,3.106,197.77,224,0.875,bicubic swsl_resnext101_32x8d,84.290,15.710,97.180,2.820,88.79,224,0.875,bilinear -xcit_medium_24_p16_224_dist,84.280,15.720,96.940,3.060,84.40,224,1.000,bicubic -vit_base_patch16_224_miil,84.270,15.730,96.802,3.198,86.54,224,0.875,bilinear -tf_efficientnet_b5_ap,84.256,15.744,96.978,3.022,30.39,456,0.934,bicubic -xcit_small_12_p8_224_dist,84.232,15.768,96.872,3.128,26.21,224,1.000,bicubic -crossvit_18_dagger_408,84.192,15.808,96.818,3.182,44.61,408,1.000,bicubic -ig_resnext101_32x16d,84.172,15.828,97.198,2.802,194.03,224,0.875,bilinear -pit_b_distilled_224,84.142,15.858,96.856,3.144,74.79,224,0.900,bicubic -tf_efficientnet_b6,84.108,15.892,96.886,3.114,43.04,528,0.942,bicubic -resnetrs200,84.066,15.934,96.874,3.126,93.21,320,1.000,bicubic -cait_xs24_384,84.062,15.938,96.888,3.112,26.67,384,1.000,bicubic +xcit_medium_24_p16_224_dist,84.274,15.726,96.940,3.060,84.40,224,1.000,bicubic +vit_base_patch16_224_miil,84.272,15.728,96.802,3.198,86.54,224,0.875,bilinear +tf_efficientnet_b5_ap,84.256,15.744,96.976,3.024,30.39,456,0.934,bicubic +xcit_small_12_p8_224_dist,84.236,15.764,96.874,3.126,26.21,224,1.000,bicubic +regnetz_040,84.234,15.766,96.932,3.068,27.12,320,1.000,bicubic +seresnext101_32x8d,84.204,15.796,96.876,3.124,93.57,288,1.000,bicubic +crossvit_18_dagger_408,84.194,15.806,96.818,3.182,44.61,408,1.000,bicubic +ig_resnext101_32x16d,84.170,15.830,97.198,2.802,194.03,224,0.875,bilinear +volo_d1_224,84.162,15.838,96.776,3.224,26.63,224,0.960,bicubic +pit_b_distilled_224,84.140,15.860,96.856,3.144,74.79,224,0.900,bicubic +tf_efficientnet_b6,84.110,15.890,96.888,3.112,43.04,528,0.942,bicubic +cait_xs24_384,84.062,15.938,96.890,3.110,26.67,384,1.000,bicubic +regnetz_d8_evos,84.054,15.946,96.996,3.004,23.46,320,0.950,bicubic regnetz_d8,84.052,15.948,96.994,3.006,23.37,320,1.000,bicubic tf_efficientnet_b3_ns,84.048,15.952,96.908,3.092,12.23,300,0.904,bicubic -vit_small_r26_s32_384,84.046,15.954,97.330,2.670,36.47,384,1.000,bicubic +vit_small_r26_s32_384,84.042,15.958,97.328,2.672,36.47,384,1.000,bicubic regnetz_d32,84.022,15.978,96.866,3.134,27.58,320,0.950,bicubic resnetv2_50x3_bitm,84.014,15.986,97.124,2.876,217.32,448,1.000,bilinear eca_nfnet_l1,84.012,15.988,97.028,2.972,41.41,320,1.000,bicubic -resnet200d,83.962,16.038,96.824,3.176,64.69,320,1.000,bicubic +resnet200d,83.964,16.036,96.824,3.176,64.69,320,1.000,bicubic +swin_s3_base_224,83.932,16.068,96.660,3.340,71.13,224,0.900,bicubic +regnety_080,83.926,16.074,96.888,3.112,39.18,288,1.000,bicubic tf_efficientnetv2_s,83.886,16.114,96.696,3.304,21.46,384,1.000,bicubic -xcit_small_24_p16_224_dist,83.862,16.138,96.724,3.276,47.67,224,1.000,bicubic +xcit_small_24_p16_224_dist,83.868,16.132,96.724,3.276,47.67,224,1.000,bicubic resnetv2_152x2_bit_teacher_384,83.844,16.156,97.118,2.882,236.34,384,1.000,bicubic -xcit_small_24_p8_224,83.842,16.158,96.636,3.364,47.63,224,1.000,bicubic -crossvit_15_dagger_408,83.832,16.168,96.784,3.216,28.50,408,1.000,bicubic -resnest200e,83.830,16.170,96.894,3.106,70.20,320,0.909,bicubic -convnext_base,83.816,16.184,96.768,3.232,88.59,224,0.875,bicubic +convnext_base,83.838,16.162,96.750,3.250,88.59,224,0.875,bicubic +xcit_small_24_p8_224,83.838,16.162,96.636,3.364,47.63,224,1.000,bicubic +crossvit_15_dagger_408,83.836,16.164,96.784,3.216,28.50,408,1.000,bicubic +resnest200e,83.828,16.172,96.892,3.108,70.20,320,0.909,bicubic tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic efficientnetv2_rw_s,83.810,16.190,96.722,3.278,23.94,384,1.000,bicubic -vit_small_patch16_384,83.806,16.194,97.100,2.900,22.20,384,1.000,bicubic -xcit_tiny_24_p8_384_dist,83.748,16.252,96.710,3.290,12.11,384,1.000,bicubic +vit_small_patch16_384,83.804,16.196,97.102,2.898,22.20,384,1.000,bicubic +swin_s3_small_224,83.768,16.232,96.452,3.548,49.74,224,0.900,bicubic +xcit_tiny_24_p8_384_dist,83.742,16.258,96.710,3.290,12.11,384,1.000,bicubic xcit_medium_24_p8_224,83.736,16.264,96.394,3.606,84.32,224,1.000,bicubic -resnetrs152,83.712,16.288,96.614,3.386,86.62,320,1.000,bicubic -regnety_160,83.686,16.314,96.776,3.224,83.59,288,1.000,bicubic +regnety_064,83.720,16.280,96.722,3.278,30.58,288,1.000,bicubic +resnetrs152,83.714,16.286,96.614,3.386,86.62,320,1.000,bicubic +regnetv_064,83.714,16.286,96.746,3.254,30.58,288,1.000,bicubic +regnety_160,83.690,16.310,96.776,3.224,83.59,288,1.000,bicubic twins_svt_large,83.680,16.320,96.594,3.406,99.27,224,0.900,bicubic -resnet152d,83.674,16.326,96.738,3.262,60.21,320,1.000,bicubic +resnet152d,83.678,16.322,96.738,3.262,60.21,320,1.000,bicubic resmlp_big_24_distilled_224,83.588,16.412,96.648,3.352,129.14,224,0.875,bicubic -jx_nest_base,83.554,16.446,96.364,3.636,67.72,224,0.875,bicubic +jx_nest_base,83.556,16.444,96.362,3.638,67.72,224,0.875,bicubic cait_s24_224,83.458,16.542,96.564,3.436,46.92,224,1.000,bicubic efficientnet_b4,83.424,16.576,96.596,3.404,19.34,384,1.000,bicubic -deit_base_distilled_patch16_224,83.390,16.610,96.486,3.514,87.34,224,0.900,bicubic +deit_base_distilled_patch16_224,83.392,16.608,96.486,3.514,87.34,224,0.900,bicubic dm_nfnet_f0,83.386,16.614,96.574,3.426,71.49,256,0.900,bicubic -swsl_resnext101_32x16d,83.356,16.644,96.842,3.158,194.03,224,0.875,bilinear -xcit_small_12_p16_224_dist,83.348,16.652,96.414,3.586,26.25,224,1.000,bicubic -vit_base_patch32_384,83.348,16.652,96.836,3.164,88.30,384,1.000,bicubic +swsl_resnext101_32x16d,83.350,16.650,96.844,3.156,194.03,224,0.875,bilinear +xcit_small_12_p16_224_dist,83.350,16.650,96.414,3.586,26.25,224,1.000,bicubic +vit_base_patch32_384,83.348,16.652,96.834,3.166,88.30,384,1.000,bicubic xcit_small_12_p8_224,83.344,16.656,96.480,3.520,26.21,224,1.000,bicubic tf_efficientnet_b4_ap,83.252,16.748,96.394,3.606,19.34,380,0.922,bicubic swsl_resnext101_32x4d,83.236,16.764,96.764,3.236,44.18,224,0.875,bilinear -swin_small_patch4_window7_224,83.214,16.786,96.324,3.676,49.61,224,0.900,bicubic -twins_pcpvt_large,83.136,16.864,96.602,3.398,60.99,224,0.900,bicubic -twins_svt_base,83.136,16.864,96.420,3.580,56.07,224,0.900,bicubic -convnext_small,83.126,16.874,96.424,3.576,50.22,224,0.875,bicubic -jx_nest_small,83.120,16.880,96.328,3.672,38.35,224,0.875,bicubic -deit_base_patch16_384,83.106,16.894,96.370,3.630,86.86,384,1.000,bicubic -tresnet_m,83.072,16.928,96.118,3.882,31.39,224,0.875,bilinear +swin_small_patch4_window7_224,83.216,16.784,96.324,3.676,49.61,224,0.900,bicubic +regnetv_040,83.200,16.800,96.662,3.338,20.64,288,1.000,bicubic +xception65,83.180,16.820,96.592,3.408,39.92,299,0.940,bicubic +convnext_small,83.150,16.850,96.432,3.568,50.22,224,0.875,bicubic +resnext101_64x4d,83.140,16.860,96.370,3.630,83.46,288,1.000,bicubic +twins_svt_base,83.138,16.862,96.420,3.580,56.07,224,0.900,bicubic +twins_pcpvt_large,83.134,16.866,96.604,3.396,60.99,224,0.900,bicubic +xception65p,83.126,16.874,96.478,3.522,39.82,299,0.940,bicubic +jx_nest_small,83.118,16.882,96.330,3.670,38.35,224,0.875,bicubic +deit_base_patch16_384,83.106,16.894,96.368,3.632,86.86,384,1.000,bicubic +tresnet_m,83.070,16.930,96.120,3.880,31.39,224,0.875,bilinear tresnet_xl_448,83.054,16.946,96.172,3.828,78.44,448,0.875,bilinear +regnety_040,83.036,16.964,96.506,3.494,20.65,288,1.000,bicubic tf_efficientnet_b4,83.024,16.976,96.300,3.700,19.34,380,0.922,bicubic -resnet101d,83.022,16.978,96.446,3.554,44.57,320,1.000,bicubic -xcit_large_24_p16_224,82.892,17.108,95.878,4.122,189.10,224,1.000,bicubic -resnest101e,82.888,17.112,96.320,3.680,48.28,256,0.875,bilinear +resnet101d,83.022,16.978,96.448,3.552,44.57,320,1.000,bicubic +xcit_large_24_p16_224,82.894,17.106,95.882,4.118,189.10,224,1.000,bicubic +resnest101e,82.890,17.110,96.318,3.682,48.28,256,0.875,bilinear resnetv2_152x2_bit_teacher,82.872,17.128,96.570,3.430,236.34,224,0.875,bicubic -resnetv2_50x1_bit_distilled,82.828,17.172,96.526,3.474,25.55,224,0.875,bicubic -resnet152,82.824,17.176,96.134,3.866,60.19,224,0.950,bicubic -pnasnet5large,82.788,17.212,96.040,3.960,86.06,331,0.911,bicubic +resnetv2_50x1_bit_distilled,82.822,17.178,96.528,3.472,25.55,224,0.875,bicubic +resnet152,82.820,17.180,96.130,3.870,60.19,224,0.950,bicubic +pnasnet5large,82.790,17.210,96.040,3.960,86.06,331,0.911,bicubic nfnet_l0,82.752,17.248,96.518,3.482,35.07,288,1.000,bicubic regnety_032,82.726,17.274,96.424,3.576,19.44,288,1.000,bicubic -twins_pcpvt_base,82.704,17.296,96.348,3.652,43.83,224,0.900,bicubic -ig_resnext101_32x8d,82.698,17.302,96.632,3.368,88.79,224,0.875,bilinear -xcit_medium_24_p16_224,82.638,17.362,95.976,4.024,84.40,224,1.000,bicubic +twins_pcpvt_base,82.708,17.292,96.350,3.650,43.83,224,0.900,bicubic +ig_resnext101_32x8d,82.700,17.300,96.630,3.370,88.79,224,0.875,bilinear +xcit_medium_24_p16_224,82.638,17.362,95.974,4.026,84.40,224,1.000,bicubic +regnetz_c16_evos,82.632,17.368,96.476,3.524,13.49,320,0.950,bicubic nasnetalarge,82.626,17.374,96.046,3.954,88.75,331,0.911,bicubic levit_384,82.588,17.412,96.022,3.978,39.13,224,0.900,bicubic -xcit_small_24_p16_224,82.582,17.418,96.004,3.996,47.67,224,1.000,bicubic -eca_nfnet_l0,82.578,17.422,96.492,3.508,24.14,288,1.000,bicubic -xcit_tiny_24_p16_384_dist,82.570,17.430,96.284,3.716,12.12,384,1.000,bicubic -xcit_tiny_24_p8_224_dist,82.562,17.438,96.168,3.832,12.11,224,1.000,bicubic +xcit_small_24_p16_224,82.580,17.420,96.006,3.994,47.67,224,1.000,bicubic +eca_nfnet_l0,82.576,17.424,96.490,3.510,24.14,288,1.000,bicubic +xcit_tiny_24_p16_384_dist,82.572,17.428,96.288,3.712,12.12,384,1.000,bicubic +xcit_tiny_24_p8_224_dist,82.564,17.436,96.170,3.830,12.11,224,1.000,bicubic resnet61q,82.526,17.474,96.134,3.866,36.85,288,1.000,bicubic -crossvit_18_dagger_240,82.520,17.480,96.072,3.928,44.27,240,0.875,bicubic -regnetz_c16,82.518,17.482,96.360,3.640,13.46,320,0.940,bicubic +crossvit_18_dagger_240,82.520,17.480,96.070,3.930,44.27,240,0.875,bicubic +regnetz_c16,82.516,17.484,96.360,3.640,13.46,320,0.940,bicubic gc_efficientnetv2_rw_t,82.466,17.534,96.296,3.704,13.68,288,1.000,bicubic -pit_b_224,82.444,17.556,95.712,4.288,73.76,224,0.900,bicubic -crossvit_18_240,82.400,17.600,96.054,3.946,43.27,240,0.875,bicubic -xcit_tiny_12_p8_384_dist,82.392,17.608,96.222,3.778,6.71,384,1.000,bicubic +poolformer_m48,82.462,17.538,95.958,4.042,73.47,224,0.950,bicubic +pit_b_224,82.446,17.554,95.710,4.290,73.76,224,0.900,bicubic +crossvit_18_240,82.398,17.602,96.058,3.942,43.27,240,0.875,bicubic +xcit_tiny_12_p8_384_dist,82.394,17.606,96.220,3.780,6.71,384,1.000,bicubic tf_efficientnet_b2_ns,82.380,17.620,96.248,3.752,9.11,260,0.890,bicubic resnet51q,82.362,17.638,96.180,3.820,35.70,288,1.000,bilinear ecaresnet50t,82.348,17.652,96.138,3.862,25.57,320,0.950,bicubic efficientnetv2_rw_t,82.344,17.656,96.196,3.804,13.65,288,1.000,bicubic -resnetv2_101x1_bitm,82.334,17.666,96.516,3.484,44.54,448,1.000,bilinear -crossvit_15_dagger_240,82.326,17.674,95.958,4.042,28.21,240,0.875,bicubic -coat_lite_small,82.310,17.690,95.848,4.152,19.84,224,0.900,bicubic -mixer_b16_224_miil,82.304,17.696,95.716,4.284,59.88,224,0.875,bilinear -convit_base,82.294,17.706,95.934,4.066,86.54,224,0.875,bicubic -resnetrs101,82.288,17.712,96.008,3.992,63.62,288,0.940,bicubic -tresnet_l_448,82.270,17.730,95.978,4.022,55.99,448,0.875,bilinear -efficientnet_b3,82.242,17.758,96.114,3.886,12.23,320,1.000,bicubic -crossvit_base_240,82.214,17.786,95.832,4.168,105.03,240,0.875,bicubic -cait_xxs36_384,82.192,17.808,96.146,3.854,17.37,384,1.000,bicubic -swsl_resnext50_32x4d,82.174,17.826,96.232,3.768,25.03,224,0.875,bilinear -ecaresnet101d,82.172,17.828,96.048,3.952,44.57,224,0.875,bicubic +resnetv2_101x1_bitm,82.336,17.664,96.516,3.484,44.54,448,1.000,bilinear +crossvit_15_dagger_240,82.330,17.670,95.958,4.042,28.21,240,0.875,bicubic +mixer_b16_224_miil,82.308,17.692,95.718,4.282,59.88,224,0.875,bilinear +coat_lite_small,82.304,17.696,95.848,4.152,19.84,224,0.900,bicubic +resnetrs101,82.288,17.712,96.010,3.990,63.62,288,0.940,bicubic +convit_base,82.286,17.714,95.938,4.062,86.54,224,0.875,bicubic +tresnet_l_448,82.268,17.732,95.982,4.018,55.99,448,0.875,bilinear +efficientnet_b3,82.240,17.760,96.114,3.886,12.23,320,1.000,bicubic +convnext_tiny_hnf,82.222,17.778,95.866,4.134,28.59,224,0.950,bicubic +crossvit_base_240,82.216,17.784,95.834,4.166,105.03,240,0.875,bicubic +cait_xxs36_384,82.194,17.806,96.144,3.856,17.37,384,1.000,bicubic +swsl_resnext50_32x4d,82.176,17.824,96.232,3.768,25.03,224,0.875,bilinear +ecaresnet101d,82.172,17.828,96.046,3.954,44.57,224,0.875,bicubic +swin_s3_tiny_224,82.126,17.874,95.950,4.050,28.33,224,0.900,bicubic +poolformer_m36,82.112,17.888,95.690,4.310,56.17,224,0.950,bicubic visformer_small,82.106,17.894,95.874,4.126,40.22,224,0.900,bicubic -convnext_tiny,82.064,17.936,95.834,4.166,28.59,224,0.875,bicubic -halo2botnet50ts_256,82.062,17.938,95.642,4.358,22.64,256,0.950,bicubic +convnext_tiny,82.064,17.936,95.852,4.148,28.59,224,0.875,bicubic +halo2botnet50ts_256,82.060,17.940,95.642,4.358,22.64,256,0.950,bicubic tresnet_xl,82.058,17.942,95.936,4.064,78.44,224,0.875,bilinear fbnetv3_g,82.046,17.954,96.064,3.936,16.62,288,0.950,bilinear -resnetv2_101,82.042,17.958,95.862,4.138,44.54,224,0.950,bicubic -pit_s_distilled_224,81.996,18.004,95.796,4.204,24.04,224,0.900,bicubic -deit_base_patch16_224,81.994,18.006,95.734,4.266,86.57,224,0.900,bicubic +resnetv2_101,82.042,17.958,95.864,4.136,44.54,224,0.950,bicubic +deit_base_patch16_224,81.996,18.004,95.732,4.268,86.57,224,0.900,bicubic +pit_s_distilled_224,81.994,18.006,95.798,4.202,24.04,224,0.900,bicubic +resnetv2_50d_evos,81.980,18.020,95.910,4.090,25.59,288,0.950,bicubic xcit_small_12_p16_224,81.976,18.024,95.818,4.182,26.25,224,1.000,bicubic -tf_efficientnetv2_b3,81.968,18.032,95.780,4.220,14.36,300,0.904,bicubic -resnet101,81.932,18.068,95.766,4.234,44.55,224,0.950,bicubic -xcit_tiny_24_p8_224,81.892,18.108,95.978,4.022,12.11,224,1.000,bicubic +tf_efficientnetv2_b3,81.966,18.034,95.780,4.220,14.36,300,0.904,bicubic +xception41p,81.960,18.040,95.794,4.206,26.91,299,0.940,bicubic +resnet101,81.932,18.068,95.770,4.230,44.55,224,0.950,bicubic +xcit_tiny_24_p8_224,81.892,18.108,95.976,4.024,12.11,224,1.000,bicubic vit_small_r26_s32_224,81.856,18.144,96.020,3.980,36.43,224,0.900,bicubic -ssl_resnext101_32x16d,81.854,18.146,96.094,3.906,194.03,224,0.875,bilinear -tf_efficientnet_b3_ap,81.826,18.174,95.624,4.376,12.23,300,0.904,bicubic -tresnet_m_448,81.704,18.296,95.574,4.426,31.39,448,0.875,bilinear -twins_svt_small,81.684,18.316,95.672,4.328,24.06,224,0.900,bicubic -halonet50ts,81.658,18.342,95.610,4.390,22.73,256,0.940,bicubic +ssl_resnext101_32x16d,81.854,18.146,96.096,3.904,194.03,224,0.875,bilinear +tf_efficientnet_b3_ap,81.826,18.174,95.622,4.378,12.23,300,0.904,bicubic +resnetv2_50d_gn,81.818,18.182,95.922,4.078,25.57,288,0.950,bicubic +tresnet_m_448,81.704,18.296,95.572,4.428,31.39,448,0.875,bilinear +twins_svt_small,81.680,18.320,95.670,4.330,24.06,224,0.900,bicubic +halonet50ts,81.660,18.340,95.612,4.388,22.73,256,0.940,bicubic tf_efficientnet_b3,81.636,18.364,95.718,4.282,12.23,300,0.904,bicubic -rexnet_200,81.628,18.372,95.668,4.332,16.37,224,0.875,bicubic +rexnet_200,81.630,18.370,95.668,4.332,16.37,224,0.875,bicubic ssl_resnext101_32x8d,81.608,18.392,96.042,3.958,88.79,224,0.875,bilinear -lamhalobotnet50ts_256,81.550,18.450,95.502,4.498,22.57,256,0.950,bicubic -crossvit_15_240,81.544,18.456,95.688,4.312,27.53,240,0.875,bicubic +lamhalobotnet50ts_256,81.546,18.454,95.502,4.498,22.57,256,0.950,bicubic +crossvit_15_240,81.542,18.458,95.690,4.310,27.53,240,0.875,bicubic tf_efficientnet_lite4,81.536,18.464,95.668,4.332,13.01,380,0.920,bilinear -tnt_s_patch16_224,81.516,18.484,95.746,4.254,23.76,224,0.900,bicubic -vit_large_patch32_384,81.510,18.490,96.094,3.906,306.63,384,1.000,bicubic +tnt_s_patch16_224,81.520,18.480,95.744,4.256,23.76,224,0.900,bicubic levit_256,81.506,18.494,95.492,4.508,18.89,224,0.900,bicubic -tresnet_l,81.490,18.510,95.624,4.376,55.99,224,0.875,bilinear +vit_large_patch32_384,81.506,18.494,96.094,3.906,306.63,384,1.000,bicubic +tresnet_l,81.492,18.508,95.624,4.376,55.99,224,0.875,bilinear wide_resnet50_2,81.452,18.548,95.530,4.470,68.88,224,0.875,bicubic -convit_small,81.424,18.576,95.742,4.258,27.78,224,0.875,bicubic -jx_nest_tiny,81.422,18.578,95.616,4.384,17.06,224,0.875,bicubic -vit_small_patch16_224,81.396,18.604,96.134,3.866,22.05,224,0.900,bicubic -tf_efficientnet_b1_ns,81.386,18.614,95.736,4.264,7.79,240,0.882,bicubic -swin_tiny_patch4_window7_224,81.374,18.626,95.542,4.458,28.29,224,0.900,bicubic +convit_small,81.420,18.580,95.740,4.260,27.78,224,0.875,bicubic +jx_nest_tiny,81.420,18.580,95.618,4.382,17.06,224,0.875,bicubic +poolformer_s36,81.418,18.582,95.450,4.550,30.86,224,0.900,bicubic +vit_small_patch16_224,81.396,18.604,96.132,3.868,22.05,224,0.900,bicubic +tf_efficientnet_b1_ns,81.388,18.612,95.736,4.264,7.79,240,0.882,bicubic +swin_tiny_patch4_window7_224,81.374,18.626,95.544,4.456,28.29,224,0.900,bicubic convmixer_1536_20,81.366,18.634,95.614,4.386,51.63,224,0.960,bicubic -gernet_l,81.346,18.654,95.532,4.468,31.08,256,0.875,bilinear -legacy_senet154,81.310,18.690,95.490,4.510,115.09,224,0.875,bilinear -efficientnet_el,81.306,18.694,95.526,4.474,10.59,300,0.904,bicubic -coat_mini,81.264,18.736,95.394,4.606,10.34,224,0.900,bicubic -seresnext50_32x4d,81.258,18.742,95.628,4.372,27.56,224,0.875,bicubic +gernet_l,81.344,18.656,95.532,4.468,31.08,256,0.875,bilinear +efficientnet_el,81.310,18.690,95.530,4.470,10.59,300,0.904,bicubic +legacy_senet154,81.310,18.690,95.496,4.504,115.09,224,0.875,bilinear +coat_mini,81.266,18.734,95.394,4.606,10.34,224,0.900,bicubic +seresnext50_32x4d,81.258,18.742,95.630,4.370,27.56,224,0.875,bicubic gluon_senet154,81.232,18.768,95.348,4.652,115.09,224,0.875,bicubic -xcit_tiny_12_p8_224_dist,81.208,18.792,95.602,4.398,6.71,224,1.000,bicubic -deit_small_distilled_patch16_224,81.204,18.796,95.378,4.622,22.44,224,0.900,bicubic -swsl_resnet50,81.170,18.830,95.978,4.022,25.56,224,0.875,bilinear +deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic +xcit_tiny_12_p8_224_dist,81.208,18.792,95.600,4.400,6.71,224,1.000,bicubic +swsl_resnet50,81.174,18.826,95.978,4.022,25.56,224,0.875,bilinear +sebotnet33ts_256,81.156,18.844,95.170,4.830,13.70,256,0.940,bicubic resmlp_36_distilled_224,81.154,18.846,95.488,4.512,44.69,224,0.875,bicubic -sebotnet33ts_256,81.154,18.846,95.168,4.832,13.70,256,0.940,bicubic -lambda_resnet50ts,81.150,18.850,95.104,4.896,21.54,256,0.950,bicubic +lambda_resnet50ts,81.146,18.854,95.102,4.898,21.54,256,0.950,bicubic resnest50d_4s2x40d,81.110,18.890,95.564,4.436,30.42,224,0.875,bicubic -resnext50_32x4d,81.104,18.896,95.326,4.674,25.03,224,0.950,bicubic -pit_s_224,81.098,18.902,95.330,4.670,23.46,224,0.900,bicubic -twins_pcpvt_small,81.088,18.912,95.640,4.360,24.11,224,0.900,bicubic -haloregnetz_b,81.052,18.948,95.194,4.806,11.68,224,0.940,bicubic +resnext50_32x4d,81.108,18.892,95.326,4.674,25.03,224,0.950,bicubic +pit_s_224,81.100,18.900,95.330,4.670,23.46,224,0.900,bicubic +twins_pcpvt_small,81.090,18.910,95.640,4.360,24.11,224,0.900,bicubic +haloregnetz_b,81.050,18.950,95.196,4.804,11.68,224,0.940,bicubic resmlp_big_24_224,81.032,18.968,95.020,4.980,129.14,224,0.875,bicubic -crossvit_small_240,81.022,18.978,95.458,4.542,26.86,240,0.875,bicubic -gluon_resnet152_v1s,81.022,18.978,95.414,4.586,60.32,224,0.875,bicubic -resnest50d_1s4x24d,80.986,19.014,95.320,4.680,25.68,224,0.875,bicubic -resnest50d,80.978,19.022,95.378,4.622,27.48,224,0.875,bilinear -sehalonet33ts,80.966,19.034,95.272,4.728,13.69,256,0.940,bicubic -cait_xxs24_384,80.964,19.036,95.646,4.354,12.03,384,1.000,bicubic -xcit_tiny_12_p16_384_dist,80.944,19.056,95.410,4.590,6.72,384,1.000,bicubic -gcresnet50t,80.938,19.062,95.452,4.548,25.90,256,0.900,bicubic -ssl_resnext101_32x4d,80.926,19.074,95.724,4.276,44.18,224,0.875,bilinear -gluon_seresnext101_32x4d,80.906,19.094,95.296,4.704,48.96,224,0.875,bicubic +crossvit_small_240,81.018,18.982,95.456,4.544,26.86,240,0.875,bicubic +gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic +resnest50d_1s4x24d,80.990,19.010,95.324,4.676,25.68,224,0.875,bicubic +resnest50d,80.982,19.018,95.380,4.620,27.48,224,0.875,bilinear +cait_xxs24_384,80.966,19.034,95.646,4.354,12.03,384,1.000,bicubic +sehalonet33ts,80.964,19.036,95.272,4.728,13.69,256,0.940,bicubic +xcit_tiny_12_p16_384_dist,80.944,19.056,95.412,4.588,6.72,384,1.000,bicubic +gcresnet50t,80.942,19.058,95.454,4.546,25.90,256,0.900,bicubic +ssl_resnext101_32x4d,80.924,19.076,95.726,4.274,44.18,224,0.875,bilinear +gluon_seresnext101_32x4d,80.906,19.094,95.294,4.706,48.96,224,0.875,bicubic gluon_seresnext101_64x4d,80.878,19.122,95.298,4.702,88.23,224,0.875,bicubic -efficientnet_b3_pruned,80.856,19.144,95.244,4.756,9.86,300,0.904,bicubic -ecaresnet101d_pruned,80.816,19.184,95.634,4.366,24.88,224,0.875,bicubic -regnety_320,80.808,19.192,95.244,4.756,145.05,224,0.875,bicubic +efficientnet_b3_pruned,80.858,19.142,95.244,4.756,9.86,300,0.904,bicubic +ecaresnet101d_pruned,80.814,19.186,95.630,4.370,24.88,224,0.875,bicubic +regnety_320,80.810,19.190,95.244,4.756,145.05,224,0.875,bicubic resmlp_24_distilled_224,80.764,19.236,95.224,4.776,30.02,224,0.875,bicubic -gernet_m,80.746,19.254,95.184,4.816,21.14,224,0.875,bilinear +gernet_m,80.744,19.256,95.184,4.816,21.14,224,0.875,bilinear vit_base_patch32_224,80.722,19.278,95.566,4.434,88.22,224,0.900,bicubic -regnetz_b16,80.716,19.284,95.478,4.522,9.72,288,0.940,bicubic +regnetz_b16,80.714,19.286,95.478,4.522,9.72,288,0.940,bicubic nf_resnet50,80.654,19.346,95.334,4.666,25.56,288,0.940,bicubic -efficientnet_b2,80.612,19.388,95.314,4.686,9.11,288,1.000,bicubic +efficientnet_b2,80.614,19.386,95.316,4.684,9.11,288,1.000,bicubic gluon_resnext101_64x4d,80.604,19.396,94.992,5.008,83.46,224,0.875,bicubic -ecaresnet50d,80.602,19.398,95.320,4.680,25.58,224,0.875,bicubic +ecaresnet50d,80.600,19.400,95.320,4.680,25.58,224,0.875,bicubic gcresnext50ts,80.578,19.422,95.170,4.830,15.67,256,0.900,bicubic -resnet50d,80.526,19.474,95.162,4.838,25.58,224,0.875,bicubic +resnet50d,80.522,19.478,95.162,4.838,25.58,224,0.875,bicubic repvgg_b3,80.496,19.504,95.264,4.736,123.09,224,0.875,bilinear -vit_small_patch32_384,80.484,19.516,95.598,4.402,22.92,384,1.000,bicubic -gluon_resnet152_v1d,80.476,19.524,95.208,4.792,60.21,224,0.875,bicubic -mixnet_xl,80.476,19.524,94.934,5.066,11.90,224,0.875,bicubic -ecaresnetlight,80.462,19.538,95.252,4.748,30.16,224,0.875,bicubic +vit_small_patch32_384,80.484,19.516,95.600,4.400,22.92,384,1.000,bicubic +gluon_resnet152_v1d,80.476,19.524,95.204,4.796,60.21,224,0.875,bicubic +mixnet_xl,80.474,19.526,94.934,5.066,11.90,224,0.875,bicubic inception_resnet_v2,80.460,19.540,95.308,4.692,55.84,299,0.897,bicubic -xcit_tiny_24_p16_224_dist,80.448,19.552,95.216,4.784,12.12,224,1.000,bicubic +ecaresnetlight,80.452,19.548,95.250,4.750,30.16,224,0.875,bicubic +xcit_tiny_24_p16_224_dist,80.446,19.554,95.216,4.784,12.12,224,1.000,bicubic resnetv2_50,80.420,19.580,95.074,4.926,25.55,224,0.950,bicubic -gluon_resnet101_v1d,80.416,19.584,95.016,4.984,44.57,224,0.875,bicubic -resnet50,80.372,19.628,94.610,5.390,25.56,224,0.950,bicubic -regnety_120,80.370,19.630,95.124,4.876,51.82,224,0.875,bicubic -seresnet33ts,80.356,19.644,95.108,4.892,19.78,256,0.900,bicubic +gluon_resnet101_v1d,80.420,19.580,95.016,4.984,44.57,224,0.875,bicubic +resnet50,80.376,19.624,94.616,5.384,25.56,224,0.950,bicubic +regnety_120,80.376,19.624,95.126,4.874,51.82,224,0.875,bicubic +seresnet33ts,80.350,19.650,95.106,4.894,19.78,256,0.900,bicubic +gluon_resnext101_32x4d,80.344,19.656,94.926,5.074,44.18,224,0.875,bicubic resnetv2_50x1_bitm,80.342,19.658,95.680,4.320,25.55,448,1.000,bilinear -gluon_resnext101_32x4d,80.340,19.660,94.926,5.074,44.18,224,0.875,bicubic ssl_resnext50_32x4d,80.316,19.684,95.410,4.590,25.03,224,0.875,bilinear +poolformer_s24,80.314,19.686,95.046,4.954,21.39,224,0.900,bicubic rexnet_150,80.310,19.690,95.166,4.834,9.73,224,0.875,bicubic -efficientnet_el_pruned,80.302,19.698,95.218,4.782,10.59,300,0.904,bicubic -gluon_resnet101_v1s,80.302,19.698,95.160,4.840,44.67,224,0.875,bicubic tf_efficientnet_b2_ap,80.302,19.698,95.028,4.972,9.11,260,0.890,bicubic +efficientnet_el_pruned,80.302,19.698,95.216,4.784,10.59,300,0.904,bicubic +gluon_resnet101_v1s,80.298,19.702,95.164,4.836,44.67,224,0.875,bicubic seresnet50,80.264,19.736,95.072,4.928,28.09,224,0.875,bicubic -tf_efficientnet_el,80.250,19.750,95.130,4.870,10.59,300,0.904,bicubic -vit_base_patch16_224_sam,80.242,19.758,94.756,5.244,86.57,224,0.900,bicubic +tf_efficientnet_el,80.250,19.750,95.122,4.878,10.59,300,0.904,bicubic +vit_base_patch16_224_sam,80.242,19.758,94.754,5.246,86.57,224,0.900,bicubic regnetx_320,80.240,19.760,95.022,4.978,107.81,224,0.875,bicubic -legacy_seresnext101_32x4d,80.228,19.772,95.014,4.986,48.96,224,0.875,bilinear +legacy_seresnext101_32x4d,80.224,19.776,95.010,4.990,48.96,224,0.875,bilinear repvgg_b3g4,80.212,19.788,95.106,4.894,83.83,224,0.875,bilinear tf_efficientnetv2_b2,80.206,19.794,95.042,4.958,10.10,260,0.890,bicubic dpn107,80.172,19.828,94.906,5.094,86.92,224,0.875,bicubic -inception_v4,80.170,19.830,94.970,5.030,42.68,299,0.875,bicubic convmixer_768_32,80.164,19.836,95.072,4.928,21.11,224,0.960,bicubic +inception_v4,80.162,19.838,94.966,5.034,42.68,299,0.875,bicubic skresnext50_32x4d,80.152,19.848,94.644,5.356,27.48,224,0.875,bicubic -eca_resnet33ts,80.084,19.916,94.970,5.030,19.68,256,0.900,bicubic -gcresnet33ts,80.084,19.916,95.000,5.000,19.88,256,0.900,bicubic +eca_resnet33ts,80.080,19.920,94.970,5.030,19.68,256,0.900,bicubic +gcresnet33ts,80.080,19.920,95.000,5.000,19.88,256,0.900,bicubic tf_efficientnet_b2,80.080,19.920,94.908,5.092,9.11,260,0.890,bicubic cspdarknet53,80.062,19.938,95.084,4.916,27.64,256,0.887,bilinear -resnet50_gn,80.052,19.948,94.946,5.054,25.56,224,0.940,bicubic +resnet50_gn,80.054,19.946,94.948,5.052,25.56,224,0.940,bicubic cspresnext50,80.050,19.950,94.946,5.054,20.57,224,0.875,bilinear -dpn92,80.016,19.984,94.828,5.172,37.67,224,0.875,bicubic -ens_adv_inception_resnet_v2,79.980,20.020,94.938,5.062,55.84,299,0.897,bicubic +dpn92,80.016,19.984,94.824,5.176,37.67,224,0.875,bicubic +ens_adv_inception_resnet_v2,79.978,20.022,94.938,5.062,55.84,299,0.897,bicubic efficientnet_b2_pruned,79.916,20.084,94.854,5.146,8.31,260,0.890,bicubic -gluon_seresnext50_32x4d,79.916,20.084,94.834,5.166,27.56,224,0.875,bicubic -gluon_resnet152_v1c,79.912,20.088,94.848,5.152,60.21,224,0.875,bicubic -resnetrs50,79.890,20.110,94.966,5.034,35.69,224,0.910,bicubic -regnety_080,79.880,20.120,94.830,5.170,39.18,224,0.875,bicubic -xception71,79.872,20.128,94.922,5.078,42.34,299,0.903,bicubic -deit_small_patch16_224,79.866,20.134,95.046,4.954,22.05,224,0.900,bicubic -ecaresnet26t,79.848,20.152,95.084,4.916,16.01,320,0.950,bicubic -regnetx_160,79.848,20.152,94.830,5.170,54.28,224,0.875,bicubic +gluon_seresnext50_32x4d,79.914,20.086,94.832,5.168,27.56,224,0.875,bicubic +gluon_resnet152_v1c,79.908,20.092,94.848,5.152,60.21,224,0.875,bicubic +resnetrs50,79.886,20.114,94.966,5.034,35.69,224,0.910,bicubic +xception71,79.876,20.124,94.922,5.078,42.34,299,0.903,bicubic +deit_small_patch16_224,79.860,20.140,95.046,4.954,22.05,224,0.900,bicubic +regnetx_160,79.850,20.150,94.830,5.170,54.28,224,0.875,bicubic +ecaresnet26t,79.848,20.152,95.086,4.914,16.01,320,0.950,bicubic levit_192,79.832,20.168,94.786,5.214,10.95,224,0.900,bicubic dpn131,79.824,20.176,94.708,5.292,79.25,224,0.875,bicubic -tf_efficientnet_lite3,79.818,20.182,94.914,5.086,8.20,300,0.904,bilinear +tf_efficientnet_lite3,79.820,20.180,94.912,5.088,8.20,300,0.904,bilinear resmlp_36_224,79.768,20.232,94.886,5.114,44.69,224,0.875,bicubic -cait_xxs36_224,79.750,20.250,94.870,5.130,17.30,224,1.000,bicubic -regnety_064,79.720,20.280,94.764,5.236,30.58,224,0.875,bicubic +cait_xxs36_224,79.748,20.252,94.866,5.134,17.30,224,1.000,bicubic gluon_xception65,79.716,20.284,94.860,5.140,39.92,299,0.903,bicubic -ecaresnet50d_pruned,79.710,20.290,94.880,5.120,19.94,224,0.875,bicubic -xcit_tiny_12_p8_224,79.694,20.306,95.054,4.946,6.71,224,1.000,bicubic -fbnetv3_d,79.682,20.318,94.950,5.050,10.31,256,0.950,bilinear -gluon_resnet152_v1b,79.676,20.324,94.738,5.262,60.19,224,0.875,bicubic +ecaresnet50d_pruned,79.708,20.292,94.880,5.120,19.94,224,0.875,bicubic +xcit_tiny_12_p8_224,79.690,20.310,95.054,4.946,6.71,224,1.000,bicubic +fbnetv3_d,79.682,20.318,94.948,5.052,10.31,256,0.950,bilinear +gluon_resnet152_v1b,79.680,20.320,94.738,5.262,60.19,224,0.875,bicubic resnext50d_32x4d,79.670,20.330,94.864,5.136,25.05,224,0.875,bicubic -dpn98,79.644,20.356,94.598,5.402,61.57,224,0.875,bicubic -gmlp_s16_224,79.642,20.358,94.624,5.376,19.42,224,0.875,bicubic +dpn98,79.646,20.354,94.596,5.404,61.57,224,0.875,bicubic +gmlp_s16_224,79.640,20.360,94.624,5.376,19.42,224,0.875,bicubic regnetx_120,79.592,20.408,94.734,5.266,46.11,224,0.875,bicubic -cspresnet50,79.580,20.420,94.704,5.296,21.62,256,0.887,bilinear -xception65,79.548,20.452,94.656,5.344,39.92,299,0.903,bicubic -gluon_resnet101_v1c,79.532,20.468,94.580,5.420,44.57,224,0.875,bicubic -rexnet_130,79.500,20.500,94.682,5.318,7.56,224,0.875,bicubic -eca_halonext26ts,79.488,20.512,94.596,5.404,10.76,256,0.940,bicubic -hrnet_w64,79.468,20.532,94.654,5.346,128.06,224,0.875,bilinear -tf_efficientnetv2_b1,79.462,20.538,94.726,5.274,8.14,240,0.882,bicubic -dla102x2,79.450,20.550,94.634,5.366,41.28,224,0.875,bilinear -xcit_tiny_24_p16_224,79.448,20.552,94.886,5.114,12.12,224,1.000,bicubic +cspresnet50,79.582,20.418,94.704,5.296,21.62,256,0.887,bilinear +gluon_resnet101_v1c,79.534,20.466,94.580,5.420,44.57,224,0.875,bicubic +rexnet_130,79.500,20.500,94.684,5.316,7.56,224,0.875,bicubic +eca_halonext26ts,79.490,20.510,94.598,5.402,10.76,256,0.940,bicubic +hrnet_w64,79.472,20.528,94.652,5.348,128.06,224,0.875,bilinear +tf_efficientnetv2_b1,79.464,20.536,94.724,5.276,8.14,240,0.882,bicubic +dla102x2,79.446,20.554,94.632,5.368,41.28,224,0.875,bilinear +xcit_tiny_24_p16_224,79.444,20.556,94.884,5.116,12.12,224,1.000,bicubic resmlp_24_224,79.382,20.618,94.546,5.454,30.02,224,0.875,bicubic -repvgg_b2g4,79.370,20.630,94.686,5.314,61.76,224,0.875,bilinear -gluon_resnext50_32x4d,79.368,20.632,94.426,5.574,25.03,224,0.875,bicubic +repvgg_b2g4,79.370,20.630,94.688,5.312,61.76,224,0.875,bilinear +gluon_resnext50_32x4d,79.364,20.636,94.426,5.574,25.03,224,0.875,bicubic resnext101_32x8d,79.316,20.684,94.518,5.482,88.79,224,0.875,bilinear -ese_vovnet39b,79.310,20.690,94.716,5.284,24.57,224,0.875,bicubic -resnetblur50,79.308,20.692,94.634,5.366,25.56,224,0.875,bicubic -tf_efficientnet_cc_b1_8e,79.306,20.694,94.370,5.630,39.72,240,0.882,bicubic -gluon_resnet101_v1b,79.304,20.696,94.522,5.478,44.55,224,0.875,bicubic -pit_xs_distilled_224,79.304,20.696,94.366,5.634,11.00,224,0.900,bicubic -hrnet_w48,79.300,20.700,94.512,5.488,77.47,224,0.875,bilinear -nf_regnet_b1,79.288,20.712,94.750,5.250,10.22,288,0.900,bicubic -tf_efficientnet_b1_ap,79.278,20.722,94.306,5.694,7.79,240,0.882,bicubic -eca_botnext26ts_256,79.272,20.728,94.616,5.384,10.59,256,0.950,bicubic +ese_vovnet39b,79.312,20.688,94.714,5.286,24.57,224,0.875,bicubic +pit_xs_distilled_224,79.306,20.694,94.364,5.636,11.00,224,0.900,bicubic +tf_efficientnet_cc_b1_8e,79.306,20.694,94.372,5.628,39.72,240,0.882,bicubic +resnetblur50,79.304,20.696,94.634,5.366,25.56,224,0.875,bicubic +gluon_resnet101_v1b,79.302,20.698,94.520,5.480,44.55,224,0.875,bicubic +hrnet_w48,79.302,20.698,94.512,5.488,77.47,224,0.875,bilinear +nf_regnet_b1,79.288,20.712,94.748,5.252,10.22,288,0.900,bicubic +tf_efficientnet_b1_ap,79.280,20.720,94.304,5.696,7.79,240,0.882,bicubic +eca_botnext26ts_256,79.274,20.726,94.616,5.384,10.59,256,0.950,bicubic botnet26t_256,79.252,20.748,94.528,5.472,12.49,256,0.950,bicubic -efficientnet_em,79.250,20.750,94.796,5.204,6.90,240,0.882,bicubic -ssl_resnet50,79.220,20.780,94.832,5.168,25.56,224,0.875,bilinear -regnety_040,79.216,20.784,94.656,5.344,20.65,224,0.875,bicubic -dpn68b,79.214,20.786,94.414,5.586,12.61,224,0.875,bicubic -resnet33ts,79.212,20.788,94.572,5.428,19.68,256,0.900,bicubic -regnetx_080,79.200,20.800,94.552,5.448,39.57,224,0.875,bicubic -res2net101_26w_4s,79.198,20.802,94.438,5.562,45.21,224,0.875,bilinear -fbnetv3_b,79.150,20.850,94.746,5.254,8.60,256,0.950,bilinear -halonet26t,79.116,20.884,94.312,5.688,12.48,256,0.950,bicubic -lambda_resnet26t,79.096,20.904,94.588,5.412,10.96,256,0.940,bicubic -coat_lite_mini,79.092,20.908,94.606,5.394,11.01,224,0.900,bicubic -gluon_resnet50_v1d,79.076,20.924,94.470,5.530,25.58,224,0.875,bicubic -legacy_seresnext50_32x4d,79.070,20.930,94.432,5.568,27.56,224,0.875,bilinear +efficientnet_em,79.250,20.750,94.794,5.206,6.90,240,0.882,bicubic +ssl_resnet50,79.226,20.774,94.836,5.164,25.56,224,0.875,bilinear +dpn68b,79.220,20.780,94.418,5.582,12.61,224,0.875,bicubic +resnet33ts,79.210,20.790,94.572,5.428,19.68,256,0.900,bicubic +regnetx_080,79.202,20.798,94.554,5.446,39.57,224,0.875,bicubic +res2net101_26w_4s,79.196,20.804,94.436,5.564,45.21,224,0.875,bilinear +fbnetv3_b,79.148,20.852,94.746,5.254,8.60,256,0.950,bilinear +halonet26t,79.116,20.884,94.310,5.690,12.48,256,0.950,bicubic +lambda_resnet26t,79.098,20.902,94.588,5.412,10.96,256,0.940,bicubic +coat_lite_mini,79.096,20.904,94.604,5.396,11.01,224,0.900,bicubic +gluon_resnet50_v1d,79.076,20.924,94.472,5.528,25.58,224,0.875,bicubic +legacy_seresnext50_32x4d,79.068,20.932,94.434,5.566,27.56,224,0.875,bilinear regnetx_064,79.066,20.934,94.458,5.542,26.21,224,0.875,bicubic -xception,79.048,20.952,94.392,5.608,22.86,299,0.897,bicubic -resnet32ts,79.014,20.986,94.356,5.644,17.96,256,0.900,bicubic -res2net50_26w_8s,78.976,21.024,94.294,5.706,48.40,224,0.875,bilinear +xception,79.050,20.950,94.392,5.608,22.86,299,0.897,bicubic +resnet32ts,79.012,20.988,94.358,5.642,17.96,256,0.900,bicubic +res2net50_26w_8s,78.980,21.020,94.294,5.706,48.40,224,0.875,bilinear mixnet_l,78.976,21.024,94.178,5.822,7.33,224,0.875,bicubic lambda_resnet26rpt_256,78.968,21.032,94.428,5.572,10.99,256,0.940,bicubic hrnet_w40,78.916,21.084,94.474,5.526,57.56,224,0.875,bilinear -hrnet_w44,78.900,21.100,94.372,5.628,67.06,224,0.875,bilinear -wide_resnet101_2,78.852,21.148,94.288,5.712,126.89,224,0.875,bilinear -tf_efficientnet_b1,78.820,21.180,94.196,5.804,7.79,240,0.882,bicubic -gluon_inception_v3,78.806,21.194,94.372,5.628,23.83,299,0.875,bicubic +hrnet_w44,78.900,21.100,94.374,5.626,67.06,224,0.875,bilinear +wide_resnet101_2,78.854,21.146,94.290,5.710,126.89,224,0.875,bilinear +tf_efficientnet_b1,78.828,21.172,94.198,5.802,7.79,240,0.882,bicubic +gluon_inception_v3,78.804,21.196,94.370,5.630,23.83,299,0.875,bicubic +efficientnet_b1,78.796,21.204,94.342,5.658,7.79,256,1.000,bicubic repvgg_b2,78.792,21.208,94.418,5.582,89.02,224,0.875,bilinear -efficientnet_b1,78.790,21.210,94.342,5.658,7.79,256,1.000,bicubic tf_mixnet_l,78.774,21.226,93.996,6.004,7.33,224,0.875,bicubic -gluon_resnet50_v1s,78.708,21.292,94.240,5.760,25.68,224,0.875,bicubic -dla169,78.694,21.306,94.336,5.664,53.39,224,0.875,bilinear -tf_efficientnet_b0_ns,78.658,21.342,94.376,5.624,5.29,224,0.875,bicubic -legacy_seresnet152,78.656,21.344,94.368,5.632,66.82,224,0.875,bilinear -xcit_tiny_12_p16_224_dist,78.574,21.426,94.198,5.802,6.72,224,1.000,bicubic +gluon_resnet50_v1s,78.712,21.288,94.240,5.760,25.68,224,0.875,bicubic +dla169,78.692,21.308,94.340,5.660,53.39,224,0.875,bilinear +tf_efficientnet_b0_ns,78.658,21.342,94.378,5.622,5.29,224,0.875,bicubic +legacy_seresnet152,78.652,21.348,94.370,5.630,66.82,224,0.875,bilinear +xcit_tiny_12_p16_224_dist,78.576,21.424,94.196,5.804,6.72,224,1.000,bicubic res2net50_26w_6s,78.566,21.434,94.134,5.866,37.05,224,0.875,bilinear -dla102x,78.514,21.486,94.224,5.776,26.31,224,0.875,bilinear -xception41,78.508,21.492,94.280,5.720,26.97,299,0.903,bicubic -levit_128,78.486,21.514,94.006,5.994,9.21,224,0.900,bicubic -resnest26d,78.484,21.516,94.294,5.706,17.07,224,0.875,bilinear +dla102x,78.516,21.484,94.226,5.774,26.31,224,0.875,bilinear +xception41,78.510,21.490,94.278,5.722,26.97,299,0.903,bicubic +levit_128,78.492,21.508,94.006,5.994,9.21,224,0.900,bicubic regnetx_040,78.482,21.518,94.244,5.756,22.12,224,0.875,bicubic +resnest26d,78.476,21.524,94.292,5.708,17.07,224,0.875,bilinear dla60_res2net,78.462,21.538,94.206,5.794,20.85,224,0.875,bilinear -hrnet_w32,78.446,21.554,94.188,5.812,41.23,224,0.875,bilinear -dla60_res2next,78.442,21.558,94.150,5.850,17.03,224,0.875,bilinear -vit_tiny_patch16_384,78.432,21.568,94.542,5.458,5.79,384,1.000,bicubic -coat_tiny,78.428,21.572,94.038,5.962,5.50,224,0.900,bicubic -selecsls60b,78.412,21.588,94.170,5.830,32.77,224,0.875,bicubic -legacy_seresnet101,78.388,21.612,94.266,5.734,49.33,224,0.875,bilinear +hrnet_w32,78.448,21.552,94.194,5.806,41.23,224,0.875,bilinear +dla60_res2next,78.440,21.560,94.150,5.850,17.03,224,0.875,bilinear +vit_tiny_patch16_384,78.434,21.566,94.542,5.458,5.79,384,1.000,bicubic +coat_tiny,78.430,21.570,94.040,5.960,5.50,224,0.900,bicubic +selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic +legacy_seresnet101,78.388,21.612,94.264,5.736,49.33,224,0.875,bilinear cait_xxs24_224,78.384,21.616,94.310,5.690,11.96,224,1.000,bicubic repvgg_b1,78.368,21.632,94.096,5.904,57.42,224,0.875,bilinear -tf_efficientnetv2_b0,78.360,21.640,94.024,5.976,7.14,224,0.875,bicubic -tv_resnet152,78.320,21.680,94.036,5.964,60.19,224,0.875,bilinear +tf_efficientnetv2_b0,78.360,21.640,94.020,5.980,7.14,224,0.875,bicubic +tv_resnet152,78.316,21.684,94.034,5.966,60.19,224,0.875,bilinear +mobilevit_s,78.312,21.688,94.152,5.848,5.58,256,0.900,bicubic +res2next50,78.252,21.748,93.886,6.114,24.67,224,0.875,bilinear bat_resnext26ts,78.250,21.750,94.098,5.902,10.73,256,0.900,bicubic -res2next50,78.250,21.750,93.886,6.114,24.67,224,0.875,bilinear -dla60x,78.246,21.754,94.020,5.980,17.35,224,0.875,bilinear -efficientnet_b1_pruned,78.240,21.760,93.832,6.168,6.33,240,0.882,bicubic +dla60x,78.244,21.756,94.018,5.982,17.35,224,0.875,bilinear +efficientnet_b1_pruned,78.240,21.760,93.834,6.166,6.33,240,0.882,bicubic hrnet_w30,78.198,21.802,94.224,5.776,37.71,224,0.875,bilinear -pit_xs_224,78.188,21.812,94.166,5.834,10.62,224,0.900,bicubic +pit_xs_224,78.186,21.814,94.164,5.836,10.62,224,0.900,bicubic regnetx_032,78.172,21.828,94.088,5.912,15.30,224,0.875,bicubic -res2net50_14w_8s,78.144,21.856,93.850,6.150,25.06,224,0.875,bilinear -tf_efficientnet_em,78.132,21.868,94.046,5.954,6.90,240,0.882,bicubic -hardcorenas_f,78.098,21.902,93.804,6.196,8.20,224,0.875,bilinear -efficientnet_es,78.060,21.940,93.938,6.062,5.44,224,0.875,bicubic -gmixer_24_224,78.038,21.962,93.670,6.330,24.72,224,0.875,bicubic -dla102,78.028,21.972,93.950,6.050,33.27,224,0.875,bilinear -gluon_resnet50_v1c,78.010,21.990,93.988,6.012,25.58,224,0.875,bicubic -seresnext26t_32x4d,77.976,22.024,93.744,6.256,16.81,224,0.875,bicubic -selecsls60,77.974,22.026,93.832,6.168,30.67,224,0.875,bicubic -res2net50_26w_4s,77.956,22.044,93.852,6.148,25.70,224,0.875,bilinear +res2net50_14w_8s,78.144,21.856,93.848,6.152,25.06,224,0.875,bilinear +tf_efficientnet_em,78.132,21.868,94.044,5.956,6.90,240,0.882,bicubic +hardcorenas_f,78.098,21.902,93.802,6.198,8.20,224,0.875,bilinear +efficientnet_es,78.056,21.944,93.936,6.064,5.44,224,0.875,bicubic +gmixer_24_224,78.036,21.964,93.670,6.330,24.72,224,0.875,bicubic +dla102,78.030,21.970,93.948,6.052,33.27,224,0.875,bilinear +gluon_resnet50_v1c,78.012,21.988,93.990,6.010,25.58,224,0.875,bicubic +seresnext26t_32x4d,77.976,22.024,93.746,6.254,16.81,224,0.875,bicubic +selecsls60,77.976,22.024,93.830,6.170,30.67,224,0.875,bicubic +res2net50_26w_4s,77.960,22.040,93.852,6.148,25.70,224,0.875,bilinear resmlp_12_distilled_224,77.942,22.058,93.558,6.442,15.35,224,0.875,bicubic -mobilenetv3_large_100_miil,77.918,22.082,92.906,7.094,5.48,224,0.875,bilinear -tf_efficientnet_cc_b0_8e,77.908,22.092,93.656,6.344,24.01,224,0.875,bicubic -resnet26t,77.864,22.136,93.846,6.154,16.01,256,0.940,bicubic +mobilenetv3_large_100_miil,77.916,22.084,92.906,7.094,5.48,224,0.875,bilinear +tf_efficientnet_cc_b0_8e,77.906,22.094,93.656,6.344,24.01,224,0.875,bicubic +resnet26t,77.862,22.138,93.844,6.156,16.01,256,0.940,bicubic regnety_016,77.860,22.140,93.722,6.278,11.20,224,0.875,bicubic rexnet_100,77.858,22.142,93.870,6.130,4.80,224,0.875,bicubic -tf_inception_v3,77.854,22.146,93.638,6.362,23.83,299,0.875,bicubic +tf_inception_v3,77.856,22.144,93.640,6.360,23.83,299,0.875,bicubic seresnext26ts,77.852,22.148,93.790,6.210,10.39,256,0.900,bicubic -gcresnext26ts,77.820,22.180,93.832,6.168,10.48,256,0.900,bicubic +gcresnext26ts,77.820,22.180,93.830,6.170,10.48,256,0.900,bicubic xcit_nano_12_p8_384_dist,77.818,22.182,94.044,5.956,3.05,384,1.000,bicubic -hardcorenas_e,77.792,22.208,93.698,6.302,8.07,224,0.875,bilinear -efficientnet_b0,77.694,22.306,93.534,6.466,5.29,224,0.875,bicubic -tinynet_a,77.652,22.348,93.538,6.462,6.19,192,0.875,bicubic -legacy_seresnet50,77.632,22.368,93.752,6.248,28.09,224,0.875,bilinear -tv_resnext50_32x4d,77.618,22.382,93.696,6.304,25.03,224,0.875,bilinear -seresnext26d_32x4d,77.602,22.398,93.608,6.392,16.81,224,0.875,bicubic +hardcorenas_e,77.794,22.206,93.696,6.304,8.07,224,0.875,bilinear +efficientnet_b0,77.690,22.310,93.530,6.470,5.29,224,0.875,bicubic +tinynet_a,77.650,22.350,93.536,6.464,6.19,192,0.875,bicubic +legacy_seresnet50,77.630,22.370,93.750,6.250,28.09,224,0.875,bilinear +tv_resnext50_32x4d,77.616,22.384,93.700,6.300,25.03,224,0.875,bilinear +seresnext26d_32x4d,77.604,22.396,93.608,6.392,16.81,224,0.875,bicubic repvgg_b1g4,77.586,22.414,93.830,6.170,39.97,224,0.875,bilinear -adv_inception_v3,77.582,22.418,93.738,6.262,23.83,299,0.875,bicubic +adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic gluon_resnet50_v1b,77.580,22.420,93.722,6.278,25.56,224,0.875,bicubic -res2net50_48w_2s,77.522,22.478,93.552,6.448,25.29,224,0.875,bilinear -coat_lite_tiny,77.510,22.490,93.912,6.088,5.72,224,0.900,bicubic +res2net50_48w_2s,77.520,22.480,93.552,6.448,25.29,224,0.875,bilinear +coat_lite_tiny,77.514,22.486,93.916,6.084,5.72,224,0.900,bicubic tf_efficientnet_lite2,77.468,22.532,93.756,6.244,6.09,260,0.890,bicubic -eca_resnext26ts,77.452,22.548,93.566,6.434,10.30,256,0.900,bicubic -inception_v3,77.438,22.562,93.476,6.524,23.83,299,0.875,bicubic -hardcorenas_d,77.432,22.568,93.484,6.516,7.50,224,0.875,bilinear +eca_resnext26ts,77.454,22.546,93.566,6.434,10.30,256,0.900,bicubic +inception_v3,77.438,22.562,93.474,6.526,23.83,299,0.875,bicubic +hardcorenas_d,77.430,22.570,93.482,6.518,7.50,224,0.875,bilinear tv_resnet101,77.378,22.622,93.542,6.458,44.55,224,0.875,bilinear -densenet161,77.352,22.648,93.638,6.362,28.68,224,0.875,bicubic -tf_efficientnet_cc_b0_4e,77.304,22.696,93.334,6.666,13.31,224,0.875,bicubic -mobilenetv2_120d,77.296,22.704,93.496,6.504,5.83,224,0.875,bicubic +densenet161,77.354,22.646,93.636,6.364,28.68,224,0.875,bicubic +tf_efficientnet_cc_b0_4e,77.302,22.698,93.334,6.666,13.31,224,0.875,bicubic +mobilenetv2_120d,77.294,22.706,93.496,6.504,5.83,224,0.875,bicubic densenet201,77.290,22.710,93.478,6.522,20.01,224,0.875,bicubic mixnet_m,77.264,22.736,93.424,6.576,5.01,224,0.875,bicubic -selecsls42b,77.174,22.826,93.394,6.606,32.46,224,0.875,bicubic -xcit_tiny_12_p16_224,77.126,22.874,93.714,6.286,6.72,224,1.000,bicubic +poolformer_s12,77.236,22.764,93.504,6.496,11.92,224,0.900,bicubic +selecsls42b,77.174,22.826,93.392,6.608,32.46,224,0.875,bicubic +xcit_tiny_12_p16_224,77.126,22.874,93.716,6.284,6.72,224,1.000,bicubic resnet34d,77.114,22.886,93.380,6.620,21.82,224,0.875,bicubic -legacy_seresnext26_32x4d,77.102,22.898,93.316,6.684,16.79,224,0.875,bicubic -tf_efficientnet_b0_ap,77.090,22.910,93.258,6.742,5.29,224,0.875,bicubic -hardcorenas_c,77.048,22.952,93.156,6.844,5.52,224,0.875,bilinear -dla60,77.036,22.964,93.318,6.682,22.04,224,0.875,bilinear -crossvit_9_dagger_240,76.978,23.022,93.612,6.388,8.78,240,0.875,bicubic +legacy_seresnext26_32x4d,77.106,22.894,93.318,6.682,16.79,224,0.875,bicubic +tf_efficientnet_b0_ap,77.094,22.906,93.256,6.744,5.29,224,0.875,bicubic +hardcorenas_c,77.050,22.950,93.158,6.842,5.52,224,0.875,bilinear +dla60,77.030,22.970,93.320,6.680,22.04,224,0.875,bilinear +crossvit_9_dagger_240,76.982,23.018,93.610,6.390,8.78,240,0.875,bicubic regnetx_016,76.950,23.050,93.422,6.578,9.19,224,0.875,bicubic convmixer_1024_20_ks9_p14,76.942,23.058,93.356,6.644,24.38,224,0.960,bicubic -tf_mixnet_m,76.942,23.058,93.152,6.848,5.01,224,0.875,bicubic -gernet_s,76.912,23.088,93.134,6.866,8.17,224,0.875,bilinear +tf_mixnet_m,76.942,23.058,93.154,6.846,5.01,224,0.875,bicubic +gernet_s,76.908,23.092,93.132,6.868,8.17,224,0.875,bilinear skresnet34,76.904,23.096,93.320,6.680,22.28,224,0.875,bicubic -tf_efficientnet_b0,76.846,23.154,93.226,6.774,5.29,224,0.875,bicubic -ese_vovnet19b_dw,76.800,23.200,93.272,6.728,6.54,224,0.875,bicubic +tf_efficientnet_b0,76.844,23.156,93.228,6.772,5.29,224,0.875,bicubic +ese_vovnet19b_dw,76.802,23.198,93.272,6.728,6.54,224,0.875,bicubic resnext26ts,76.780,23.220,93.128,6.872,10.30,256,0.900,bicubic -hrnet_w18,76.752,23.248,93.442,6.558,21.30,224,0.875,bilinear -resnet26d,76.700,23.300,93.146,6.854,16.01,224,0.875,bicubic +hrnet_w18,76.754,23.246,93.440,6.560,21.30,224,0.875,bilinear +resnet26d,76.704,23.296,93.150,6.850,16.01,224,0.875,bicubic resmlp_12_224,76.656,23.344,93.180,6.820,15.35,224,0.875,bicubic -tf_efficientnet_lite1,76.636,23.364,93.222,6.778,5.42,240,0.882,bicubic -mixer_b16_224,76.610,23.390,92.230,7.770,59.88,224,0.875,bicubic -tf_efficientnet_es,76.598,23.402,93.204,6.796,5.44,224,0.875,bicubic -densenetblur121d,76.582,23.418,93.188,6.812,8.00,224,0.875,bicubic -hardcorenas_b,76.532,23.468,92.754,7.246,5.18,224,0.875,bilinear -levit_128s,76.520,23.480,92.866,7.134,7.78,224,0.900,bicubic -mobilenetv2_140,76.508,23.492,92.998,7.002,6.11,224,0.875,bicubic -repvgg_a2,76.460,23.540,93.006,6.994,28.21,224,0.875,bilinear -xcit_nano_12_p8_224_dist,76.320,23.680,93.086,6.914,3.05,224,1.000,bicubic -regnety_008,76.312,23.688,93.070,6.930,6.26,224,0.875,bicubic +tf_efficientnet_lite1,76.640,23.360,93.220,6.780,5.42,240,0.882,bicubic +mixer_b16_224,76.612,23.388,92.228,7.772,59.88,224,0.875,bicubic +tf_efficientnet_es,76.596,23.404,93.204,6.796,5.44,224,0.875,bicubic +densenetblur121d,76.584,23.416,93.192,6.808,8.00,224,0.875,bicubic +hardcorenas_b,76.536,23.464,92.754,7.246,5.18,224,0.875,bilinear +mobilenetv2_140,76.522,23.478,92.996,7.004,6.11,224,0.875,bicubic +levit_128s,76.520,23.480,92.872,7.128,7.78,224,0.900,bicubic +repvgg_a2,76.458,23.542,93.010,6.990,28.21,224,0.875,bilinear +xcit_nano_12_p8_224_dist,76.320,23.680,93.088,6.912,3.05,224,1.000,bicubic +regnety_008,76.310,23.690,93.070,6.930,6.26,224,0.875,bicubic dpn68,76.306,23.694,92.974,7.026,12.61,224,0.875,bicubic -tv_resnet50,76.138,23.862,92.862,7.138,25.56,224,0.875,bilinear -vit_small_patch32_224,75.998,24.002,93.272,6.728,22.88,224,0.900,bicubic +tv_resnet50,76.134,23.866,92.868,7.132,25.56,224,0.875,bilinear mixnet_s,75.992,24.008,92.798,7.202,4.13,224,0.875,bicubic -vit_tiny_r_s16_p8_384,75.956,24.044,93.262,6.738,6.36,384,1.000,bicubic -hardcorenas_a,75.922,24.078,92.516,7.484,5.26,224,0.875,bilinear -densenet169,75.900,24.100,93.030,6.970,14.15,224,0.875,bicubic -mobilenetv3_large_100,75.762,24.238,92.540,7.460,5.48,224,0.875,bicubic +vit_small_patch32_224,75.986,24.014,93.270,6.730,22.88,224,0.900,bicubic +vit_tiny_r_s16_p8_384,75.954,24.046,93.264,6.736,6.36,384,1.000,bicubic +hardcorenas_a,75.920,24.080,92.520,7.480,5.26,224,0.875,bilinear +densenet169,75.898,24.102,93.030,6.970,14.15,224,0.875,bicubic +mobilenetv3_large_100,75.766,24.234,92.544,7.456,5.48,224,0.875,bicubic tf_mixnet_s,75.650,24.350,92.628,7.372,4.13,224,0.875,bicubic -mobilenetv3_rw,75.630,24.370,92.708,7.292,5.48,224,0.875,bicubic -densenet121,75.582,24.418,92.652,7.348,7.98,224,0.875,bicubic +mobilenetv3_rw,75.632,24.368,92.708,7.292,5.48,224,0.875,bicubic +densenet121,75.584,24.416,92.652,7.348,7.98,224,0.875,bicubic tf_mobilenetv3_large_100,75.518,24.482,92.604,7.396,5.48,224,0.875,bilinear -resnest14d,75.506,24.494,92.520,7.480,10.61,224,0.875,bilinear +resnest14d,75.504,24.496,92.520,7.480,10.61,224,0.875,bilinear efficientnet_lite0,75.476,24.524,92.512,7.488,4.65,224,0.875,bicubic -vit_tiny_patch16_224,75.456,24.544,92.846,7.154,5.72,224,0.900,bicubic +vit_tiny_patch16_224,75.462,24.538,92.844,7.156,5.72,224,0.900,bicubic +xcit_nano_12_p16_384_dist,75.456,24.544,92.690,7.310,3.05,384,1.000,bicubic semnasnet_100,75.450,24.550,92.600,7.400,3.89,224,0.875,bicubic -xcit_nano_12_p16_384_dist,75.450,24.550,92.692,7.308,3.05,384,1.000,bicubic -resnet26,75.302,24.698,92.576,7.424,16.00,224,0.875,bicubic -regnety_006,75.246,24.754,92.534,7.466,6.06,224,0.875,bicubic -repvgg_b0,75.156,24.844,92.418,7.582,15.82,224,0.875,bilinear -fbnetc_100,75.126,24.874,92.382,7.618,5.57,224,0.875,bilinear +resnet26,75.300,24.700,92.578,7.422,16.00,224,0.875,bicubic +regnety_006,75.250,24.750,92.534,7.466,6.06,224,0.875,bicubic +repvgg_b0,75.160,24.840,92.418,7.582,15.82,224,0.875,bilinear +fbnetc_100,75.130,24.870,92.386,7.614,5.57,224,0.875,bilinear hrnet_w18_small_v2,75.118,24.882,92.416,7.584,15.60,224,0.875,bilinear resnet34,75.114,24.886,92.284,7.716,21.80,224,0.875,bilinear -mobilenetv2_110d,75.040,24.960,92.184,7.816,4.52,224,0.875,bicubic -regnetx_008,75.036,24.964,92.340,7.660,7.26,224,0.875,bicubic -efficientnet_es_pruned,74.998,25.002,92.438,7.562,5.44,224,0.875,bicubic -tinynet_b,74.980,25.020,92.186,7.814,3.73,188,0.875,bicubic -tf_efficientnet_lite0,74.832,25.168,92.176,7.824,4.65,224,0.875,bicubic -legacy_seresnet34,74.810,25.190,92.126,7.874,21.96,224,0.875,bilinear -tv_densenet121,74.744,25.256,92.150,7.850,7.98,224,0.875,bicubic -mnasnet_100,74.654,25.346,92.110,7.890,4.38,224,0.875,bicubic +mobilenetv2_110d,75.038,24.962,92.184,7.816,4.52,224,0.875,bicubic +regnetx_008,75.034,24.966,92.340,7.660,7.26,224,0.875,bicubic +efficientnet_es_pruned,74.996,25.004,92.440,7.560,5.44,224,0.875,bicubic +tinynet_b,74.976,25.024,92.184,7.816,3.73,188,0.875,bicubic +tf_efficientnet_lite0,74.832,25.168,92.174,7.826,4.65,224,0.875,bicubic +legacy_seresnet34,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear +tv_densenet121,74.744,25.256,92.152,7.848,7.98,224,0.875,bicubic +mnasnet_100,74.658,25.342,92.112,7.888,4.38,224,0.875,bicubic +mobilevit_xs,74.644,25.356,92.356,7.644,2.32,256,0.900,bicubic dla34,74.620,25.380,92.072,7.928,15.74,224,0.875,bilinear -gluon_resnet34_v1b,74.592,25.408,91.988,8.012,21.80,224,0.875,bicubic -pit_ti_distilled_224,74.532,25.468,92.098,7.902,5.10,224,0.900,bicubic -deit_tiny_distilled_patch16_224,74.512,25.488,91.888,8.112,5.91,224,0.900,bicubic +gluon_resnet34_v1b,74.588,25.412,91.988,8.012,21.80,224,0.875,bicubic +pit_ti_distilled_224,74.532,25.468,92.096,7.904,5.10,224,0.900,bicubic +deit_tiny_distilled_patch16_224,74.512,25.488,91.886,8.114,5.91,224,0.900,bicubic vgg19_bn,74.214,25.786,91.848,8.152,143.68,224,0.875,bilinear -spnasnet_100,74.086,25.914,91.818,8.182,4.42,224,0.875,bilinear +spnasnet_100,74.084,25.916,91.820,8.180,4.42,224,0.875,bilinear regnety_004,74.024,25.976,91.754,8.246,4.34,224,0.875,bicubic -ghostnet_100,73.978,26.022,91.458,8.542,5.18,224,0.875,bilinear -crossvit_9_240,73.970,26.030,91.964,8.036,8.55,240,0.875,bicubic -xcit_nano_12_p8_224,73.918,26.082,92.170,7.830,3.05,224,1.000,bicubic -regnetx_006,73.852,26.148,91.674,8.326,6.20,224,0.875,bicubic -vit_base_patch32_224_sam,73.692,26.308,91.012,8.988,88.22,224,0.900,bicubic -tf_mobilenetv3_large_075,73.440,26.560,91.348,8.652,3.99,224,0.875,bilinear +ghostnet_100,73.974,26.026,91.460,8.540,5.18,224,0.875,bilinear +crossvit_9_240,73.960,26.040,91.968,8.032,8.55,240,0.875,bicubic +xcit_nano_12_p8_224,73.910,26.090,92.168,7.832,3.05,224,1.000,bicubic +regnetx_006,73.860,26.140,91.672,8.328,6.20,224,0.875,bicubic +vit_base_patch32_224_sam,73.694,26.306,91.010,8.990,88.22,224,0.900,bicubic +tf_mobilenetv3_large_075,73.436,26.564,91.344,8.656,3.99,224,0.875,bilinear vgg16_bn,73.350,26.650,91.504,8.496,138.37,224,0.875,bilinear -crossvit_tiny_240,73.336,26.664,91.916,8.084,7.01,240,0.875,bicubic -tv_resnet34,73.308,26.692,91.424,8.576,21.80,224,0.875,bilinear -swsl_resnet18,73.274,26.726,91.738,8.262,11.69,224,0.875,bilinear -convit_tiny,73.120,26.880,91.720,8.280,5.71,224,0.875,bicubic +crossvit_tiny_240,73.332,26.668,91.914,8.086,7.01,240,0.875,bicubic +tv_resnet34,73.306,26.694,91.424,8.576,21.80,224,0.875,bilinear +swsl_resnet18,73.276,26.724,91.736,8.264,11.69,224,0.875,bilinear +convit_tiny,73.114,26.886,91.714,8.286,5.71,224,0.875,bicubic skresnet18,73.036,26.964,91.168,8.832,11.96,224,0.875,bicubic -semnasnet_075,72.974,27.026,91.136,8.864,2.91,224,0.875,bicubic -mobilenetv2_100,72.966,27.034,91.018,8.982,3.50,224,0.875,bicubic -pit_ti_224,72.910,27.090,91.406,8.594,4.85,224,0.900,bicubic -ssl_resnet18,72.606,27.394,91.424,8.576,11.69,224,0.875,bilinear -regnetx_004,72.390,27.610,90.830,9.170,5.16,224,0.875,bicubic +semnasnet_075,72.972,27.028,91.136,8.864,2.91,224,0.875,bicubic +mobilenetv2_100,72.970,27.030,91.020,8.980,3.50,224,0.875,bicubic +pit_ti_224,72.912,27.088,91.406,8.594,4.85,224,0.900,bicubic +ssl_resnet18,72.608,27.392,91.424,8.576,11.69,224,0.875,bilinear +regnetx_004,72.392,27.608,90.832,9.168,5.16,224,0.875,bicubic vgg19,72.366,27.634,90.870,9.130,143.67,224,0.875,bilinear -hrnet_w18_small,72.340,27.660,90.678,9.322,13.19,224,0.875,bilinear -xcit_nano_12_p16_224_dist,72.302,27.698,90.862,9.138,3.05,224,1.000,bicubic +hrnet_w18_small,72.338,27.662,90.680,9.320,13.19,224,0.875,bilinear +xcit_nano_12_p16_224_dist,72.302,27.698,90.858,9.142,3.05,224,1.000,bicubic resnet18d,72.250,27.750,90.688,9.312,11.71,224,0.875,bicubic tf_mobilenetv3_large_minimal_100,72.250,27.750,90.630,9.370,3.92,224,0.875,bilinear -deit_tiny_patch16_224,72.166,27.834,91.120,8.880,5.72,224,0.900,bicubic -lcnet_100,72.108,27.892,90.378,9.622,2.95,224,0.875,bicubic -mixer_l16_224,72.048,27.952,87.664,12.336,208.20,224,0.875,bicubic -vit_tiny_r_s16_p8_224,71.788,28.212,90.822,9.178,6.34,224,0.900,bicubic +deit_tiny_patch16_224,72.172,27.828,91.114,8.886,5.72,224,0.900,bicubic +lcnet_100,72.104,27.896,90.376,9.624,2.95,224,0.875,bicubic +mixer_l16_224,72.054,27.946,87.662,12.338,208.20,224,0.875,bicubic +vit_tiny_r_s16_p8_224,71.792,28.208,90.822,9.178,6.34,224,0.900,bicubic legacy_seresnet18,71.742,28.258,90.332,9.668,11.78,224,0.875,bicubic vgg13_bn,71.594,28.406,90.376,9.624,133.05,224,0.875,bilinear vgg16,71.590,28.410,90.382,9.618,138.36,224,0.875,bilinear tinynet_c,71.228,28.772,89.750,10.250,2.46,184,0.875,bicubic -gluon_resnet18_v1b,70.838,29.162,89.762,10.238,11.69,224,0.875,bicubic +gluon_resnet18_v1b,70.834,29.166,89.762,10.238,11.69,224,0.875,bicubic vgg11_bn,70.360,29.640,89.802,10.198,132.87,224,0.875,bilinear -regnety_002,70.254,29.746,89.540,10.460,3.16,224,0.875,bicubic -xcit_nano_12_p16_224,69.964,30.036,89.760,10.240,3.05,224,1.000,bicubic +regnety_002,70.254,29.746,89.532,10.468,3.16,224,0.875,bicubic +xcit_nano_12_p16_224,69.954,30.046,89.754,10.246,3.05,224,1.000,bicubic vgg13,69.926,30.074,89.246,10.754,133.05,224,0.875,bilinear resnet18,69.744,30.256,89.082,10.918,11.69,224,0.875,bilinear vgg11,69.028,30.972,88.626,11.374,132.86,224,0.875,bilinear -lcnet_075,68.818,31.182,88.374,11.626,2.36,224,0.875,bicubic -regnetx_002,68.750,31.250,88.556,11.444,2.68,224,0.875,bicubic +mobilevit_xxs,68.920,31.080,88.944,11.056,1.27,256,0.900,bicubic +lcnet_075,68.816,31.184,88.370,11.630,2.36,224,0.875,bicubic +regnetx_002,68.756,31.244,88.556,11.444,2.68,224,0.875,bicubic tf_mobilenetv3_small_100,67.924,32.076,87.664,12.336,2.54,224,0.875,bilinear dla60x_c,67.892,32.108,88.426,11.574,1.32,224,0.875,bilinear +mobilenetv3_small_100,67.656,32.344,87.634,12.366,2.54,224,0.875,bicubic tinynet_d,66.958,33.042,87.064,12.936,2.34,152,0.875,bicubic +mnasnet_small,66.206,33.794,86.508,13.492,2.03,224,0.875,bicubic dla46x_c,65.970,34.030,86.980,13.020,1.07,224,0.875,bilinear mobilenetv2_050,65.942,34.058,86.082,13.918,1.97,224,0.875,bicubic tf_mobilenetv3_small_075,65.714,34.286,86.134,13.866,2.04,224,0.875,bilinear -mnasnet_small,65.596,34.404,86.188,13.812,2.03,224,0.875,bicubic +mobilenetv3_small_075,65.242,34.758,85.438,14.562,2.04,224,0.875,bicubic dla46_c,64.866,35.134,86.294,13.706,1.30,224,0.875,bilinear lcnet_050,63.100,36.900,84.382,15.618,1.88,224,0.875,bicubic tf_mobilenetv3_small_minimal_100,62.908,37.092,84.234,15.766,2.04,224,0.875,bilinear -tinynet_e,59.856,40.144,81.766,18.234,2.04,106,0.875,bicubic +tinynet_e,59.856,40.144,81.764,18.236,2.04,106,0.875,bicubic +mobilenetv3_small_050,57.890,42.110,80.194,19.806,1.59,224,0.875,bicubic diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv index fdf25a92..f6b5b99c 100644 --- a/results/results-imagenetv2-matched-frequency.csv +++ b/results/results-imagenetv2-matched-frequency.csv @@ -1,553 +1,591 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff tf_efficientnet_l2_ns_475,80.460,19.540,95.730,4.270,480.31,475,0.936,bicubic,-7.772,-2.816,+3 tf_efficientnet_l2_ns,80.250,19.750,95.840,4.160,480.31,800,0.960,bicubic,-8.098,-2.808,+1 -beit_large_patch16_512,79.940,20.060,95.350,4.650,305.67,512,1.000,bicubic,-8.662,-3.306,-2 +beit_large_patch16_512,79.940,20.060,95.350,4.650,305.67,512,1.000,bicubic,-8.660,-3.306,-2 beit_large_patch16_384,79.500,20.500,95.170,4.830,305.00,384,1.000,bicubic,-8.904,-3.438,-2 -beit_large_patch16_224,78.810,21.190,94.600,5.400,304.43,224,0.900,bicubic,-8.668,-3.706,+1 -tf_efficientnet_b7_ns,78.510,21.490,94.380,5.620,66.35,600,0.949,bicubic,-8.330,-3.714,+5 -vit_large_patch16_384,77.940,22.060,94.440,5.560,304.72,384,1.000,bicubic,-9.140,-3.862,+2 -convnext_large_384_in22ft1k,77.740,22.260,94.080,5.920,197.77,384,1.000,bicubic,-9.658,-4.286,-1 -convnext_xlarge_384_in22ft1k,77.700,22.300,94.200,5.800,350.20,384,1.000,bicubic,-9.844,-4.290,-4 -tf_efficientnet_b6_ns,77.280,22.720,93.900,6.100,43.04,528,0.942,bicubic,-9.170,-3.982,+6 -vit_large_r50_s32_384,77.070,22.930,93.720,6.280,329.09,384,1.000,bicubic,-9.112,-4.198,+10 -swin_large_patch4_window12_384,77.040,22.960,93.750,6.250,196.74,384,1.000,bicubic,-10.108,-4.490,-4 +beit_large_patch16_224,78.810,21.190,94.600,5.400,304.43,224,0.900,bicubic,-8.664,-3.704,+1 +tf_efficientnet_b7_ns,78.510,21.490,94.380,5.620,66.35,600,0.949,bicubic,-8.328,-3.716,+7 +volo_d5_512,77.970,22.030,94.170,5.830,296.09,512,1.150,bicubic,-9.072,-3.798,+3 +vit_large_patch16_384,77.940,22.060,94.440,5.560,304.72,384,1.000,bicubic,-9.140,-3.860,+1 +volo_d5_448,77.770,22.230,94.060,5.940,295.91,448,1.150,bicubic,-9.182,-3.880,+3 +volo_d4_448,77.750,22.250,93.930,6.070,193.41,448,1.150,bicubic,-9.040,-3.952,+5 +convnext_large_384_in22ft1k,77.730,22.270,94.080,5.920,197.77,384,1.000,bicubic,-9.666,-4.288,-4 +convnext_xlarge_384_in22ft1k,77.710,22.290,94.200,5.800,350.20,384,1.000,bicubic,-9.836,-4.286,-7 +tf_efficientnet_b6_ns,77.280,22.720,93.900,6.100,43.04,528,0.942,bicubic,-9.174,-3.982,+7 +volo_d3_448,77.080,22.920,94.110,5.890,86.63,448,1.000,bicubic,-9.416,-3.600,+4 +vit_large_r50_s32_384,77.060,22.940,93.720,6.280,329.09,384,1.000,bicubic,-9.122,-4.200,+10 +swin_large_patch4_window12_384,77.040,22.960,93.750,6.250,196.74,384,1.000,bicubic,-10.110,-4.490,-8 tf_efficientnetv2_xl_in21ft1k,77.040,22.960,93.270,6.730,208.12,512,1.000,bicubic,-9.378,-4.596,+5 tf_efficientnetv2_l_in21ft1k,76.940,23.060,93.960,6.040,118.52,480,1.000,bicubic,-9.364,-4.018,+6 -beit_base_patch16_384,76.900,23.100,93.910,6.090,86.74,384,1.000,bicubic,-9.898,-4.226,-3 -ig_resnext101_32x48d,76.880,23.120,93.310,6.690,828.41,224,0.875,bilinear,-8.556,-4.266,+23 -cait_m48_448,76.860,23.140,93.370,6.630,356.46,448,1.000,bicubic,-9.624,-4.382,-2 -ig_resnext101_32x32d,76.820,23.180,93.210,6.790,468.53,224,0.875,bilinear,-8.282,-4.224,+31 +beit_base_patch16_384,76.890,23.110,93.910,6.090,86.74,384,1.000,bicubic,-9.908,-4.226,-5 +ig_resnext101_32x48d,76.880,23.120,93.310,6.690,828.41,224,0.875,bilinear,-8.556,-4.266,+26 +cait_m48_448,76.860,23.140,93.370,6.630,356.46,448,1.000,bicubic,-9.626,-4.382,-2 +ig_resnext101_32x32d,76.820,23.180,93.210,6.790,468.53,224,0.875,bilinear,-8.280,-4.224,+37 tf_efficientnet_b5_ns,76.810,23.190,93.580,6.420,30.39,456,0.934,bicubic,-9.280,-4.170,+4 -convnext_xlarge_in22ft1k,76.750,23.250,93.540,6.460,350.20,224,0.875,bicubic,-10.258,-4.668,-10 -xcit_large_24_p8_384_dist,76.620,23.380,93.090,6.910,188.93,384,1.000,bicubic,-9.380,-4.594,+5 -convnext_base_384_in22ft1k,76.570,23.430,93.750,6.250,88.59,384,1.000,bicubic,-9.996,-4.448,-8 -vit_base_patch16_384,76.480,23.520,93.760,6.240,86.86,384,1.000,bicubic,-9.526,-4.242,+2 -convnext_large_in22ft1k,76.410,23.590,93.480,6.520,197.77,224,0.875,bicubic,-10.216,-4.552,-11 +convnext_xlarge_in22ft1k,76.770,23.230,93.550,6.450,350.20,224,0.875,bicubic,-10.232,-4.662,-13 +xcit_large_24_p8_384_dist,76.620,23.380,93.090,6.910,188.93,384,1.000,bicubic,-9.378,-4.594,+7 +convnext_base_384_in22ft1k,76.570,23.430,93.720,6.280,88.59,384,1.000,bicubic,-9.974,-4.470,-9 +volo_d5_224,76.570,23.430,93.300,6.700,295.46,224,0.960,bicubic,-9.502,-4.278,+1 +vit_base_patch16_384,76.490,23.510,93.770,6.230,86.86,384,1.000,bicubic,-9.520,-4.232,+3 +convnext_large_in22ft1k,76.440,23.560,93.470,6.530,197.77,224,0.875,bicubic,-10.196,-4.558,-13 cait_m36_384,76.320,23.680,93.060,6.940,271.22,384,1.000,bicubic,-9.732,-4.670,-1 -vit_large_patch16_224,76.300,23.700,93.600,6.400,304.33,224,0.900,bicubic,-9.544,-4.224,+1 -swin_base_patch4_window12_384,76.280,23.720,93.320,6.680,87.90,384,1.000,bicubic,-10.152,-4.736,-10 -tf_efficientnetv2_l,76.280,23.720,92.970,7.030,118.52,480,1.000,bicubic,-9.210,-4.402,+9 -swin_large_patch4_window7_224,76.270,23.730,93.410,6.590,196.53,224,0.900,bicubic,-10.048,-4.482,-10 -cait_s36_384,76.220,23.780,92.970,7.030,68.37,384,1.000,bicubic,-9.242,-4.510,+8 -xcit_medium_24_p8_384_dist,76.140,23.860,92.970,7.030,84.32,384,1.000,bicubic,-9.674,-4.622,-2 -dm_nfnet_f6,76.130,23.870,93.110,6.890,438.36,576,0.956,bicubic,-10.014,-4.620,-10 -tf_efficientnet_b7_ap,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+15 -tf_efficientnet_b8_ap,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.280,-4.562,+9 -vit_base_patch8_224,76.010,23.990,93.370,6.630,86.58,224,0.900,bicubic,-9.782,-4.422,-4 -xcit_large_24_p8_224_dist,75.990,24.010,92.730,7.270,188.93,224,1.000,bicubic,-9.408,-4.680,+6 -tf_efficientnetv2_m_in21ft1k,75.910,24.090,93.290,6.710,54.14,480,1.000,bicubic,-9.682,-4.456,-3 +vit_large_patch16_224,76.300,23.700,93.600,6.400,304.33,224,0.900,bicubic,-9.538,-4.220,+3 +swin_large_patch4_window7_224,76.290,23.710,93.400,6.600,196.53,224,0.900,bicubic,-10.024,-4.492,-9 +swin_base_patch4_window12_384,76.280,23.720,93.310,6.690,87.90,384,1.000,bicubic,-10.152,-4.746,-12 +tf_efficientnetv2_l,76.280,23.720,92.970,7.030,118.52,480,1.000,bicubic,-9.210,-4.402,+10 +cait_s36_384,76.220,23.780,92.970,7.030,68.37,384,1.000,bicubic,-9.242,-4.510,+10 +xcit_medium_24_p8_384_dist,76.140,23.860,92.970,7.030,84.32,384,1.000,bicubic,-9.674,-4.622,+1 +dm_nfnet_f6,76.130,23.870,93.110,6.890,438.36,576,0.956,bicubic,-10.012,-4.620,-11 +tf_efficientnet_b7_ap,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+20 +tf_efficientnet_b8_ap,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.282,-4.562,+12 +volo_d2_384,76.090,23.910,93.130,6.870,58.87,384,1.000,bicubic,-9.950,-4.442,-10 +vit_base_patch8_224,76.010,23.990,93.380,6.620,86.58,224,0.900,bicubic,-9.784,-4.414,-3 +volo_d4_224,76.000,24.000,93.010,6.990,192.96,224,0.960,bicubic,-9.874,-4.458,-9 +xcit_large_24_p8_224_dist,75.990,24.010,92.730,7.270,188.93,224,1.000,bicubic,-9.408,-4.680,+7 +tf_efficientnetv2_m_in21ft1k,75.910,24.090,93.290,6.710,54.14,480,1.000,bicubic,-9.680,-4.454,-3 dm_nfnet_f4,75.850,24.150,92.970,7.030,316.07,512,0.951,bicubic,-9.864,-4.552,-5 -xcit_large_24_p16_384_dist,75.830,24.170,92.750,7.250,189.10,384,1.000,bicubic,-9.926,-4.788,-7 -xcit_small_24_p8_384_dist,75.770,24.230,92.970,7.030,47.63,384,1.000,bicubic,-9.782,-4.602,-5 -ig_resnext101_32x16d,75.740,24.260,92.880,7.120,194.03,224,0.875,bilinear,-8.432,-4.318,+46 -tf_efficientnet_b4_ns,75.680,24.320,93.050,6.950,19.34,380,0.922,bicubic,-9.482,-4.420,+5 -vit_base_r50_s16_384,75.590,24.410,92.780,7.220,98.95,384,1.000,bicubic,-9.382,-4.510,+16 -deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-4 -convnext_base_in22ft1k,75.530,24.470,93.150,6.850,88.59,224,0.875,bicubic,-10.266,-4.716,-15 -tf_efficientnetv2_m,75.520,24.480,92.620,7.380,54.14,480,1.000,bicubic,-9.516,-4.658,+9 -regnetz_e8,75.490,24.510,92.710,7.290,57.70,320,1.000,bicubic,-9.540,-4.554,+9 -cait_s24_384,75.480,24.520,92.590,7.410,47.06,384,1.000,bicubic,-9.568,-4.758,+6 -xcit_medium_24_p8_224_dist,75.470,24.530,92.900,7.100,84.32,224,1.000,bicubic,-9.598,-4.378,+3 -swsl_resnext101_32x8d,75.420,24.580,92.750,7.250,88.79,224,0.875,bilinear,-8.870,-4.430,+31 -tf_efficientnet_b6_ap,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,+14 -beit_base_patch16_224,75.360,24.640,93.040,6.960,86.53,224,0.900,bicubic,-9.868,-4.616,-6 -dm_nfnet_f3,75.210,24.790,92.940,7.060,254.92,416,0.940,bicubic,-10.314,-4.522,-17 -efficientnetv2_rw_m,75.160,24.840,92.570,7.430,53.24,416,1.000,bicubic,-9.650,-4.576,+10 -ecaresnet269d,75.130,24.870,92.840,7.160,102.09,352,1.000,bicubic,-9.846,-4.386,+3 -xcit_medium_24_p16_384_dist,75.100,24.900,92.450,7.550,84.40,384,1.000,bicubic,-10.320,-4.956,-15 -dm_nfnet_f5,75.000,25.000,92.600,7.400,377.21,544,0.954,bicubic,-10.814,-4.886,-29 -xcit_small_24_p8_224_dist,74.970,25.030,92.300,7.700,47.63,224,1.000,bicubic,-9.904,-4.888,+5 -tf_efficientnet_b8,74.920,25.080,92.320,7.680,87.41,672,0.954,bicubic,-10.446,-5.072,-15 -xcit_small_12_p8_384_dist,74.860,25.140,92.460,7.540,26.21,384,1.000,bicubic,-10.222,-4.820,-9 +xcit_large_24_p16_384_dist,75.820,24.180,92.750,7.250,189.10,384,1.000,bicubic,-9.934,-4.788,-7 +xcit_small_24_p8_384_dist,75.770,24.230,92.970,7.030,47.63,384,1.000,bicubic,-9.786,-4.602,-5 +ig_resnext101_32x16d,75.750,24.250,92.880,7.120,194.03,224,0.875,bilinear,-8.420,-4.318,+53 +tf_efficientnet_b4_ns,75.680,24.320,93.050,6.950,19.34,380,0.922,bicubic,-9.482,-4.420,+8 +volo_d1_384,75.620,24.380,93.070,6.930,26.78,384,1.000,bicubic,-9.628,-4.144,+4 +volo_d3_224,75.610,24.390,93.000,7.000,86.33,224,0.960,bicubic,-9.802,-4.280,-2 +vit_base_r50_s16_384,75.590,24.410,92.790,7.210,98.95,384,1.000,bicubic,-9.380,-4.500,+17 +convnext_base_in22ft1k,75.570,24.430,93.130,6.870,88.59,224,0.875,bicubic,-10.254,-4.736,-18 +deit_base_distilled_patch16_384,75.540,24.460,92.500,7.500,87.63,384,1.000,bicubic,-9.882,-4.906,-6 +tf_efficientnetv2_m,75.520,24.480,92.620,7.380,54.14,480,1.000,bicubic,-9.518,-4.658,+10 +regnetz_e8,75.490,24.510,92.690,7.310,57.70,320,1.000,bicubic,-9.540,-4.574,+10 +cait_s24_384,75.480,24.520,92.590,7.410,47.06,384,1.000,bicubic,-9.566,-4.756,+7 +xcit_medium_24_p8_224_dist,75.470,24.530,92.900,7.100,84.32,224,1.000,bicubic,-9.602,-4.380,+4 +swsl_resnext101_32x8d,75.420,24.580,92.750,7.250,88.79,224,0.875,bilinear,-8.870,-4.430,+34 +tf_efficientnet_b6_ap,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.406,-4.698,+15 +beit_base_patch16_224,75.370,24.630,93.040,6.960,86.53,224,0.900,bicubic,-9.858,-4.618,-6 +volo_d2_224,75.310,24.690,92.510,7.490,58.68,224,0.960,bicubic,-9.884,-4.678,-6 +dm_nfnet_f3,75.210,24.790,92.940,7.060,254.92,416,0.940,bicubic,-10.312,-4.522,-20 +efficientnetv2_rw_m,75.160,24.840,92.570,7.430,53.24,416,1.000,bicubic,-9.652,-4.576,+10 +ecaresnet269d,75.120,24.880,92.840,7.160,102.09,352,1.000,bicubic,-9.856,-4.386,+3 +xcit_medium_24_p16_384_dist,75.100,24.900,92.450,7.550,84.40,384,1.000,bicubic,-10.322,-4.882,-19 +dm_nfnet_f5,75.000,25.000,92.600,7.400,377.21,544,0.954,bicubic,-10.816,-4.886,-31 +xcit_small_24_p8_224_dist,74.970,25.030,92.300,7.700,47.63,224,1.000,bicubic,-9.906,-4.888,+5 +tf_efficientnet_b8,74.920,25.080,92.330,7.670,87.41,672,0.954,bicubic,-10.448,-5.060,-17 +xcit_small_12_p8_384_dist,74.860,25.140,92.460,7.540,26.21,384,1.000,bicubic,-10.220,-4.820,-9 eca_nfnet_l2,74.830,25.170,92.650,7.350,56.72,384,1.000,bicubic,-9.866,-4.614,+7 -tf_efficientnet_b7,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.214,-4.986,-2 -xcit_large_24_p16_224_dist,74.670,25.330,91.860,8.140,189.10,224,1.000,bicubic,-10.248,-5.272,-2 -dm_nfnet_f2,74.620,25.380,92.250,7.750,193.78,352,0.920,bicubic,-10.444,-4.990,-11 +tf_efficientnet_b7,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.216,-4.984,-2 +xcit_large_24_p16_224_dist,74.670,25.330,91.860,8.140,189.10,224,1.000,bicubic,-10.252,-5.272,-2 +dm_nfnet_f2,74.620,25.380,92.260,7.740,193.78,352,0.920,bicubic,-10.442,-4.980,-11 xcit_small_24_p16_384_dist,74.600,25.400,92.450,7.550,47.67,384,1.000,bicubic,-10.494,-4.860,-15 -tf_efficientnet_b5_ap,74.590,25.410,91.990,8.010,30.39,456,0.934,bicubic,-9.666,-4.988,+18 -dm_nfnet_f1,74.570,25.430,92.260,7.740,132.63,320,0.910,bicubic,-10.054,-4.838,+2 -swin_base_patch4_window7_224,74.550,25.450,92.560,7.440,87.77,224,0.900,bicubic,-10.700,-5.000,-23 -seresnet152d,74.510,25.490,92.080,7.920,66.84,320,1.000,bicubic,-9.848,-4.962,+9 -resnest200e,74.480,25.520,91.860,8.140,70.20,320,0.909,bicubic,-9.350,-5.034,+34 -tf_efficientnetv2_s_in21ft1k,74.460,25.540,92.500,7.500,21.46,384,1.000,bicubic,-9.838,-4.754,+8 -efficientnetv2_rw_s,74.180,25.820,91.710,8.290,23.94,384,1.000,bicubic,-9.630,-5.012,+35 -resnest269e,74.180,25.820,91.930,8.070,110.93,416,0.928,bicubic,-10.336,-5.056,-2 -cait_xs24_384,74.170,25.830,91.910,8.090,26.67,384,1.000,bicubic,-9.892,-4.978,+17 -pit_b_distilled_224,74.160,25.840,91.670,8.330,74.79,224,0.900,bicubic,-9.982,-5.186,+13 -swsl_resnext101_32x4d,74.140,25.860,92.000,8.000,44.18,224,0.875,bilinear,-9.096,-4.764,+50 -eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.892,-4.958,+20 -xcit_small_12_p16_384_dist,74.120,25.880,92.070,7.930,26.25,384,1.000,bicubic,-10.586,-5.048,-11 -vit_large_r50_s32_224,74.110,25.890,92.380,7.620,328.99,224,0.900,bicubic,-10.320,-4.786,-4 -convnext_large,74.070,25.930,91.550,8.450,197.77,224,0.875,bicubic,-10.226,-5.344,0 -xcit_large_24_p8_224,74.070,25.930,90.890,9.110,188.93,224,1.000,bicubic,-10.322,-5.768,-4 -vit_base_patch16_224_miil,74.050,25.950,91.700,8.300,86.54,224,0.875,bilinear,-10.220,-5.102,+1 -resnetv2_152x4_bitm,74.010,25.990,92.330,7.670,936.53,480,1.000,bilinear,-10.906,-5.112,-21 -vit_base_patch16_224,74.010,25.990,92.470,7.530,86.57,224,0.900,bicubic,-10.516,-4.828,-14 -tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.886,-5.166,+14 -swsl_resnext101_32x16d,73.980,26.020,92.180,7.820,194.03,224,0.875,bilinear,-9.376,-4.662,+35 -regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.052,-4.916,+8 -crossvit_18_dagger_408,73.960,26.040,91.410,8.590,44.61,408,1.000,bicubic,-10.232,-5.408,-2 -xcit_small_12_p8_224_dist,73.930,26.070,91.720,8.280,26.21,224,1.000,bicubic,-10.302,-5.152,-4 -resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.090,-5.364,-33 -resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.588,-4.764,-19 -resmlp_big_24_224_in22ft1k,73.900,26.100,91.750,8.250,129.14,224,0.875,bicubic,-10.494,-5.370,-16 -tf_efficientnet_b6,73.900,26.100,91.750,8.250,43.04,528,0.942,bicubic,-10.208,-5.136,-4 +tf_efficientnet_b5_ap,74.590,25.410,91.990,8.010,30.39,456,0.934,bicubic,-9.666,-4.986,+20 +dm_nfnet_f1,74.570,25.430,92.260,7.740,132.63,320,0.910,bicubic,-10.054,-4.840,+2 +swin_base_patch4_window7_224,74.550,25.450,92.560,7.440,87.77,224,0.900,bicubic,-10.698,-5.002,-25 +seresnet152d,74.520,25.480,92.080,7.920,66.84,320,1.000,bicubic,-9.840,-4.960,+11 +regnetz_040,74.460,25.540,91.890,8.110,27.12,320,1.000,bicubic,-9.774,-5.042,+18 +resnest200e,74.460,25.540,91.860,8.140,70.20,320,0.909,bicubic,-9.368,-5.032,+41 +tf_efficientnetv2_s_in21ft1k,74.460,25.540,92.500,7.500,21.46,384,1.000,bicubic,-9.838,-4.754,+9 +regnetz_040h,74.440,25.560,92.240,7.760,28.94,320,1.000,bicubic,-10.056,-4.766,0 +resnetrs200,74.380,25.620,91.940,8.060,93.21,320,1.000,bicubic,-10.058,-5.140,+1 +efficientnetv2_rw_s,74.180,25.820,91.710,8.290,23.94,384,1.000,bicubic,-9.630,-5.012,+39 +cait_xs24_384,74.170,25.830,91.910,8.090,26.67,384,1.000,bicubic,-9.892,-4.980,+19 +resnest269e,74.170,25.830,91.930,8.070,110.93,416,0.928,bicubic,-10.350,-5.056,-6 +pit_b_distilled_224,74.160,25.840,91.670,8.330,74.79,224,0.900,bicubic,-9.980,-5.186,+15 +swsl_resnext101_32x4d,74.140,25.860,92.000,8.000,44.18,224,0.875,bilinear,-9.096,-4.764,+57 +eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.892,-4.958,+22 +volo_d1_224,74.120,25.880,92.030,7.970,26.63,224,0.960,bicubic,-10.042,-4.746,+11 +xcit_small_12_p16_384_dist,74.120,25.880,92.080,7.920,26.25,384,1.000,bicubic,-10.590,-5.038,-15 +vit_large_r50_s32_224,74.110,25.890,92.380,7.620,328.99,224,0.900,bicubic,-10.314,-4.786,-6 +convnext_large,74.070,25.930,91.560,8.440,197.77,224,0.875,bicubic,-10.222,-5.334,-2 +xcit_large_24_p8_224,74.070,25.930,90.890,9.110,188.93,224,1.000,bicubic,-10.324,-5.766,-6 +vit_base_patch16_224_miil,74.040,25.960,91.700,8.300,86.54,224,0.875,bilinear,-10.232,-5.102,-1 +resnetv2_152x4_bitm,74.010,25.990,92.330,7.670,936.53,480,1.000,bilinear,-10.906,-5.112,-25 +tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.886,-5.166,+18 +vit_base_patch16_224,74.000,26.000,92.470,7.530,86.57,224,0.900,bicubic,-10.528,-4.824,-19 +swsl_resnext101_32x16d,73.980,26.020,92.170,7.830,194.03,224,0.875,bilinear,-9.370,-4.674,+41 +regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.052,-4.916,+9 +crossvit_18_dagger_408,73.960,26.040,91.410,8.590,44.61,408,1.000,bicubic,-10.234,-5.408,-2 +seresnext101_32x8d,73.940,26.060,91.450,8.550,93.57,288,1.000,bicubic,-10.264,-5.426,-4 +resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.090,-5.364,-37 +resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.586,-4.764,-23 +xcit_small_12_p8_224_dist,73.920,26.080,91.720,8.280,26.21,224,1.000,bicubic,-10.316,-5.154,-9 +resmlp_big_24_224_in22ft1k,73.900,26.100,91.750,8.250,129.14,224,0.875,bicubic,-10.494,-5.370,-19 +tf_efficientnet_b6,73.900,26.100,91.750,8.250,43.04,528,0.942,bicubic,-10.210,-5.138,-4 tf_efficientnet_b3_ns,73.890,26.110,91.870,8.130,12.23,300,0.904,bicubic,-10.158,-5.038,-1 -convnext_base,73.870,26.130,91.310,8.690,88.59,224,0.875,bicubic,-9.946,-5.458,+10 -vit_small_r26_s32_384,73.790,26.210,92.300,7.700,36.47,384,1.000,bicubic,-10.256,-5.030,-2 +convnext_base,73.870,26.130,91.320,8.680,88.59,224,0.875,bicubic,-9.968,-5.430,+9 +vit_small_r26_s32_384,73.800,26.200,92.300,7.700,36.47,384,1.000,bicubic,-10.242,-5.028,-2 regnetz_d8,73.760,26.240,92.020,7.980,23.37,320,1.000,bicubic,-10.292,-4.974,-5 -resnetrs270,73.690,26.310,91.570,8.430,129.86,352,1.000,bicubic,-10.744,-5.402,-24 -resnetv2_101x3_bitm,73.690,26.310,92.470,7.530,387.93,448,1.000,bilinear,-10.752,-4.912,-26 -resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.282,-5.254,-2 -ig_resnext101_32x8d,73.660,26.340,92.160,7.840,88.79,224,0.875,bilinear,-9.038,-4.472,+45 -xcit_medium_24_p16_224_dist,73.650,26.350,91.580,8.420,84.40,224,1.000,bicubic,-10.630,-5.360,-20 +regnety_080,73.740,26.260,91.810,8.190,39.18,288,1.000,bicubic,-10.186,-5.078,+2 +resnetrs270,73.690,26.310,91.570,8.430,129.86,352,1.000,bicubic,-10.746,-5.400,-28 +resnetv2_101x3_bitm,73.690,26.310,92.470,7.530,387.93,448,1.000,bilinear,-10.752,-4.912,-31 +resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.284,-5.254,-3 +ig_resnext101_32x8d,73.660,26.340,92.160,7.840,88.79,224,0.875,bilinear,-9.040,-4.470,+54 +xcit_medium_24_p16_224_dist,73.660,26.340,91.580,8.420,84.40,224,1.000,bicubic,-10.614,-5.360,-24 +regnety_064,73.570,26.430,91.350,8.650,30.58,288,1.000,bicubic,-10.150,-5.372,+10 tf_efficientnet_b5,73.560,26.440,91.460,8.540,30.39,456,0.934,bicubic,-10.252,-5.288,+3 -resnet152d,73.530,26.470,91.230,8.770,60.21,320,1.000,bicubic,-10.144,-5.508,+10 -resnetrs200,73.490,26.510,91.260,8.740,93.21,320,1.000,bicubic,-10.576,-5.614,-15 -resnetrs350,73.410,26.590,91.310,8.690,163.96,384,1.000,bicubic,-11.310,-5.678,-40 -xcit_tiny_24_p8_384_dist,73.400,26.600,91.570,8.430,12.11,384,1.000,bicubic,-10.348,-5.140,+2 -twins_svt_large,73.380,26.620,90.910,9.090,99.27,224,0.900,bicubic,-10.300,-5.684,+5 -regnety_160,73.370,26.630,91.700,8.300,83.59,288,1.000,bicubic,-10.316,-5.076,+3 -efficientnet_b4,73.320,26.680,91.280,8.720,19.34,384,1.000,bicubic,-10.104,-5.316,+8 -resmlp_big_24_distilled_224,73.290,26.710,91.170,8.830,129.14,224,0.875,bicubic,-10.298,-5.478,+4 -xcit_small_24_p16_224_dist,73.290,26.710,91.440,8.560,47.67,224,1.000,bicubic,-10.572,-5.284,-12 -vit_small_patch16_384,73.280,26.720,92.000,8.000,22.20,384,1.000,bicubic,-10.526,-5.100,-5 -deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.150,-5.486,+5 -resnetrs152,73.200,26.800,91.270,8.730,86.62,320,1.000,bicubic,-10.512,-5.344,-4 -xcit_medium_24_p8_224,73.150,26.850,90.280,9.720,84.32,224,1.000,bicubic,-10.586,-6.114,-6 -jx_nest_base,73.120,26.880,91.060,8.940,67.72,224,0.875,bicubic,-10.434,-5.304,-1 -vit_base_patch32_384,73.120,26.880,91.240,8.760,88.30,384,1.000,bicubic,-10.228,-5.174,+5 +resnet152d,73.520,26.480,91.230,8.770,60.21,320,1.000,bicubic,-10.158,-5.508,+13 +regnetv_064,73.480,26.520,91.600,8.400,30.58,288,1.000,bicubic,-10.234,-5.014,+9 +xcit_tiny_24_p8_384_dist,73.420,26.580,91.560,8.440,12.11,384,1.000,bicubic,-10.322,-5.150,+4 +resnetrs350,73.400,26.600,91.310,8.690,163.96,384,1.000,bicubic,-11.318,-5.678,-48 +twins_svt_large,73.390,26.610,90.910,9.090,99.27,224,0.900,bicubic,-10.290,-5.684,+8 +regnetz_d8_evos,73.380,26.620,91.640,8.360,23.46,320,0.950,bicubic,-10.674,-5.356,-20 +regnety_160,73.370,26.630,91.700,8.300,83.59,288,1.000,bicubic,-10.320,-5.076,+5 +efficientnet_b4,73.310,26.690,91.280,8.720,19.34,384,1.000,bicubic,-10.114,-5.316,+10 +swin_s3_base_224,73.310,26.690,91.190,8.810,71.13,224,0.900,bicubic,-10.622,-5.470,-15 +xcit_small_24_p16_224_dist,73.290,26.710,91.440,8.560,47.67,224,1.000,bicubic,-10.578,-5.284,-14 +resmlp_big_24_distilled_224,73.290,26.710,91.170,8.830,129.14,224,0.875,bicubic,-10.298,-5.478,+5 +vit_small_patch16_384,73.280,26.720,92.000,8.000,22.20,384,1.000,bicubic,-10.524,-5.102,-7 +deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.152,-5.486,+6 +resnetrs152,73.200,26.800,91.270,8.730,86.62,320,1.000,bicubic,-10.514,-5.476,-4 +xcit_medium_24_p8_224,73.150,26.850,90.280,9.720,84.32,224,1.000,bicubic,-10.586,-6.114,-7 +vit_base_patch32_384,73.130,26.870,91.250,8.750,88.30,384,1.000,bicubic,-10.218,-5.584,+7 +jx_nest_base,73.120,26.880,91.060,8.940,67.72,224,0.875,bicubic,-10.436,-5.302,-1 +xcit_small_24_p8_224,73.080,26.920,91.150,8.850,47.63,224,1.000,bicubic,-10.758,-5.486,-18 cait_s24_224,73.070,26.930,91.120,8.880,46.92,224,1.000,bicubic,-10.388,-5.444,-2 -xcit_small_24_p8_224,73.070,26.930,91.150,8.850,47.63,224,1.000,bicubic,-10.772,-5.486,-18 -crossvit_15_dagger_408,72.970,27.030,91.090,8.910,28.50,408,1.000,bicubic,-10.862,-5.694,-18 -resnetv2_152x2_bit_teacher_384,72.900,27.100,91.550,8.450,236.34,384,1.000,bicubic,-10.944,-5.568,-21 -tf_efficientnet_b4_ap,72.880,27.120,90.980,9.020,19.34,380,0.922,bicubic,-10.372,-5.414,+2 -dm_nfnet_f0,72.870,27.130,91.080,8.920,71.49,256,0.900,bicubic,-10.516,-5.494,-4 -regnety_032,72.770,27.230,90.950,9.050,19.44,288,1.000,bicubic,-9.956,-5.474,+19 -nfnet_l0,72.610,27.390,91.000,9.000,35.07,288,1.000,bicubic,-10.142,-5.518,+17 -pnasnet5large,72.610,27.390,90.500,9.500,86.06,331,0.911,bicubic,-10.178,-5.540,+15 -xcit_small_12_p8_224,72.610,27.390,90.670,9.330,26.21,224,1.000,bicubic,-10.734,-5.810,-4 -resnest101e,72.580,27.420,90.820,9.180,48.28,256,0.875,bilinear,-10.308,-5.500,+9 -twins_pcpvt_large,72.580,27.420,90.700,9.300,60.99,224,0.900,bicubic,-10.556,-5.902,-2 -swsl_resnext50_32x4d,72.560,27.440,90.850,9.150,25.03,224,0.875,bilinear,-9.614,-5.382,+44 -tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.504,-5.862,+2 -twins_svt_base,72.550,27.450,90.460,9.540,56.07,224,0.900,bicubic,-10.586,-5.960,-4 -deit_base_patch16_384,72.540,27.460,90.270,9.730,86.86,384,1.000,bicubic,-10.566,-6.100,-2 -gc_efficientnetv2_rw_t,72.530,27.470,90.820,9.180,13.68,288,1.000,bicubic,-9.936,-5.476,+22 -resnetv2_50x3_bitm,72.510,27.490,91.760,8.240,217.32,448,1.000,bilinear,-11.504,-5.364,-40 -xcit_small_12_p16_224_dist,72.500,27.500,91.120,8.880,26.25,224,1.000,bicubic,-10.848,-5.716,-15 -xcit_tiny_24_p8_224_dist,72.440,27.560,90.920,9.080,12.11,224,1.000,bicubic,-10.122,-5.248,+15 -resnet101d,72.410,27.590,90.640,9.360,44.57,320,1.000,bicubic,-10.612,-5.806,-3 -jx_nest_small,72.360,27.640,90.700,9.300,38.35,224,0.875,bicubic,-10.760,-5.628,-9 -convnext_small,72.310,27.690,90.830,9.170,50.22,224,0.875,bicubic,-10.816,-5.594,-11 -regnetz_c16,72.310,27.690,90.820,9.180,13.46,320,0.940,bicubic,-10.208,-5.540,+14 -tf_efficientnet_b2_ns,72.290,27.710,91.090,8.910,9.11,260,0.890,bicubic,-10.090,-5.158,+18 -tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.734,-5.710,-9 -tresnet_m,72.270,27.730,90.230,9.770,31.39,224,0.875,bilinear,-10.802,-5.888,-12 -resnetv2_50x1_bit_distilled,72.260,27.740,91.000,9.000,25.55,224,0.875,bicubic,-10.568,-5.526,-6 -crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.150,-5.784,+12 -efficientnetv2_rw_t,72.240,27.760,90.420,9.580,13.65,288,1.000,bicubic,-10.104,-5.776,+16 -nasnetalarge,72.230,27.770,90.460,9.540,88.75,331,0.911,bicubic,-10.396,-5.586,-1 -twins_pcpvt_base,72.200,27.800,90.500,9.500,43.83,224,0.900,bicubic,-10.504,-5.848,-5 -cait_xxs36_384,72.190,27.810,90.840,9.160,17.37,384,1.000,bicubic,-10.002,-5.306,+23 -crossvit_18_dagger_240,72.130,27.870,90.070,9.930,44.27,240,0.875,bicubic,-10.390,-6.002,+3 -xcit_tiny_24_p16_384_dist,72.080,27.920,90.580,9.420,12.12,384,1.000,bicubic,-10.490,-5.704,-1 -resnet152,72.060,27.940,90.320,9.680,60.19,224,0.950,bicubic,-10.764,-5.814,-13 -eca_nfnet_l0,71.850,28.150,91.110,8.890,24.14,288,1.000,bicubic,-10.728,-5.382,-4 -swin_small_patch4_window7_224,71.760,28.240,90.240,9.760,49.61,224,0.900,bicubic,-11.454,-6.084,-29 -pit_b_224,71.710,28.290,89.250,10.750,73.76,224,0.900,bicubic,-10.734,-6.462,+1 -xcit_large_24_p16_224,71.710,28.290,89.170,10.830,189.10,224,1.000,bicubic,-11.182,-6.708,-21 -swsl_resnet50,71.700,28.300,90.480,9.520,25.56,224,0.875,bilinear,-9.470,-5.498,+61 +crossvit_15_dagger_408,72.960,27.040,91.090,8.910,28.50,408,1.000,bicubic,-10.876,-5.694,-19 +resnetv2_152x2_bit_teacher_384,72.900,27.100,91.550,8.450,236.34,384,1.000,bicubic,-10.944,-5.568,-23 +dm_nfnet_f0,72.880,27.120,91.080,8.920,71.49,256,0.900,bicubic,-10.506,-5.494,-2 +regnetv_040,72.880,27.120,91.100,8.900,20.64,288,1.000,bicubic,-10.320,-5.562,+5 +tf_efficientnet_b4_ap,72.880,27.120,90.980,9.020,19.34,380,0.922,bicubic,-10.372,-5.414,+1 +xception65p,72.790,27.210,90.910,9.090,39.82,299,0.940,bicubic,-10.336,-5.568,+9 +regnety_032,72.770,27.230,90.950,9.050,19.44,288,1.000,bicubic,-9.956,-5.474,+23 +regnety_040,72.720,27.280,90.720,9.280,20.65,288,1.000,bicubic,-10.316,-5.786,+12 +swin_s3_small_224,72.690,27.310,90.550,9.450,49.74,224,0.900,bicubic,-11.078,-5.902,-22 +resnext101_64x4d,72.620,27.380,90.840,9.160,83.46,288,1.000,bicubic,-10.520,-5.530,+2 +xcit_small_12_p8_224,72.610,27.390,90.670,9.330,26.21,224,1.000,bicubic,-10.734,-5.810,-8 +nfnet_l0,72.610,27.390,91.000,9.000,35.07,288,1.000,bicubic,-10.142,-5.518,+18 +pnasnet5large,72.610,27.390,90.500,9.500,86.06,331,0.911,bicubic,-10.180,-5.540,+16 +xception65,72.600,27.400,90.820,9.180,39.92,299,0.940,bicubic,-10.580,-5.772,-4 +resnest101e,72.580,27.420,90.820,9.180,48.28,256,0.875,bilinear,-10.310,-5.498,+9 +twins_pcpvt_large,72.580,27.420,90.700,9.300,60.99,224,0.900,bicubic,-10.554,-5.904,-2 +swsl_resnext50_32x4d,72.560,27.440,90.850,9.150,25.03,224,0.875,bilinear,-9.616,-5.382,+47 +twins_svt_base,72.560,27.440,90.460,9.540,56.07,224,0.900,bicubic,-10.578,-5.960,-5 +tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.504,-5.862,0 +deit_base_patch16_384,72.540,27.460,90.270,9.730,86.86,384,1.000,bicubic,-10.566,-6.098,-3 +gc_efficientnetv2_rw_t,72.530,27.470,90.820,9.180,13.68,288,1.000,bicubic,-9.936,-5.476,+23 +resnetv2_50x3_bitm,72.510,27.490,91.760,8.240,217.32,448,1.000,bilinear,-11.504,-5.364,-50 +xcit_small_12_p16_224_dist,72.500,27.500,91.120,8.880,26.25,224,1.000,bicubic,-10.850,-5.294,-20 +xcit_tiny_24_p8_224_dist,72.450,27.550,90.920,9.080,12.11,224,1.000,bicubic,-10.114,-5.250,+16 +resnet101d,72.410,27.590,90.660,9.340,44.57,320,1.000,bicubic,-10.612,-5.788,-3 +jx_nest_small,72.370,27.630,90.700,9.300,38.35,224,0.875,bicubic,-10.748,-5.630,-10 +convnext_small,72.320,27.680,90.850,9.150,50.22,224,0.875,bicubic,-10.830,-5.582,-16 +regnetz_c16,72.300,27.700,90.820,9.180,13.46,320,0.940,bicubic,-10.216,-5.540,+15 +tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.734,-5.710,-8 +tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.100,-5.158,+19 +resnetv2_50x1_bit_distilled,72.260,27.740,91.010,8.990,25.55,224,0.875,bicubic,-10.562,-5.518,-5 +tresnet_m,72.260,27.740,90.230,9.770,31.39,224,0.875,bilinear,-10.810,-5.890,-14 +crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.148,-5.788,+14 +efficientnetv2_rw_t,72.250,27.750,90.420,9.580,13.65,288,1.000,bicubic,-10.094,-5.776,+18 +nasnetalarge,72.230,27.770,90.460,9.540,88.75,331,0.911,bicubic,-10.396,-5.586,0 +regnetz_c16_evos,72.230,27.770,91.220,8.780,13.49,320,0.950,bicubic,-10.402,-5.256,-2 +cait_xxs36_384,72.190,27.810,90.840,9.160,17.37,384,1.000,bicubic,-10.004,-5.304,+26 +twins_pcpvt_base,72.190,27.810,90.510,9.490,43.83,224,0.900,bicubic,-10.518,-5.840,-7 +crossvit_18_dagger_240,72.140,27.860,90.070,9.930,44.27,240,0.875,bicubic,-10.380,-6.000,+3 +xcit_tiny_24_p16_384_dist,72.080,27.920,90.580,9.420,12.12,384,1.000,bicubic,-10.492,-5.708,-1 +resnet152,72.060,27.940,90.320,9.680,60.19,224,0.950,bicubic,-10.760,-5.810,-14 +eca_nfnet_l0,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.736,-5.380,-4 +swin_small_patch4_window7_224,71.740,28.260,90.240,9.760,49.61,224,0.900,bicubic,-11.476,-6.084,-35 +pit_b_224,71.720,28.280,89.250,10.750,73.76,224,0.900,bicubic,-10.726,-6.460,+2 +swsl_resnet50,71.700,28.300,90.480,9.520,25.56,224,0.875,bilinear,-9.474,-5.498,+70 +xcit_large_24_p16_224,71.700,28.300,89.170,10.830,189.10,224,1.000,bicubic,-11.194,-6.712,-23 resnet61q,71.680,28.320,90.280,9.720,36.85,288,1.000,bicubic,-10.846,-5.854,-6 -tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.398,-6.306,+19 -convit_base,71.610,28.390,90.160,9.840,86.54,224,0.875,bicubic,-10.684,-5.774,+7 -tresnet_l_448,71.590,28.410,90.060,9.940,55.99,448,0.875,bilinear,-10.680,-5.918,+8 -xcit_tiny_12_p8_384_dist,71.580,28.420,90.710,9.290,6.71,384,1.000,bicubic,-10.812,-5.512,-4 -crossvit_15_dagger_240,71.510,28.490,89.860,10.140,28.21,240,0.875,bicubic,-10.816,-6.098,+1 -ssl_resnext101_32x8d,71.510,28.490,90.470,9.530,88.79,224,0.875,bilinear,-10.098,-5.572,+31 -fbnetv3_g,71.490,28.510,90.370,9.630,16.62,288,0.950,bilinear,-10.556,-5.694,+14 -efficientnet_b3,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.762,-6.054,+4 -ecaresnet101d,71.470,28.530,90.320,9.680,44.57,224,0.875,bicubic,-10.702,-5.728,+7 -resnet51q,71.420,28.580,90.180,9.820,35.70,288,1.000,bilinear,-10.942,-6.000,-8 -ssl_resnext101_32x16d,71.420,28.580,90.520,9.480,194.03,224,0.875,bilinear,-10.434,-5.574,+19 -pit_s_distilled_224,71.360,28.640,89.780,10.220,24.04,224,0.900,bicubic,-10.636,-6.016,+11 -xcit_tiny_24_p8_224,71.350,28.650,90.240,9.760,12.11,224,1.000,bicubic,-10.542,-5.738,+15 -mixer_b16_224_miil,71.310,28.690,89.660,10.340,59.88,224,0.875,bilinear,-10.994,-6.056,-6 -resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.582,-6.140,-36 -resnetv2_101,71.270,28.730,89.910,10.090,44.54,224,0.950,bicubic,-10.772,-5.952,+6 +tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.398,-6.306,+23 +convit_base,71.610,28.390,90.160,9.840,86.54,224,0.875,bicubic,-10.676,-5.778,+9 +tresnet_l_448,71.590,28.410,90.060,9.940,55.99,448,0.875,bilinear,-10.678,-5.922,+9 +xcit_tiny_12_p8_384_dist,71.580,28.420,90.710,9.290,6.71,384,1.000,bicubic,-10.814,-5.510,-3 +poolformer_m48,71.550,28.450,89.760,10.240,73.47,224,0.950,bicubic,-10.912,-6.198,-7 +crossvit_15_dagger_240,71.510,28.490,89.860,10.140,28.21,240,0.875,bicubic,-10.820,-6.098,+1 +ssl_resnext101_32x8d,71.510,28.490,90.470,9.530,88.79,224,0.875,bilinear,-10.098,-5.572,+37 +fbnetv3_g,71.490,28.510,90.370,9.630,16.62,288,0.950,bilinear,-10.556,-5.694,+17 +efficientnet_b3,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.760,-6.054,+4 +ecaresnet101d,71.470,28.530,90.330,9.670,44.57,224,0.875,bicubic,-10.702,-5.716,+8 +ssl_resnext101_32x16d,71.430,28.570,90.520,9.480,194.03,224,0.875,bilinear,-10.424,-5.576,+25 +resnet51q,71.420,28.580,90.180,9.820,35.70,288,1.000,bilinear,-10.942,-6.000,-9 +pit_s_distilled_224,71.370,28.630,89.780,10.220,24.04,224,0.900,bicubic,-10.624,-6.018,+15 +xcit_tiny_24_p8_224,71.330,28.670,90.240,9.760,12.11,224,1.000,bicubic,-10.562,-5.736,+20 +mixer_b16_224_miil,71.310,28.690,89.650,10.350,59.88,224,0.875,bilinear,-10.998,-6.068,-7 +resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.582,-6.140,-38 +convnext_tiny_hnf,71.280,28.720,89.400,10.600,28.59,224,0.950,bicubic,-10.942,-6.466,-3 +resnetv2_101,71.260,28.740,89.920,10.080,44.54,224,0.950,bicubic,-10.782,-5.944,+7 ecaresnet50t,71.260,28.740,90.420,9.580,25.57,320,0.950,bicubic,-11.088,-5.718,-14 -convmixer_1536_20,71.230,28.770,89.440,10.560,51.63,224,0.960,bicubic,-10.136,-6.174,+33 -xcit_small_12_p16_224,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.776,-6.068,+6 -crossvit_base_240,71.180,28.820,89.840,10.160,105.03,240,0.875,bicubic,-11.034,-5.992,-7 -deit_base_patch16_224,71.180,28.820,89.190,10.810,86.57,224,0.900,bicubic,-10.814,-6.544,+3 -halo2botnet50ts_256,71.100,28.900,89.630,10.370,22.64,256,0.950,bicubic,-10.962,-6.012,-3 -xcit_tiny_12_p8_224_dist,71.040,28.960,89.880,10.120,6.71,224,1.000,bicubic,-10.168,-5.722,+35 -xcit_medium_24_p16_224,71.030,28.970,89.520,10.480,84.40,224,1.000,bicubic,-11.608,-6.456,-37 -xcit_small_24_p16_224,71.020,28.980,89.700,10.300,47.67,224,1.000,bicubic,-11.562,-6.304,-35 -visformer_small,71.010,28.990,89.450,10.550,40.22,224,0.900,bicubic,-11.096,-6.424,-9 -lamhalobotnet50ts_256,70.990,29.010,89.080,10.920,22.57,256,0.950,bicubic,-10.560,-6.422,+11 -resnetv2_101x1_bitm,70.990,29.010,91.090,8.910,44.54,448,1.000,bilinear,-11.344,-5.426,-23 -tresnet_m_448,70.990,29.010,88.690,11.310,31.39,448,0.875,bilinear,-10.714,-6.884,+3 -convnext_tiny,70.960,29.040,89.760,10.240,28.59,224,0.875,bicubic,-11.104,-6.074,-12 -tnt_s_patch16_224,70.940,29.060,89.590,10.410,23.76,224,0.900,bicubic,-10.576,-6.156,+10 -wide_resnet50_2,70.940,29.060,89.230,10.770,68.88,224,0.875,bicubic,-10.512,-6.300,+13 -resnest50d_4s2x40d,70.930,29.070,89.710,10.290,30.42,224,0.875,bicubic,-10.180,-5.854,+31 -tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.906,-6.194,-3 -vit_small_patch16_224,70.910,29.090,90.160,9.840,22.05,224,0.900,bicubic,-10.486,-5.974,+13 -resnet101,70.870,29.130,89.520,10.480,44.55,224,0.950,bicubic,-11.062,-6.246,-9 -jx_nest_tiny,70.860,29.140,89.940,10.060,17.06,224,0.875,bicubic,-10.562,-5.676,+10 -resnetrs101,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.428,-6.178,-28 -rexnet_200,70.850,29.150,89.700,10.300,16.37,224,0.875,bicubic,-10.778,-5.968,-3 -tf_efficientnet_b1_ns,70.850,29.150,90.120,9.880,7.79,240,0.882,bicubic,-10.536,-5.616,+9 -vit_large_patch32_384,70.850,29.150,90.570,9.430,306.63,384,1.000,bicubic,-10.660,-5.524,+1 -tf_efficientnetv2_b3,70.840,29.160,89.510,10.490,14.36,300,0.904,bicubic,-11.128,-6.270,-16 -tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.650,-5.994,+1 -coat_lite_small,70.770,29.230,89.570,10.430,19.84,224,0.900,bicubic,-11.540,-6.278,-37 -levit_384,70.750,29.250,89.300,10.700,39.13,224,0.900,bicubic,-11.838,-6.722,-56 -tf_efficientnet_b3,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-11 -gluon_senet154,70.620,29.380,88.920,11.080,115.09,224,0.875,bicubic,-10.612,-6.428,+9 -crossvit_small_240,70.620,29.380,89.360,10.640,26.86,240,0.875,bicubic,-10.402,-6.098,+23 -cait_xxs24_384,70.610,29.390,89.720,10.280,12.03,384,1.000,bicubic,-10.354,-5.926,+26 -convit_small,70.590,29.410,89.580,10.420,27.78,224,0.875,bicubic,-10.834,-6.162,-4 -twins_pcpvt_small,70.560,29.440,89.080,10.920,24.11,224,0.900,bicubic,-10.528,-6.560,+16 -ssl_resnext101_32x4d,70.530,29.470,89.780,10.220,44.18,224,0.875,bilinear,-10.396,-5.944,+26 -deit_small_distilled_patch16_224,70.520,29.480,89.480,10.520,22.44,224,0.900,bicubic,-10.684,-5.898,+6 -legacy_senet154,70.510,29.490,89.010,10.990,115.09,224,0.875,bilinear,-10.800,-6.480,-1 +convmixer_1536_20,71.230,28.770,89.440,10.560,51.63,224,0.960,bicubic,-10.136,-6.174,+39 +xcit_small_12_p16_224,71.210,28.790,89.750,10.250,26.25,224,1.000,bicubic,-10.766,-6.068,+9 +deit_base_patch16_224,71.190,28.810,89.190,10.810,86.57,224,0.900,bicubic,-10.806,-6.542,+5 +crossvit_base_240,71.180,28.820,89.830,10.170,105.03,240,0.875,bicubic,-11.036,-6.004,-8 +swin_s3_tiny_224,71.130,28.870,89.720,10.280,28.33,224,0.900,bicubic,-10.996,-6.230,-5 +resnetv2_50d_evos,71.120,28.880,90.010,9.990,25.59,288,0.950,bicubic,-10.860,-5.900,+4 +halo2botnet50ts_256,71.100,28.900,89.630,10.370,22.64,256,0.950,bicubic,-10.960,-6.012,-3 +xcit_tiny_12_p8_224_dist,71.030,28.970,89.880,10.120,6.71,224,1.000,bicubic,-10.178,-5.720,+40 +xcit_medium_24_p16_224,71.020,28.980,89.520,10.480,84.40,224,1.000,bicubic,-11.618,-6.454,-42 +visformer_small,71.010,28.990,89.450,10.550,40.22,224,0.900,bicubic,-11.096,-6.424,-8 +lamhalobotnet50ts_256,71.000,29.000,89.070,10.930,22.57,256,0.950,bicubic,-10.546,-6.432,+15 +xcit_small_24_p16_224,71.000,29.000,89.700,10.300,47.67,224,1.000,bicubic,-11.580,-6.306,-41 +resnetv2_50d_gn,70.990,29.010,89.770,10.230,25.57,288,0.950,bicubic,-10.828,-6.152,+6 +resnetv2_101x1_bitm,70.990,29.010,91.090,8.910,44.54,448,1.000,bilinear,-11.346,-5.426,-27 +tresnet_m_448,70.990,29.010,88.680,11.320,31.39,448,0.875,bilinear,-10.714,-6.892,+5 +wide_resnet50_2,70.940,29.060,89.230,10.770,68.88,224,0.875,bicubic,-10.512,-6.300,+17 +tnt_s_patch16_224,70.930,29.070,89.590,10.410,23.76,224,0.900,bicubic,-10.590,-6.154,+10 +convnext_tiny,70.930,29.070,89.750,10.250,28.59,224,0.875,bicubic,-11.134,-6.102,-14 +resnest50d_4s2x40d,70.930,29.070,89.710,10.290,30.42,224,0.875,bicubic,-10.180,-5.854,+35 +tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.906,-6.192,-2 +vit_small_patch16_224,70.910,29.090,90.150,9.850,22.05,224,0.900,bicubic,-10.486,-5.982,+16 +resnet101,70.870,29.130,89.520,10.480,44.55,224,0.950,bicubic,-11.062,-6.250,-8 +vit_large_patch32_384,70.870,29.130,90.570,9.430,306.63,384,1.000,bicubic,-10.636,-5.524,+8 +jx_nest_tiny,70.860,29.140,89.940,10.060,17.06,224,0.875,bicubic,-10.560,-5.678,+11 +resnetrs101,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.428,-6.180,-34 +tf_efficientnet_b1_ns,70.860,29.140,90.120,9.880,7.79,240,0.882,bicubic,-10.528,-5.616,+12 +rexnet_200,70.840,29.160,89.710,10.290,16.37,224,0.875,bicubic,-10.790,-5.958,-3 +tresnet_l,70.840,29.160,89.620,10.380,55.99,224,0.875,bilinear,-10.652,-6.004,+4 +tf_efficientnetv2_b3,70.830,29.170,89.510,10.490,14.36,300,0.904,bicubic,-11.136,-6.270,-17 +poolformer_m36,70.800,29.200,89.510,10.490,56.17,224,0.950,bicubic,-11.312,-6.180,-29 +coat_lite_small,70.790,29.210,89.570,10.430,19.84,224,0.900,bicubic,-11.514,-6.278,-41 +levit_384,70.750,29.250,89.300,10.700,39.13,224,0.900,bicubic,-11.838,-6.722,-62 +tf_efficientnet_b3,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-10 +gluon_senet154,70.620,29.380,88.920,11.080,115.09,224,0.875,bicubic,-10.612,-6.428,+12 +crossvit_small_240,70.610,29.390,89.360,10.640,26.86,240,0.875,bicubic,-10.408,-6.096,+24 +cait_xxs24_384,70.600,29.400,89.720,10.280,12.03,384,1.000,bicubic,-10.366,-5.926,+27 +convit_small,70.590,29.410,89.580,10.420,27.78,224,0.875,bicubic,-10.830,-6.160,-3 +twins_pcpvt_small,70.560,29.440,89.080,10.920,24.11,224,0.900,bicubic,-10.530,-6.560,+18 +ssl_resnext101_32x4d,70.530,29.470,89.780,10.220,44.18,224,0.875,bilinear,-10.394,-5.946,+27 +deit_small_distilled_patch16_224,70.530,29.470,89.470,10.530,22.44,224,0.900,bicubic,-10.678,-5.904,+8 +legacy_senet154,70.520,29.480,89.000,11.000,115.09,224,0.875,bilinear,-10.790,-6.496,+2 vit_small_r26_s32_224,70.510,29.490,90.110,9.890,36.43,224,0.900,bicubic,-11.346,-5.910,-26 -halonet50ts,70.480,29.520,89.330,10.670,22.73,256,0.940,bicubic,-11.178,-6.280,-22 -regnetz_b16,70.450,29.550,89.530,10.470,9.72,288,0.940,bicubic,-10.266,-5.948,+30 -twins_svt_small,70.440,29.560,89.360,10.640,24.06,224,0.900,bicubic,-11.244,-6.312,-25 -crossvit_15_240,70.430,29.570,89.540,10.460,27.53,240,0.875,bicubic,-11.114,-6.148,-20 -gluon_seresnext101_64x4d,70.430,29.570,89.360,10.640,88.23,224,0.875,bicubic,-10.448,-5.938,+20 -resnest50d,70.430,29.570,88.760,11.240,27.48,224,0.875,bilinear,-10.548,-6.618,+12 -tf_efficientnet_lite4,70.430,29.570,89.100,10.900,13.01,380,0.920,bilinear,-11.106,-6.568,-22 -resnest50d_1s4x24d,70.400,29.600,89.230,10.770,25.68,224,0.875,bicubic,-10.586,-6.090,+9 -seresnext50_32x4d,70.400,29.600,89.110,10.890,27.56,224,0.875,bicubic,-10.858,-6.518,-8 -gernet_l,70.370,29.630,88.980,11.020,31.08,256,0.875,bilinear,-10.976,-6.552,-13 -gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.732,-6.564,+5 -repvgg_b3,70.250,29.750,88.740,11.260,123.09,224,0.875,bilinear,-10.246,-6.524,+27 -coat_mini,70.210,29.790,89.440,10.560,10.34,224,0.900,bicubic,-11.054,-5.954,-13 -sebotnet33ts_256,70.150,29.850,88.800,11.200,13.70,256,0.940,bicubic,-11.004,-6.368,-7 -efficientnet_el,70.130,29.870,89.290,10.710,10.59,300,0.904,bicubic,-11.176,-6.236,-16 -inception_resnet_v2,70.130,29.870,88.700,11.300,55.84,299,0.897,bicubic,-10.330,-6.608,+28 -ecaresnet101d_pruned,70.110,29.890,89.590,10.410,24.88,224,0.875,bicubic,-10.706,-6.044,+10 -resmlp_36_distilled_224,70.100,29.900,89.100,10.900,44.69,224,0.875,bicubic,-11.054,-6.388,-12 -haloregnetz_b,70.090,29.910,88.860,11.140,11.68,224,0.940,bicubic,-10.962,-6.334,-6 -gluon_seresnext101_32x4d,70.040,29.960,88.920,11.080,48.96,224,0.875,bicubic,-10.866,-6.376,+4 -sehalonet33ts,70.020,29.980,88.700,11.300,13.69,256,0.940,bicubic,-10.946,-6.572,-2 -regnety_320,69.990,30.010,88.890,11.110,145.05,224,0.875,bicubic,-10.818,-6.354,+6 -levit_256,69.970,30.030,89.240,10.760,18.89,224,0.900,bicubic,-11.536,-6.252,-35 -gluon_resnet152_v1d,69.960,30.040,88.490,11.510,60.21,224,0.875,bicubic,-10.516,-6.718,+17 -pit_s_224,69.900,30.100,88.930,11.070,23.46,224,0.900,bicubic,-11.198,-6.400,-14 -ecaresnet50d,69.840,30.160,89.390,10.610,25.58,224,0.875,bicubic,-10.762,-5.930,+10 +halonet50ts,70.490,29.510,89.330,10.670,22.73,256,0.940,bicubic,-11.170,-6.282,-21 +regnetz_b16,70.450,29.550,89.530,10.470,9.72,288,0.940,bicubic,-10.264,-5.948,+32 +gluon_seresnext101_64x4d,70.440,29.560,89.350,10.650,88.23,224,0.875,bicubic,-10.438,-5.948,+23 +twins_svt_small,70.440,29.560,89.350,10.650,24.06,224,0.900,bicubic,-11.240,-6.320,-26 +crossvit_15_240,70.440,29.560,89.540,10.460,27.53,240,0.875,bicubic,-11.102,-6.150,-18 +tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.106,-6.558,-20 +resnest50d,70.420,29.580,88.760,11.240,27.48,224,0.875,bilinear,-10.562,-6.620,+13 +seresnext50_32x4d,70.410,29.590,89.110,10.890,27.56,224,0.875,bicubic,-10.848,-6.520,-5 +resnest50d_1s4x24d,70.390,29.610,89.230,10.770,25.68,224,0.875,bicubic,-10.600,-6.094,+10 +gernet_l,70.360,29.640,88.980,11.020,31.08,256,0.875,bilinear,-10.984,-6.552,-11 +gluon_resnet152_v1s,70.300,29.700,88.850,11.150,60.32,224,0.875,bicubic,-10.716,-6.562,+7 +repvgg_b3,70.250,29.750,88.740,11.260,123.09,224,0.875,bilinear,-10.246,-6.524,+29 +xception41p,70.210,29.790,89.100,10.900,26.91,299,0.940,bicubic,-11.750,-6.694,-43 +coat_mini,70.210,29.790,89.450,10.550,10.34,224,0.900,bicubic,-11.056,-5.944,-11 +sebotnet33ts_256,70.150,29.850,88.800,11.200,13.70,256,0.940,bicubic,-11.006,-6.370,-7 +inception_resnet_v2,70.120,29.880,88.690,11.310,55.84,299,0.897,bicubic,-10.340,-6.618,+29 +ecaresnet101d_pruned,70.110,29.890,89.590,10.410,24.88,224,0.875,bicubic,-10.704,-6.040,+12 +efficientnet_el,70.110,29.890,89.290,10.710,10.59,300,0.904,bicubic,-11.200,-6.240,-18 +haloregnetz_b,70.100,29.900,88.860,11.140,11.68,224,0.940,bicubic,-10.950,-6.336,-4 +resmlp_36_distilled_224,70.100,29.900,89.100,10.900,44.69,224,0.875,bicubic,-11.054,-6.388,-11 +gluon_seresnext101_32x4d,70.040,29.960,88.910,11.090,48.96,224,0.875,bicubic,-10.866,-6.384,+5 +poolformer_s36,70.030,29.970,89.200,10.800,30.86,224,0.900,bicubic,-11.388,-6.250,-28 +sehalonet33ts,70.020,29.980,88.700,11.300,13.69,256,0.940,bicubic,-10.944,-6.572,-1 +regnety_320,69.990,30.010,88.880,11.120,145.05,224,0.875,bicubic,-10.820,-6.364,+6 +gluon_resnet152_v1d,69.970,30.030,88.490,11.510,60.21,224,0.875,bicubic,-10.506,-6.714,+18 +levit_256,69.950,30.050,89.240,10.760,18.89,224,0.900,bicubic,-11.556,-6.252,-38 +pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.210,-6.400,-14 +ecaresnet50d,69.840,30.160,89.390,10.610,25.58,224,0.875,bicubic,-10.760,-5.930,+10 ssl_resnext50_32x4d,69.720,30.280,89.440,10.560,25.03,224,0.875,bilinear,-10.596,-5.970,+26 -gluon_resnext101_64x4d,69.710,30.290,88.270,11.730,83.46,224,0.875,bicubic,-10.894,-6.722,+7 -xcit_tiny_24_p16_224_dist,69.710,30.290,88.720,11.280,12.12,224,1.000,bicubic,-10.738,-6.496,+16 -xcit_tiny_12_p16_384_dist,69.690,30.310,89.020,10.980,6.72,384,1.000,bicubic,-11.254,-6.390,-9 -lambda_resnet50ts,69.680,30.320,88.820,11.180,21.54,256,0.950,bicubic,-11.470,-6.284,-23 +gluon_resnext101_64x4d,69.700,30.300,88.270,11.730,83.46,224,0.875,bicubic,-10.904,-6.722,+7 +xcit_tiny_24_p16_224_dist,69.700,30.300,88.720,11.280,12.12,224,1.000,bicubic,-10.746,-6.496,+16 +xcit_tiny_12_p16_384_dist,69.690,30.310,89.020,10.980,6.72,384,1.000,bicubic,-11.254,-6.392,-10 +lambda_resnet50ts,69.690,30.310,88.830,11.170,21.54,256,0.950,bicubic,-11.456,-6.272,-22 resmlp_24_distilled_224,69.680,30.320,89.050,10.950,30.02,224,0.875,bicubic,-11.084,-6.174,-3 -resnext50_32x4d,69.670,30.330,88.650,11.350,25.03,224,0.950,bicubic,-11.434,-6.676,-23 -efficientnet_b3_pruned,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.276,-6.264,-8 -gernet_m,69.560,30.440,88.700,11.300,21.14,224,0.875,bilinear,-11.186,-6.484,-5 -nf_resnet50,69.540,30.460,88.730,11.270,25.56,288,0.940,bicubic,-11.114,-6.604,-4 -gcresnext50ts,69.540,30.460,88.850,11.150,15.67,256,0.900,bicubic,-11.038,-6.320,+1 -repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.692,-6.656,+25 -efficientnet_el_pruned,69.510,30.490,88.920,11.080,10.59,300,0.904,bicubic,-10.792,-6.298,+16 -ens_adv_inception_resnet_v2,69.510,30.490,88.510,11.490,55.84,299,0.897,bicubic,-10.470,-6.428,+36 -efficientnet_b2,69.500,30.500,88.670,11.330,9.11,288,1.000,bicubic,-11.112,-6.644,-7 -gcresnet50t,69.490,30.510,89.060,10.940,25.90,256,0.900,bicubic,-11.448,-6.392,-20 -rexnet_150,69.470,30.530,88.980,11.020,9.73,224,0.875,bicubic,-10.840,-6.186,+11 -regnetx_320,69.440,30.560,88.270,11.730,107.81,224,0.875,bicubic,-10.800,-6.752,+17 -swin_tiny_patch4_window7_224,69.430,30.570,89.020,10.980,28.29,224,0.900,bicubic,-11.944,-6.522,-50 -vit_base_patch32_224,69.410,30.590,89.430,10.570,88.22,224,0.900,bicubic,-11.312,-6.136,-15 +resnext50_32x4d,69.670,30.330,88.650,11.350,25.03,224,0.950,bicubic,-11.438,-6.676,-23 +efficientnet_b3_pruned,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.278,-6.264,-8 +gernet_m,69.550,30.450,88.690,11.310,21.14,224,0.875,bilinear,-11.194,-6.494,-5 +nf_resnet50,69.540,30.460,88.730,11.270,25.56,288,0.940,bicubic,-11.114,-6.604,-3 +gcresnext50ts,69.530,30.470,88.840,11.160,15.67,256,0.900,bicubic,-11.048,-6.330,0 +repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.692,-6.656,+26 +efficientnet_el_pruned,69.510,30.490,88.930,11.070,10.59,300,0.904,bicubic,-10.792,-6.098,+18 +ens_adv_inception_resnet_v2,69.510,30.490,88.510,11.490,55.84,299,0.897,bicubic,-10.468,-6.428,+37 +efficientnet_b2,69.500,30.500,88.670,11.330,9.11,288,1.000,bicubic,-11.114,-6.646,-7 +gcresnet50t,69.500,30.500,89.060,10.940,25.90,256,0.900,bicubic,-11.442,-6.394,-20 +rexnet_150,69.470,30.530,88.980,11.020,9.73,224,0.875,bicubic,-10.840,-6.186,+12 +swin_tiny_patch4_window7_224,69.450,30.550,89.020,10.980,28.29,224,0.900,bicubic,-11.924,-6.524,-49 +regnetx_320,69.440,30.560,88.280,11.720,107.81,224,0.875,bicubic,-10.800,-6.742,+17 +vit_base_patch32_224,69.410,30.590,89.440,10.560,88.22,224,0.900,bicubic,-11.312,-6.126,-15 convmixer_768_32,69.400,30.600,88.870,11.130,21.11,224,0.960,bicubic,-10.764,-6.202,+20 -legacy_seresnext101_32x4d,69.380,30.620,88.060,11.940,48.96,224,0.875,bilinear,-10.848,-6.954,+14 -inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.810,-6.190,+17 -ecaresnetlight,69.350,30.650,89.230,10.770,30.16,224,0.875,bicubic,-11.112,-6.022,-7 -resnet50d,69.340,30.660,88.220,11.780,25.58,224,0.875,bicubic,-11.186,-6.942,-13 -xception71,69.320,30.680,88.270,11.730,42.34,299,0.903,bicubic,-10.552,-6.652,+30 -vit_small_patch32_384,69.290,30.710,89.820,10.180,22.92,384,1.000,bicubic,-11.194,-5.778,-13 -gluon_xception65,69.160,30.840,88.080,11.920,39.92,299,0.903,bicubic,-10.556,-6.780,+38 -gluon_resnet152_v1c,69.140,30.860,87.860,12.140,60.21,224,0.875,bicubic,-10.772,-6.988,+24 -mixnet_xl,69.120,30.880,88.310,11.690,11.90,224,0.875,bicubic,-11.356,-6.624,-14 -seresnet33ts,69.110,30.890,88.490,11.510,19.78,256,0.900,bicubic,-11.246,-6.618,-7 -tf_efficientnetv2_b2,69.080,30.920,88.220,11.780,10.10,260,0.890,bicubic,-11.126,-6.822,+6 -resnetv2_50,69.060,30.940,88.440,11.560,25.55,224,0.950,bicubic,-11.360,-6.634,-13 -gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.406,-6.916,-13 -repvgg_b2g4,69.000,31.000,88.360,11.640,61.76,224,0.875,bilinear,-10.370,-6.326,+50 -gcresnet33ts,68.990,31.010,88.470,11.530,19.88,256,0.900,bicubic,-11.094,-6.530,+8 -xception65,68.980,31.020,88.480,11.520,39.92,299,0.903,bicubic,-10.568,-6.176,+39 -seresnet50,68.950,31.050,88.700,11.300,28.09,224,0.875,bicubic,-11.314,-6.372,-7 -gluon_resnext101_32x4d,68.950,31.050,88.360,11.640,44.18,224,0.875,bicubic,-11.390,-6.566,-12 -tf_efficientnet_b2_ap,68.930,31.070,88.350,11.650,9.11,260,0.890,bicubic,-11.372,-6.678,-9 -cspdarknet53,68.920,31.080,88.600,11.400,27.64,256,0.887,bilinear,-11.142,-6.484,+5 -regnety_120,68.870,31.130,88.330,11.670,51.82,224,0.875,bicubic,-11.500,-6.794,-19 -resnet50_gn,68.850,31.150,88.420,11.580,25.56,224,0.940,bicubic,-11.202,-6.526,+4 -gluon_resnet152_v1b,68.820,31.180,87.720,12.280,60.19,224,0.875,bicubic,-10.856,-7.018,+26 -eca_resnet33ts,68.810,31.190,88.580,11.420,19.68,256,0.900,bicubic,-11.274,-6.390,-2 -cspresnext50,68.790,31.210,87.940,12.060,20.57,224,0.875,bilinear,-11.260,-7.006,+2 -dpn131,68.760,31.240,87.450,12.550,79.25,224,0.875,bicubic,-11.064,-7.258,+14 -gmlp_s16_224,68.760,31.240,88.080,11.920,19.42,224,0.875,bicubic,-10.882,-6.544,+25 -resnext50d_32x4d,68.740,31.260,88.300,11.700,25.05,224,0.875,bicubic,-10.930,-6.564,+22 -tf_efficientnet_b2,68.740,31.260,87.960,12.040,9.11,260,0.890,bicubic,-11.340,-6.948,-5 -resnet50,68.730,31.270,87.670,12.330,25.56,224,0.950,bicubic,-11.642,-6.940,-29 -deit_small_patch16_224,68.710,31.290,88.200,11.800,22.05,224,0.900,bicubic,-11.156,-6.846,+5 -gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.592,-7.250,-23 -regnety_080,68.710,31.290,87.970,12.030,39.18,224,0.875,bicubic,-11.170,-6.860,+1 -dpn107,68.700,31.300,88.140,11.860,86.92,224,0.875,bicubic,-11.472,-6.766,-16 -gluon_seresnext50_32x4d,68.670,31.330,88.320,11.680,27.56,224,0.875,bicubic,-11.246,-6.514,-4 -hrnet_w64,68.640,31.360,88.050,11.950,128.06,224,0.875,bilinear,-10.828,-6.604,+23 -dpn98,68.610,31.390,87.660,12.340,61.57,224,0.875,bicubic,-11.034,-6.938,+14 -xcit_tiny_12_p8_224,68.570,31.430,88.690,11.310,6.71,224,1.000,bicubic,-11.124,-6.364,+9 -regnetx_160,68.530,31.470,88.440,11.560,54.28,224,0.875,bicubic,-11.318,-6.390,-1 -rexnet_130,68.460,31.540,88.040,11.960,7.56,224,0.875,bicubic,-11.040,-6.642,+17 -cspresnet50,68.440,31.560,87.970,12.030,21.62,256,0.887,bilinear,-11.140,-6.734,+13 -tf_efficientnet_el,68.430,31.570,88.210,11.790,10.59,300,0.904,bicubic,-11.820,-6.920,-30 -xcit_tiny_24_p16_224,68.430,31.570,88.290,11.710,12.12,224,1.000,bicubic,-11.018,-6.596,+19 -regnety_064,68.420,31.580,88.080,11.920,30.58,224,0.875,bicubic,-11.300,-6.684,0 -cait_xxs36_224,68.400,31.600,88.640,11.360,17.30,224,1.000,bicubic,-11.350,-6.230,-2 -ecaresnet50d_pruned,68.400,31.600,88.370,11.630,19.94,224,0.875,bicubic,-11.310,-6.510,0 -skresnext50_32x4d,68.370,31.630,87.560,12.440,27.48,224,0.875,bicubic,-11.782,-7.084,-26 -ssl_resnet50,68.370,31.630,88.530,11.470,25.56,224,0.875,bilinear,-10.850,-6.302,+30 -dla102x2,68.340,31.660,87.890,12.110,41.28,224,0.875,bilinear,-11.110,-6.744,+12 -fbnetv3_d,68.340,31.660,88.450,11.550,10.31,256,0.950,bilinear,-11.342,-6.500,-2 -resmlp_big_24_224,68.320,31.680,87.530,12.470,129.14,224,0.875,bicubic,-12.712,-7.490,-85 -efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.754,-21 -gluon_resnext50_32x4d,68.300,31.700,87.290,12.710,25.03,224,0.875,bicubic,-11.068,-7.136,+12 -vit_base_patch16_224_sam,68.260,31.740,87.720,12.280,86.57,224,0.900,bicubic,-11.982,-7.036,-41 -ecaresnet26t,68.230,31.770,88.800,11.200,16.01,320,0.950,bicubic,-11.618,-6.284,-18 -tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.588,-7.174,-15 -ese_vovnet39b,68.200,31.800,88.260,11.740,24.57,224,0.875,bicubic,-11.110,-6.456,+10 +inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.802,-6.186,+20 +legacy_seresnext101_32x4d,69.360,30.640,88.060,11.940,48.96,224,0.875,bilinear,-10.864,-6.950,+14 +ecaresnetlight,69.340,30.660,89.230,10.770,30.16,224,0.875,bicubic,-11.112,-6.020,-6 +resnet50d,69.340,30.660,88.230,11.770,25.58,224,0.875,bicubic,-11.182,-6.932,-13 +xception71,69.320,30.680,88.270,11.730,42.34,299,0.903,bicubic,-10.556,-6.652,+30 +vit_small_patch32_384,69.280,30.720,89.820,10.180,22.92,384,1.000,bicubic,-11.204,-5.780,-13 +gluon_xception65,69.160,30.840,88.080,11.920,39.92,299,0.903,bicubic,-10.556,-6.780,+37 +gluon_resnet152_v1c,69.150,30.850,87.860,12.140,60.21,224,0.875,bicubic,-10.758,-6.988,+25 +mixnet_xl,69.120,30.880,88.310,11.690,11.90,224,0.875,bicubic,-11.354,-6.624,-14 +seresnet33ts,69.100,30.900,88.490,11.510,19.78,256,0.900,bicubic,-11.250,-6.616,-7 +tf_efficientnetv2_b2,69.090,30.910,88.220,11.780,10.10,260,0.890,bicubic,-11.116,-6.822,+7 +resnetv2_50,69.070,30.930,88.440,11.560,25.55,224,0.950,bicubic,-11.350,-6.576,-13 +gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.410,-6.974,-13 +repvgg_b2g4,69.000,31.000,88.350,11.650,61.76,224,0.875,bilinear,-10.370,-6.338,+48 +gcresnet33ts,68.990,31.010,88.470,11.530,19.88,256,0.900,bicubic,-11.090,-6.530,+9 +gluon_resnext101_32x4d,68.950,31.050,88.360,11.640,44.18,224,0.875,bicubic,-11.394,-6.566,-12 +seresnet50,68.950,31.050,88.700,11.300,28.09,224,0.875,bicubic,-11.314,-6.372,-5 +tf_efficientnet_b2_ap,68.950,31.050,88.350,11.650,9.11,260,0.890,bicubic,-11.352,-6.866,-9 +cspdarknet53,68.920,31.080,88.600,11.400,27.64,256,0.887,bilinear,-11.142,-6.484,+7 +regnety_120,68.870,31.130,88.330,11.670,51.82,224,0.875,bicubic,-11.506,-6.286,-18 +resnet50_gn,68.850,31.150,88.420,11.580,25.56,224,0.940,bicubic,-11.204,-6.528,+6 +gluon_resnet152_v1b,68.830,31.170,87.710,12.290,60.19,224,0.875,bicubic,-10.850,-7.028,+26 +eca_resnet33ts,68.810,31.190,88.580,11.420,19.68,256,0.900,bicubic,-11.270,-6.390,0 +cspresnext50,68.790,31.210,87.940,12.060,20.57,224,0.875,bilinear,-11.260,-7.006,+4 +dpn131,68.760,31.240,87.440,12.560,79.25,224,0.875,bicubic,-11.064,-7.268,+15 +gmlp_s16_224,68.760,31.240,88.080,11.920,19.42,224,0.875,bicubic,-10.880,-6.544,+25 +poolformer_s24,68.760,31.240,88.210,11.790,21.39,224,0.900,bicubic,-11.554,-6.836,-20 +tf_efficientnet_b2,68.740,31.260,87.980,12.020,9.11,260,0.890,bicubic,-11.340,-6.928,-3 +resnext50d_32x4d,68.730,31.270,88.300,11.700,25.05,224,0.875,bicubic,-10.940,-6.564,+20 +resnet50,68.720,31.280,87.660,12.340,25.56,224,0.950,bicubic,-11.656,-7.466,-29 +gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.588,-7.254,-20 +deit_small_patch16_224,68.700,31.300,88.210,11.790,22.05,224,0.900,bicubic,-11.160,-6.836,+4 +dpn107,68.700,31.300,88.140,11.860,86.92,224,0.875,bicubic,-11.472,-6.766,-14 +gluon_seresnext50_32x4d,68.670,31.330,88.320,11.680,27.56,224,0.875,bicubic,-11.244,-6.512,-2 +hrnet_w64,68.650,31.350,88.050,11.950,128.06,224,0.875,bilinear,-10.822,-6.602,+22 +dpn98,68.610,31.390,87.660,12.340,61.57,224,0.875,bicubic,-11.036,-6.936,+14 +xcit_tiny_12_p8_224,68.580,31.420,88.690,11.310,6.71,224,1.000,bicubic,-11.110,-6.364,+9 +regnetx_160,68.530,31.470,88.450,11.550,54.28,224,0.875,bicubic,-11.320,-6.380,-1 +rexnet_130,68.460,31.540,88.040,11.960,7.56,224,0.875,bicubic,-11.040,-6.644,+16 +cspresnet50,68.440,31.560,87.970,12.030,21.62,256,0.887,bilinear,-11.142,-6.734,+13 +tf_efficientnet_el,68.430,31.570,88.210,11.790,10.59,300,0.904,bicubic,-11.820,-6.912,-28 +xcit_tiny_24_p16_224,68.430,31.570,88.290,11.710,12.12,224,1.000,bicubic,-11.014,-6.594,+18 +ecaresnet50d_pruned,68.410,31.590,88.370,11.630,19.94,224,0.875,bicubic,-11.298,-6.510,+2 +cait_xxs36_224,68.400,31.600,88.630,11.370,17.30,224,1.000,bicubic,-11.348,-6.236,-1 +skresnext50_32x4d,68.370,31.630,87.560,12.440,27.48,224,0.875,bicubic,-11.782,-7.084,-23 +ssl_resnet50,68.360,31.640,88.530,11.470,25.56,224,0.875,bilinear,-10.866,-6.306,+30 +fbnetv3_d,68.340,31.660,88.450,11.550,10.31,256,0.950,bilinear,-11.342,-6.498,-1 +dla102x2,68.340,31.660,87.890,12.110,41.28,224,0.875,bilinear,-11.106,-6.742,+12 +efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.754,-18 +resmlp_big_24_224,68.320,31.680,87.530,12.470,129.14,224,0.875,bicubic,-12.712,-7.490,-83 +gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.054,-7.126,+12 +vit_base_patch16_224_sam,68.260,31.740,87.730,12.270,86.57,224,0.900,bicubic,-11.982,-7.024,-38 +ecaresnet26t,68.230,31.770,88.790,11.210,16.01,320,0.950,bicubic,-11.618,-6.296,-15 +tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.590,-7.172,-13 +ese_vovnet39b,68.200,31.800,88.260,11.740,24.57,224,0.875,bicubic,-11.112,-6.454,+10 +fbnetv3_b,68.180,31.820,87.930,12.070,8.60,256,0.950,bilinear,-10.968,-6.816,+25 regnetx_120,68.170,31.830,87.660,12.340,46.11,224,0.875,bicubic,-11.422,-7.074,-5 -fbnetv3_b,68.150,31.850,87.930,12.070,8.60,256,0.950,bilinear,-11.000,-6.816,+25 -resmlp_36_224,68.060,31.940,88.190,11.810,44.69,224,0.875,bicubic,-11.708,-6.696,-18 -resnetrs50,68.040,31.960,87.710,12.290,35.69,224,0.910,bicubic,-11.850,-7.256,-28 -pit_xs_distilled_224,68.010,31.990,87.720,12.280,11.00,224,0.900,bicubic,-11.294,-6.646,+9 -dpn92,67.960,32.040,87.560,12.440,37.67,224,0.875,bicubic,-12.056,-7.268,-35 -nf_regnet_b1,67.960,32.040,88.200,11.800,10.22,288,0.900,bicubic,-11.328,-6.550,+9 -gluon_resnet50_v1d,67.940,32.060,87.130,12.870,25.58,224,0.875,bicubic,-11.136,-7.340,+23 -resnetv2_50x1_bitm,67.920,32.080,89.290,10.710,25.55,448,1.000,bilinear,-12.422,-6.390,-62 -tf_efficientnetv2_b1,67.900,32.100,87.790,12.210,8.14,240,0.882,bicubic,-11.562,-6.936,-8 -levit_192,67.900,32.100,87.890,12.110,10.95,224,0.900,bicubic,-11.932,-6.896,-28 -regnetx_080,67.880,32.120,86.990,13.010,39.57,224,0.875,bicubic,-11.320,-7.562,+13 -legacy_seresnext50_32x4d,67.860,32.140,87.620,12.380,27.56,224,0.875,bilinear,-11.210,-6.812,+19 -resnext101_32x8d,67.860,32.140,87.490,12.510,88.79,224,0.875,bilinear,-11.456,-7.028,-5 -efficientnet_em,67.830,32.170,88.120,11.880,6.90,240,0.882,bicubic,-11.420,-6.676,+5 -lambda_resnet26t,67.810,32.190,87.780,12.220,10.96,256,0.940,bicubic,-11.286,-6.808,+13 +resmlp_36_224,68.060,31.940,88.190,11.810,44.69,224,0.875,bicubic,-11.708,-6.696,-16 +resnetrs50,68.030,31.970,87.710,12.290,35.69,224,0.910,bicubic,-11.856,-7.256,-25 +pit_xs_distilled_224,68.000,32.000,87.720,12.280,11.00,224,0.900,bicubic,-11.306,-6.644,+6 +dpn92,67.960,32.040,87.560,12.440,37.67,224,0.875,bicubic,-12.056,-7.264,-32 +nf_regnet_b1,67.960,32.040,88.200,11.800,10.22,288,0.900,bicubic,-11.328,-6.548,+9 +gluon_resnet50_v1d,67.950,32.050,87.130,12.870,25.58,224,0.875,bicubic,-11.126,-7.342,+22 +resnetv2_50x1_bitm,67.920,32.080,89.290,10.710,25.55,448,1.000,bilinear,-12.422,-6.390,-59 +levit_192,67.900,32.100,87.890,12.110,10.95,224,0.900,bicubic,-11.932,-6.896,-26 +tf_efficientnetv2_b1,67.890,32.110,87.790,12.210,8.14,240,0.882,bicubic,-11.574,-6.934,-8 +regnetx_080,67.880,32.120,86.990,13.010,39.57,224,0.875,bicubic,-11.322,-7.564,+12 +resnext101_32x8d,67.860,32.140,87.490,12.510,88.79,224,0.875,bilinear,-11.456,-7.028,-4 +legacy_seresnext50_32x4d,67.850,32.150,87.620,12.380,27.56,224,0.875,bilinear,-11.218,-6.814,+17 +efficientnet_em,67.830,32.170,88.120,11.880,6.90,240,0.882,bicubic,-11.420,-6.674,+5 +lambda_resnet26t,67.820,32.180,87.770,12.230,10.96,256,0.940,bicubic,-11.278,-6.818,+12 resmlp_24_224,67.800,32.200,87.620,12.380,30.02,224,0.875,bicubic,-11.582,-6.926,-11 -hrnet_w48,67.770,32.230,87.400,12.600,77.47,224,0.875,bilinear,-11.530,-7.112,-3 -hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.160,-6.812,+21 -coat_lite_mini,67.720,32.280,87.690,12.310,11.01,224,0.900,bicubic,-11.372,-6.916,+10 -tf_efficientnet_b0_ns,67.720,32.280,88.070,11.930,5.29,224,0.875,bicubic,-10.938,-6.306,+28 -eca_botnext26ts_256,67.670,32.330,87.050,12.950,10.59,256,0.950,bicubic,-11.602,-7.566,-4 -regnetx_064,67.670,32.330,87.530,12.470,26.21,224,0.875,bicubic,-11.396,-6.928,+10 -xception,67.670,32.330,87.580,12.420,22.86,299,0.897,bicubic,-11.378,-6.812,+10 -halonet26t,67.630,32.370,87.240,12.760,12.48,256,0.950,bicubic,-11.486,-7.072,+3 -dla169,67.620,32.380,87.590,12.410,53.39,224,0.875,bilinear,-11.074,-6.746,+22 -dpn68b,67.620,32.380,87.660,12.340,12.61,224,0.875,bicubic,-11.594,-6.754,-4 -regnety_040,67.590,32.410,87.490,12.510,20.65,224,0.875,bicubic,-11.626,-7.166,-7 -gluon_inception_v3,67.590,32.410,87.470,12.530,23.83,299,0.875,bicubic,-11.216,-6.902,+15 +hrnet_w48,67.770,32.230,87.410,12.590,77.47,224,0.875,bilinear,-11.532,-7.102,-3 +hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.160,-6.814,+20 +coat_lite_mini,67.710,32.290,87.680,12.320,11.01,224,0.900,bicubic,-11.386,-6.924,+9 +tf_efficientnet_b0_ns,67.700,32.300,88.070,11.930,5.29,224,0.875,bicubic,-10.958,-6.308,+27 +regnetx_064,67.680,32.320,87.530,12.470,26.21,224,0.875,bicubic,-11.386,-6.928,+10 +eca_botnext26ts_256,67.670,32.330,87.050,12.950,10.59,256,0.950,bicubic,-11.604,-7.566,-5 +xception,67.670,32.330,87.580,12.420,22.86,299,0.897,bicubic,-11.380,-6.812,+9 +dla169,67.630,32.370,87.590,12.410,53.39,224,0.875,bilinear,-11.062,-6.750,+22 +dpn68b,67.630,32.370,87.670,12.330,12.61,224,0.875,bicubic,-11.590,-6.748,-4 +halonet26t,67.630,32.370,87.240,12.760,12.48,256,0.950,bicubic,-11.486,-7.070,0 +gluon_inception_v3,67.590,32.410,87.470,12.530,23.83,299,0.875,bicubic,-11.214,-6.900,+14 hrnet_w40,67.580,32.420,87.130,12.870,57.56,224,0.875,bilinear,-11.336,-7.344,+8 -gluon_resnet101_v1c,67.580,32.420,87.180,12.820,44.57,224,0.875,bicubic,-11.952,-7.400,-31 -legacy_seresnet152,67.530,32.470,87.410,12.590,66.82,224,0.875,bilinear,-11.126,-6.958,+18 -tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.758,-6.546,-16 -eca_halonext26ts,67.480,32.520,87.240,12.760,10.76,256,0.940,bicubic,-12.008,-7.356,-33 -gluon_resnet101_v1b,67.470,32.530,87.230,12.770,44.55,224,0.875,bicubic,-11.834,-7.292,-22 -resnetblur50,67.470,32.530,87.440,12.560,25.56,224,0.875,bicubic,-11.838,-7.194,-25 -res2net101_26w_4s,67.460,32.540,87.010,12.990,45.21,224,0.875,bilinear,-11.738,-7.428,-13 -efficientnet_b1,67.460,32.540,87.510,12.490,7.79,256,1.000,bicubic,-11.330,-6.832,+8 -res2net50_26w_8s,67.460,32.540,87.280,12.720,48.40,224,0.875,bilinear,-11.516,-6.898,-2 -tf_efficientnet_cc_b1_8e,67.450,32.550,87.320,12.680,39.72,240,0.882,bicubic,-11.856,-7.050,-28 -resnet33ts,67.370,32.630,87.570,12.430,19.68,256,0.900,bicubic,-11.842,-7.002,-17 -cait_xxs24_224,67.330,32.670,87.510,12.490,11.96,224,1.000,bicubic,-11.054,-6.800,+23 -regnetx_032,67.290,32.710,86.990,13.010,15.30,224,0.875,bicubic,-10.882,-7.098,+32 -coat_tiny,67.250,32.750,87.280,12.720,5.50,224,0.900,bicubic,-11.178,-6.758,+18 -xception41,67.250,32.750,87.200,12.800,26.97,299,0.903,bicubic,-11.258,-7.080,+9 -resnest26d,67.190,32.810,87.170,12.830,17.07,224,0.875,bilinear,-11.294,-7.124,+10 -legacy_seresnet101,67.170,32.830,87.050,12.950,49.33,224,0.875,bilinear,-11.218,-7.216,+17 -repvgg_b2,67.160,32.840,87.330,12.670,89.02,224,0.875,bilinear,-11.632,-7.088,-4 -botnet26t_256,67.130,32.870,87.530,12.470,12.49,256,0.950,bicubic,-12.122,-6.998,-30 -dla60x,67.100,32.900,87.180,12.820,17.35,224,0.875,bilinear,-11.146,-6.840,+21 -gluon_resnet50_v1s,67.050,32.950,86.860,13.140,25.68,224,0.875,bicubic,-11.658,-7.380,-4 -dla60_res2net,67.030,32.970,87.170,12.830,20.85,224,0.875,bilinear,-11.432,-7.036,+6 -dla102x,67.030,32.970,86.800,13.200,26.31,224,0.875,bilinear,-11.484,-7.424,0 -tv_resnet152,67.030,32.970,87.550,12.450,60.19,224,0.875,bilinear,-11.290,-6.486,+14 -xcit_tiny_12_p16_224_dist,67.010,32.990,87.410,12.590,6.72,224,1.000,bicubic,-11.564,-6.788,-4 +gluon_resnet101_v1c,67.580,32.420,87.180,12.820,44.57,224,0.875,bicubic,-11.954,-7.400,-30 +legacy_seresnet152,67.530,32.470,87.400,12.600,66.82,224,0.875,bilinear,-11.122,-6.970,+18 +tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.760,-6.544,-15 +eca_halonext26ts,67.470,32.530,87.230,12.770,10.76,256,0.940,bicubic,-12.020,-7.368,-32 +gluon_resnet101_v1b,67.470,32.530,87.240,12.760,44.55,224,0.875,bicubic,-11.832,-7.280,-20 +efficientnet_b1,67.460,32.540,87.510,12.490,7.79,256,1.000,bicubic,-11.336,-6.832,+8 +res2net50_26w_8s,67.460,32.540,87.280,12.720,48.40,224,0.875,bilinear,-11.520,-7.014,-1 +resnetblur50,67.460,32.540,87.440,12.560,25.56,224,0.875,bicubic,-11.844,-7.194,-24 +tf_efficientnet_cc_b1_8e,67.450,32.550,87.320,12.680,39.72,240,0.882,bicubic,-11.856,-7.052,-27 +res2net101_26w_4s,67.450,32.550,87.010,12.990,45.21,224,0.875,bilinear,-11.746,-7.426,-13 +resnet33ts,67.370,32.630,87.580,12.420,19.68,256,0.900,bicubic,-11.840,-6.992,-17 +cait_xxs24_224,67.340,32.660,87.510,12.490,11.96,224,1.000,bicubic,-11.044,-6.800,+23 +regnetx_032,67.290,32.710,86.990,13.010,15.30,224,0.875,bicubic,-10.882,-7.098,+33 +coat_tiny,67.260,32.740,87.290,12.710,5.50,224,0.900,bicubic,-11.170,-6.750,+18 +xception41,67.250,32.750,87.210,12.790,26.97,299,0.903,bicubic,-11.260,-7.068,+9 +resnest26d,67.190,32.810,87.170,12.830,17.07,224,0.875,bilinear,-11.286,-7.122,+11 +legacy_seresnet101,67.160,32.840,87.050,12.950,49.33,224,0.875,bilinear,-11.228,-7.214,+17 +repvgg_b2,67.160,32.840,87.330,12.670,89.02,224,0.875,bilinear,-11.632,-7.088,-3 +botnet26t_256,67.130,32.870,87.530,12.470,12.49,256,0.950,bicubic,-12.122,-6.998,-29 +dla60x,67.100,32.900,87.180,12.820,17.35,224,0.875,bilinear,-11.144,-6.838,+22 +gluon_resnet50_v1s,67.070,32.930,86.860,13.140,25.68,224,0.875,bicubic,-11.642,-7.380,-4 +tv_resnet152,67.040,32.960,87.550,12.450,60.19,224,0.875,bilinear,-11.276,-6.484,+16 +dla102x,67.030,32.970,86.790,13.210,26.31,224,0.875,bilinear,-11.486,-7.436,0 +dla60_res2net,67.020,32.980,87.160,12.840,20.85,224,0.875,bilinear,-11.442,-7.046,+4 +xcit_tiny_12_p16_224_dist,67.010,32.990,87.420,12.580,6.72,224,1.000,bicubic,-11.566,-6.776,-4 lambda_resnet26rpt_256,66.970,33.030,87.130,12.870,10.99,256,0.940,bicubic,-11.998,-7.298,-18 -mixnet_l,66.940,33.060,86.920,13.080,7.33,224,0.875,bicubic,-12.036,-7.374,-20 -res2net50_26w_6s,66.920,33.080,86.850,13.150,37.05,224,0.875,bilinear,-11.646,-7.284,-6 -pit_xs_224,66.910,33.090,87.290,12.710,10.62,224,0.900,bicubic,-11.278,-6.876,+15 +mixnet_l,66.940,33.060,86.920,13.080,7.33,224,0.875,bicubic,-12.036,-7.258,-20 +res2net50_26w_6s,66.920,33.080,86.860,13.140,37.05,224,0.875,bilinear,-11.646,-7.274,-6 +pit_xs_224,66.910,33.090,87.290,12.710,10.62,224,0.900,bicubic,-11.276,-6.874,+16 repvgg_b1,66.910,33.090,86.790,13.210,57.42,224,0.875,bilinear,-11.458,-7.306,+6 -xcit_nano_12_p8_384_dist,66.900,33.100,87.110,12.890,3.05,384,1.000,bicubic,-10.918,-6.934,+34 -tf_efficientnet_b1,66.890,33.110,87.020,12.980,7.79,240,0.882,bicubic,-11.930,-7.176,-20 -efficientnet_es,66.870,33.130,86.720,13.280,5.44,224,0.875,bicubic,-11.190,-7.218,+16 -regnetx_040,66.830,33.170,86.720,13.280,22.12,224,0.875,bicubic,-11.652,-7.524,-7 -resnet32ts,66.830,33.170,87.260,12.740,17.96,256,0.900,bicubic,-12.184,-7.096,-30 -tf_mixnet_l,66.790,33.210,86.460,13.540,7.33,224,0.875,bicubic,-11.984,-7.536,-20 +tf_efficientnet_b1,66.890,33.110,87.010,12.990,7.79,240,0.882,bicubic,-11.938,-7.188,-19 +xcit_nano_12_p8_384_dist,66.870,33.130,87.110,12.890,3.05,384,1.000,bicubic,-10.948,-6.934,+34 +efficientnet_es,66.860,33.140,86.710,13.290,5.44,224,0.875,bicubic,-11.196,-7.226,+17 +mobilevit_s,66.860,33.140,87.080,12.920,5.58,256,0.900,bicubic,-11.452,-7.072,+5 +regnetx_040,66.840,33.160,86.730,13.270,22.12,224,0.875,bicubic,-11.642,-7.514,-9 +resnet32ts,66.830,33.170,87.260,12.740,17.96,256,0.900,bicubic,-12.182,-7.098,-31 +tf_mixnet_l,66.790,33.210,86.460,13.540,7.33,224,0.875,bicubic,-11.984,-7.536,-21 hrnet_w30,66.780,33.220,86.780,13.220,37.71,224,0.875,bilinear,-11.418,-7.444,+6 -hrnet_w32,66.760,33.240,87.310,12.690,41.23,224,0.875,bilinear,-11.686,-6.878,-9 -selecsls60b,66.740,33.260,86.520,13.480,32.77,224,0.875,bicubic,-11.672,-7.650,-6 -wide_resnet101_2,66.720,33.280,87.030,12.970,126.89,224,0.875,bilinear,-12.132,-7.258,-29 -tf_efficientnetv2_b0,66.710,33.290,86.710,13.290,7.14,224,0.875,bicubic,-11.650,-7.314,-4 -adv_inception_v3,66.650,33.350,86.540,13.460,23.83,299,0.875,bicubic,-10.932,-7.198,+31 -dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.802,-7.120,-13 -vit_tiny_patch16_384,66.570,33.430,87.280,12.720,5.79,384,1.000,bicubic,-11.862,-7.262,-13 -gluon_resnet50_v1c,66.550,33.450,86.180,13.820,25.58,224,0.875,bicubic,-11.460,-7.808,+7 -levit_128,66.550,33.450,86.760,13.240,9.21,224,0.900,bicubic,-11.936,-7.246,-21 -dla102,66.530,33.470,86.910,13.090,33.27,224,0.875,bilinear,-11.498,-7.040,+4 -gmixer_24_224,66.420,33.580,86.160,13.840,24.72,224,0.875,bicubic,-11.618,-7.510,+2 -tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.444,-6.978,+13 -bat_resnext26ts,66.390,33.610,86.830,13.170,10.73,256,0.900,bicubic,-11.860,-7.268,-11 -hardcorenas_f,66.370,33.630,86.200,13.800,8.20,224,0.875,bilinear,-11.728,-7.604,-3 -coat_lite_tiny,66.300,33.700,86.980,13.020,5.72,224,0.900,bicubic,-11.210,-6.932,+24 -efficientnet_b0,66.300,33.700,85.980,14.020,5.29,224,0.875,bicubic,-11.394,-7.554,+14 -legacy_seresnet50,66.260,33.740,86.340,13.660,28.09,224,0.875,bilinear,-11.372,-7.412,+15 -selecsls60,66.200,33.800,86.330,13.670,30.67,224,0.875,bicubic,-11.774,-7.502,-1 -tf_efficientnet_cc_b0_8e,66.170,33.830,86.240,13.760,24.01,224,0.875,bicubic,-11.738,-7.416,+2 -tf_efficientnet_em,66.170,33.830,86.350,13.650,6.90,240,0.882,bicubic,-11.962,-7.696,-10 -tv_resnext50_32x4d,66.170,33.830,86.040,13.960,25.03,224,0.875,bilinear,-11.448,-7.656,+12 -inception_v3,66.150,33.850,86.330,13.670,23.83,299,0.875,bicubic,-11.288,-7.146,+20 -res2net50_26w_4s,66.140,33.860,86.600,13.400,25.70,224,0.875,bilinear,-11.816,-7.252,-5 -resmlp_12_distilled_224,66.140,33.860,86.620,13.380,15.35,224,0.875,bicubic,-11.802,-6.938,-5 -efficientnet_b1_pruned,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.150,-7.262,-20 +hrnet_w32,66.750,33.250,87.310,12.690,41.23,224,0.875,bilinear,-11.698,-6.884,-10 +selecsls60b,66.730,33.270,86.520,13.480,32.77,224,0.875,bicubic,-11.682,-7.654,-7 +wide_resnet101_2,66.710,33.290,87.030,12.970,126.89,224,0.875,bilinear,-12.144,-7.260,-30 +tf_efficientnetv2_b0,66.690,33.310,86.710,13.290,7.14,224,0.875,bicubic,-11.670,-7.310,-5 +adv_inception_v3,66.660,33.340,86.540,13.460,23.83,299,0.875,bicubic,-10.922,-7.196,+31 +dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.800,-7.120,-14 +vit_tiny_patch16_384,66.580,33.420,87.270,12.730,5.79,384,1.000,bicubic,-11.854,-7.272,-14 +levit_128,66.570,33.430,86.750,13.250,9.21,224,0.900,bicubic,-11.922,-7.256,-21 +gluon_resnet50_v1c,66.550,33.450,86.180,13.820,25.58,224,0.875,bicubic,-11.462,-7.810,+6 +dla102,66.530,33.470,86.910,13.090,33.27,224,0.875,bilinear,-11.500,-7.038,+4 +gmixer_24_224,66.430,33.570,86.160,13.840,24.72,224,0.875,bicubic,-11.606,-7.510,+2 +tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.446,-6.980,+13 +bat_resnext26ts,66.390,33.610,86.830,13.170,10.73,256,0.900,bicubic,-11.860,-7.268,-10 +hardcorenas_f,66.380,33.620,86.200,13.800,8.20,224,0.875,bilinear,-11.718,-7.602,-3 +coat_lite_tiny,66.300,33.700,86.980,13.020,5.72,224,0.900,bicubic,-11.214,-6.936,+24 +efficientnet_b0,66.300,33.700,85.980,14.020,5.29,224,0.875,bicubic,-11.390,-7.550,+14 +legacy_seresnet50,66.260,33.740,86.340,13.660,28.09,224,0.875,bilinear,-11.370,-7.410,+15 +selecsls60,66.200,33.800,86.330,13.670,30.67,224,0.875,bicubic,-11.776,-7.416,-1 +tf_efficientnet_em,66.180,33.820,86.360,13.640,6.90,240,0.882,bicubic,-11.952,-7.684,-9 +tv_resnext50_32x4d,66.170,33.830,86.040,13.960,25.03,224,0.875,bilinear,-11.446,-7.660,+13 +tf_efficientnet_cc_b0_8e,66.160,33.840,86.240,13.760,24.01,224,0.875,bicubic,-11.746,-7.416,0 +res2net50_26w_4s,66.140,33.860,86.590,13.410,25.70,224,0.875,bilinear,-11.820,-7.262,-4 +resmlp_12_distilled_224,66.140,33.860,86.620,13.380,15.35,224,0.875,bicubic,-11.802,-6.938,-4 +inception_v3,66.130,33.870,86.320,13.680,23.83,299,0.875,bicubic,-11.308,-7.154,+18 +efficientnet_b1_pruned,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.150,-7.264,-20 +rexnet_100,66.080,33.920,86.500,13.500,4.80,224,0.875,bicubic,-11.778,-7.370,-3 regnety_016,66.080,33.920,86.370,13.630,11.20,224,0.875,bicubic,-11.780,-7.352,-3 -gluon_resnet50_v1b,66.070,33.930,86.260,13.740,25.56,224,0.875,bicubic,-11.510,-7.462,+10 -rexnet_100,66.070,33.930,86.500,13.500,4.80,224,0.875,bicubic,-11.788,-7.370,-4 -tinynet_a,66.010,33.990,85.790,14.210,6.19,192,0.875,bicubic,-11.642,-7.748,+1 -res2net50_14w_8s,66.010,33.990,86.240,13.760,25.06,224,0.875,bilinear,-12.134,-7.610,-20 -gcresnext26ts,65.950,34.050,85.920,14.080,10.48,256,0.900,bicubic,-11.870,-7.912,-4 -seresnext26t_32x4d,65.880,34.120,85.670,14.330,16.81,224,0.875,bicubic,-12.096,-8.074,-16 -res2next50,65.860,34.140,85.840,14.160,24.67,224,0.875,bilinear,-12.390,-8.046,-30 -densenet161,65.850,34.150,86.450,13.550,28.68,224,0.875,bicubic,-11.502,-7.188,+11 -repvgg_b1g4,65.840,34.160,86.110,13.890,39.97,224,0.875,bilinear,-11.746,-7.720,0 -hardcorenas_e,65.830,34.170,85.980,14.020,8.07,224,0.875,bilinear,-11.962,-7.718,-7 -resnet34d,65.790,34.210,86.720,13.280,21.82,224,0.875,bicubic,-11.324,-6.660,+15 -xcit_tiny_12_p16_224,65.780,34.220,86.220,13.780,6.72,224,1.000,bicubic,-11.346,-7.494,+13 -eca_resnext26ts,65.770,34.230,85.840,14.160,10.30,256,0.900,bicubic,-11.682,-7.726,+2 -mobilenetv3_large_100_miil,65.760,34.240,85.200,14.800,5.48,224,0.875,bilinear,-12.158,-7.706,-20 -skresnet34,65.740,34.260,85.960,14.040,22.28,224,0.875,bicubic,-11.164,-7.360,+21 +gluon_resnet50_v1b,66.070,33.930,86.260,13.740,25.56,224,0.875,bicubic,-11.510,-7.462,+9 +res2net50_14w_8s,66.010,33.990,86.250,13.750,25.06,224,0.875,bilinear,-12.134,-7.598,-20 +tinynet_a,66.010,33.990,85.790,14.210,6.19,192,0.875,bicubic,-11.640,-7.746,+1 +gcresnext26ts,65.950,34.050,85.920,14.080,10.48,256,0.900,bicubic,-11.870,-7.910,-4 +seresnext26t_32x4d,65.880,34.120,85.670,14.330,16.81,224,0.875,bicubic,-12.096,-8.160,-16 +res2next50,65.860,34.140,85.840,14.160,24.67,224,0.875,bilinear,-12.392,-8.046,-31 +densenet161,65.850,34.150,86.450,13.550,28.68,224,0.875,bicubic,-11.504,-7.186,+11 +hardcorenas_e,65.840,34.160,85.980,14.020,8.07,224,0.875,bilinear,-11.954,-7.716,-6 +repvgg_b1g4,65.840,34.160,86.120,13.880,39.97,224,0.875,bilinear,-11.746,-7.710,-1 +resnet34d,65.790,34.210,86.720,13.280,21.82,224,0.875,bicubic,-11.324,-6.660,+16 +eca_resnext26ts,65.780,34.220,85.840,14.160,10.30,256,0.900,bicubic,-11.674,-7.726,+3 +xcit_tiny_12_p16_224,65.770,34.230,86.220,13.780,6.72,224,1.000,bicubic,-11.356,-7.496,+13 +mobilenetv3_large_100_miil,65.760,34.240,85.200,14.800,5.48,224,0.875,bilinear,-12.156,-7.706,-20 +skresnet34,65.740,34.260,85.970,14.030,22.28,224,0.875,bicubic,-11.164,-7.350,+22 tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.688,-7.562,+2 -seresnext26ts,65.650,34.350,86.150,13.850,10.39,256,0.900,bicubic,-12.202,-7.640,-17 -hardcorenas_d,65.620,34.380,85.460,14.540,7.50,224,0.875,bilinear,-11.812,-8.024,-1 -selecsls42b,65.620,34.380,85.810,14.190,32.46,224,0.875,bicubic,-11.554,-7.584,+5 -tf_efficientnet_b0_ap,65.480,34.520,85.580,14.420,5.29,224,0.875,bicubic,-11.610,-7.678,+8 -convmixer_1024_20_ks9_p14,65.410,34.590,85.590,14.410,24.38,224,0.960,bicubic,-11.532,-7.766,+12 -seresnext26d_32x4d,65.400,34.600,85.960,14.040,16.81,224,0.875,bicubic,-12.202,-7.648,-14 -resnet26t,65.390,34.610,86.110,13.890,16.01,256,0.940,bicubic,-12.474,-7.736,-27 -tf_efficientnet_lite2,65.380,34.620,85.990,14.010,6.09,260,0.890,bicubic,-12.088,-7.766,-10 -res2net50_48w_2s,65.370,34.630,85.950,14.050,25.29,224,0.875,bilinear,-12.152,-7.602,-13 -densenetblur121d,65.300,34.700,85.700,14.300,8.00,224,0.875,bicubic,-11.282,-7.488,+20 +seresnext26ts,65.650,34.350,86.160,13.840,10.39,256,0.900,bicubic,-12.202,-7.630,-17 +hardcorenas_d,65.630,34.370,85.460,14.540,7.50,224,0.875,bilinear,-11.800,-8.022,-1 +selecsls42b,65.620,34.380,85.810,14.190,32.46,224,0.875,bicubic,-11.554,-7.582,+6 +poolformer_s12,65.590,34.410,86.130,13.870,11.92,224,0.900,bicubic,-11.646,-7.374,+4 +tf_efficientnet_b0_ap,65.490,34.510,85.590,14.410,5.29,224,0.875,bicubic,-11.604,-7.666,+8 +seresnext26d_32x4d,65.420,34.580,85.970,14.030,16.81,224,0.875,bicubic,-12.184,-7.638,-14 +convmixer_1024_20_ks9_p14,65.410,34.590,85.590,14.410,24.38,224,0.960,bicubic,-11.532,-7.766,+11 +resnet26t,65.390,34.610,86.110,13.890,16.01,256,0.940,bicubic,-12.472,-7.734,-28 +res2net50_48w_2s,65.380,34.620,85.960,14.040,25.29,224,0.875,bilinear,-12.140,-7.592,-13 +tf_efficientnet_lite2,65.380,34.620,86.000,14.000,6.09,260,0.890,bicubic,-12.088,-7.756,-12 densenet201,65.290,34.710,85.680,14.320,20.01,224,0.875,bicubic,-12.000,-7.798,-5 -crossvit_9_dagger_240,65.210,34.790,86.590,13.410,8.78,240,0.875,bicubic,-11.768,-7.022,+3 -dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.836,-7.558,+1 -ese_vovnet19b_dw,65.190,34.810,85.460,14.540,6.54,224,0.875,bicubic,-11.610,-7.812,+8 -tf_efficientnet_cc_b0_4e,65.150,34.850,85.150,14.850,13.31,224,0.875,bicubic,-12.154,-8.184,-11 -gernet_s,65.130,34.870,85.520,14.480,8.17,224,0.875,bilinear,-11.782,-7.614,+3 -legacy_seresnext26_32x4d,65.070,34.930,85.640,14.360,16.79,224,0.875,bicubic,-12.032,-7.676,-6 -mobilenetv2_120d,65.010,34.990,85.950,14.050,5.83,224,0.875,bicubic,-12.286,-7.546,-13 -hrnet_w18,64.930,35.070,85.740,14.260,21.30,224,0.875,bilinear,-11.822,-7.702,+5 -hardcorenas_c,64.850,35.150,85.240,14.760,5.52,224,0.875,bilinear,-12.198,-7.916,-7 -densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.140,-7.790,+22 -mixnet_m,64.700,35.300,85.460,14.540,5.01,224,0.875,bicubic,-12.564,-7.964,-15 -resnet26d,64.690,35.310,85.110,14.890,16.01,224,0.875,bicubic,-12.010,-8.036,+2 -levit_128s,64.600,35.400,84.740,15.260,7.78,224,0.900,bicubic,-11.920,-8.126,+8 -resnext26ts,64.590,35.410,85.100,14.900,10.30,256,0.900,bicubic,-12.190,-8.028,-2 -xcit_nano_12_p8_224_dist,64.550,35.450,85.990,14.010,3.05,224,1.000,bicubic,-11.770,-7.096,+9 -repvgg_a2,64.440,35.560,85.130,14.870,28.21,224,0.875,bilinear,-12.020,-7.876,+7 -hardcorenas_b,64.420,35.580,84.880,15.120,5.18,224,0.875,bilinear,-12.112,-7.874,+3 -xcit_nano_12_p16_384_dist,64.420,35.580,85.310,14.690,3.05,384,1.000,bicubic,-11.030,-7.382,+24 -tf_efficientnet_lite1,64.390,35.610,85.480,14.520,5.42,240,0.882,bicubic,-12.246,-7.742,-3 +densenetblur121d,65.290,34.710,85.700,14.300,8.00,224,0.875,bicubic,-11.294,-7.492,+19 +dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.830,-7.560,+1 +crossvit_9_dagger_240,65.200,34.800,86.600,13.400,8.78,240,0.875,bicubic,-11.782,-7.010,+3 +ese_vovnet19b_dw,65.190,34.810,85.460,14.540,6.54,224,0.875,bicubic,-11.612,-7.812,+8 +tf_efficientnet_cc_b0_4e,65.150,34.850,85.140,14.860,13.31,224,0.875,bicubic,-12.152,-8.194,-12 +gernet_s,65.130,34.870,85.520,14.480,8.17,224,0.875,bilinear,-11.778,-7.612,+3 +legacy_seresnext26_32x4d,65.060,34.940,85.640,14.360,16.79,224,0.875,bicubic,-12.046,-7.678,-6 +mobilenetv2_120d,65.010,34.990,85.950,14.050,5.83,224,0.875,bicubic,-12.284,-7.546,-14 +hrnet_w18,64.930,35.070,85.740,14.260,21.30,224,0.875,bilinear,-11.824,-7.700,+5 +hardcorenas_c,64.850,35.150,85.240,14.760,5.52,224,0.875,bilinear,-12.200,-7.918,-7 +densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.138,-7.790,+22 +mixnet_m,64.700,35.300,85.460,14.540,5.01,224,0.875,bicubic,-12.564,-7.964,-16 +resnet26d,64.680,35.320,85.110,14.890,16.01,224,0.875,bicubic,-12.024,-8.040,+2 +levit_128s,64.590,35.410,84.750,15.250,7.78,224,0.900,bicubic,-11.930,-8.122,+9 +resnext26ts,64.590,35.410,85.110,14.890,10.30,256,0.900,bicubic,-12.190,-8.018,-2 +xcit_nano_12_p8_224_dist,64.560,35.440,85.980,14.020,3.05,224,1.000,bicubic,-11.760,-7.108,+9 +repvgg_a2,64.440,35.560,85.140,14.860,28.21,224,0.875,bilinear,-12.018,-7.870,+7 +xcit_nano_12_p16_384_dist,64.430,35.570,85.310,14.690,3.05,384,1.000,bicubic,-11.026,-7.380,+24 +hardcorenas_b,64.410,35.590,84.860,15.140,5.18,224,0.875,bilinear,-12.126,-7.894,+2 +tf_efficientnet_lite1,64.390,35.610,85.480,14.520,5.42,240,0.882,bicubic,-12.250,-7.740,-3 regnetx_016,64.370,35.630,85.460,14.540,9.19,224,0.875,bicubic,-12.580,-7.962,-15 resmlp_12_224,64.350,35.650,85.590,14.410,15.35,224,0.875,bicubic,-12.306,-7.590,-6 -tf_efficientnet_b0,64.310,35.690,85.280,14.720,5.29,224,0.875,bicubic,-12.536,-7.946,-12 -tf_mixnet_m,64.270,35.730,85.090,14.910,5.01,224,0.875,bicubic,-12.672,-8.062,-16 -dpn68,64.230,35.770,85.180,14.820,12.61,224,0.875,bicubic,-12.076,-7.794,+2 -tf_efficientnet_es,64.230,35.770,84.740,15.260,5.44,224,0.875,bicubic,-12.368,-8.464,-7 -regnety_008,64.150,35.850,85.280,14.720,6.26,224,0.875,bicubic,-12.162,-7.790,-1 -vit_small_patch32_224,64.070,35.930,85.570,14.430,22.88,224,0.900,bicubic,-11.928,-7.702,+1 -mobilenetv2_140,64.040,35.960,85.030,14.970,6.11,224,0.875,bicubic,-12.468,-7.968,-6 -densenet121,63.740,36.260,84.600,15.400,7.98,224,0.875,bicubic,-11.842,-8.052,+7 -hardcorenas_a,63.710,36.290,84.400,15.600,5.26,224,0.875,bilinear,-12.212,-8.116,+1 -resnest14d,63.610,36.390,84.260,15.740,10.61,224,0.875,bilinear,-11.896,-8.260,+7 +tf_efficientnet_b0,64.300,35.700,85.280,14.720,5.29,224,0.875,bicubic,-12.544,-7.948,-12 +tf_mixnet_m,64.270,35.730,85.090,14.910,5.01,224,0.875,bicubic,-12.672,-8.064,-16 +dpn68,64.240,35.760,85.180,14.820,12.61,224,0.875,bicubic,-12.066,-7.794,+2 +tf_efficientnet_es,64.230,35.770,84.740,15.260,5.44,224,0.875,bicubic,-12.366,-8.464,-7 +regnety_008,64.150,35.850,85.280,14.720,6.26,224,0.875,bicubic,-12.160,-7.790,-1 +vit_small_patch32_224,64.060,35.940,85.560,14.440,22.88,224,0.900,bicubic,-11.926,-7.710,+2 +mobilenetv2_140,64.050,35.950,85.030,14.970,6.11,224,0.875,bicubic,-12.472,-7.966,-7 +densenet121,63.740,36.260,84.600,15.400,7.98,224,0.875,bicubic,-11.844,-8.052,+7 +hardcorenas_a,63.710,36.290,84.400,15.600,5.26,224,0.875,bilinear,-12.210,-8.120,+1 +resnest14d,63.610,36.390,84.260,15.740,10.61,224,0.875,bilinear,-11.894,-8.260,+7 tf_mixnet_s,63.560,36.440,84.270,15.730,4.13,224,0.875,bicubic,-12.090,-8.358,+2 -resnet26,63.450,36.550,84.260,15.740,16.00,224,0.875,bicubic,-11.852,-8.316,+10 -mixnet_s,63.380,36.620,84.740,15.260,4.13,224,0.875,bicubic,-12.612,-8.058,-5 -mobilenetv3_large_100,63.340,36.660,84.090,15.910,5.48,224,0.875,bicubic,-12.422,-8.450,-2 -tv_resnet50,63.340,36.660,84.650,15.350,25.56,224,0.875,bilinear,-12.798,-8.212,-9 -vit_tiny_r_s16_p8_384,63.320,36.680,85.280,14.720,6.36,384,1.000,bicubic,-12.636,-7.982,-7 -efficientnet_es_pruned,63.290,36.710,84.950,15.050,5.44,224,0.875,bicubic,-11.708,-7.488,+13 -mixer_b16_224,63.260,36.740,83.300,16.700,59.88,224,0.875,bicubic,-13.350,-8.930,-22 -efficientnet_lite0,63.240,36.760,84.430,15.570,4.65,224,0.875,bicubic,-12.236,-8.082,-1 -mobilenetv3_rw,63.230,36.770,84.510,15.490,5.48,224,0.875,bicubic,-12.400,-8.198,-6 -semnasnet_100,63.160,36.840,84.530,15.470,3.89,224,0.875,bicubic,-12.290,-8.070,-1 -pit_ti_distilled_224,63.150,36.850,83.980,16.020,5.10,224,0.900,bicubic,-11.382,-8.118,+16 -regnety_006,63.110,36.890,84.260,15.740,6.06,224,0.875,bicubic,-12.136,-8.274,0 -vit_tiny_patch16_224,63.110,36.890,84.870,15.130,5.72,224,0.900,bicubic,-12.346,-7.976,-5 -tv_densenet121,62.950,37.050,84.250,15.750,7.98,224,0.875,bicubic,-11.794,-7.900,+9 -resnet34,62.870,37.130,84.130,15.870,21.80,224,0.875,bilinear,-12.244,-8.154,+1 -legacy_seresnet34,62.840,37.160,84.220,15.780,21.96,224,0.875,bilinear,-11.970,-7.906,+6 -mobilenetv2_110d,62.830,37.170,84.500,15.500,4.52,224,0.875,bicubic,-12.210,-7.684,0 -deit_tiny_distilled_patch16_224,62.810,37.190,83.920,16.080,5.91,224,0.900,bicubic,-11.702,-7.968,+10 -hrnet_w18_small_v2,62.790,37.210,83.980,16.020,15.60,224,0.875,bilinear,-12.328,-8.436,-4 -swsl_resnet18,62.770,37.230,84.290,15.710,11.69,224,0.875,bilinear,-10.504,-7.448,+21 -repvgg_b0,62.730,37.270,83.870,16.130,15.82,224,0.875,bilinear,-12.426,-8.548,-8 -tinynet_b,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.250,-7.936,-2 -gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.022,-7.998,+3 -xcit_nano_12_p8_224,62.560,37.440,84.200,15.800,3.05,224,1.000,bicubic,-11.358,-7.970,+10 -tf_efficientnet_lite0,62.540,37.460,84.220,15.780,4.65,224,0.875,bicubic,-12.292,-7.956,-4 -regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.546,-8.320,-8 +resnet26,63.450,36.550,84.260,15.740,16.00,224,0.875,bicubic,-11.850,-8.318,+10 +mixnet_s,63.380,36.620,84.740,15.260,4.13,224,0.875,bicubic,-12.612,-8.058,-6 +mobilenetv3_large_100,63.350,36.650,84.080,15.920,5.48,224,0.875,bicubic,-12.416,-8.464,-2 +vit_tiny_r_s16_p8_384,63.340,36.660,85.270,14.730,6.36,384,1.000,bicubic,-12.614,-7.994,-7 +tv_resnet50,63.340,36.660,84.660,15.340,25.56,224,0.875,bilinear,-12.794,-8.208,-9 +efficientnet_es_pruned,63.310,36.690,84.950,15.050,5.44,224,0.875,bicubic,-11.686,-7.490,+13 +mixer_b16_224,63.280,36.720,83.320,16.680,59.88,224,0.875,bicubic,-13.332,-8.908,-22 +efficientnet_lite0,63.240,36.760,84.440,15.560,4.65,224,0.875,bicubic,-12.236,-8.072,-1 +mobilenetv3_rw,63.230,36.770,84.510,15.490,5.48,224,0.875,bicubic,-12.402,-8.198,-6 +semnasnet_100,63.160,36.840,84.530,15.470,3.89,224,0.875,bicubic,-12.290,-8.070,0 +pit_ti_distilled_224,63.140,36.860,83.960,16.040,5.10,224,0.900,bicubic,-11.392,-8.136,+17 +vit_tiny_patch16_224,63.110,36.890,84.850,15.150,5.72,224,0.900,bicubic,-12.352,-7.994,-4 +regnety_006,63.100,36.900,84.260,15.740,6.06,224,0.875,bicubic,-12.150,-8.274,-1 +tv_densenet121,62.950,37.050,84.250,15.750,7.98,224,0.875,bicubic,-11.794,-7.902,+9 +mobilevit_xs,62.940,37.060,84.830,15.170,2.32,256,0.900,bicubic,-11.704,-7.526,+10 +resnet34,62.870,37.130,84.130,15.870,21.80,224,0.875,bilinear,-12.244,-8.154,0 +legacy_seresnet34,62.840,37.160,84.220,15.780,21.96,224,0.875,bilinear,-11.968,-7.906,+5 +mobilenetv2_110d,62.820,37.180,84.490,15.510,4.52,224,0.875,bicubic,-12.218,-7.694,-1 +deit_tiny_distilled_patch16_224,62.800,37.200,83.920,16.080,5.91,224,0.900,bicubic,-11.712,-7.966,+10 +hrnet_w18_small_v2,62.790,37.210,83.990,16.010,15.60,224,0.875,bilinear,-12.328,-8.426,-5 +swsl_resnet18,62.770,37.230,84.300,15.700,11.69,224,0.875,bilinear,-10.506,-7.436,+21 +repvgg_b0,62.730,37.270,83.860,16.140,15.82,224,0.875,bilinear,-12.430,-8.558,-9 +tinynet_b,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.246,-7.934,-3 +gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.018,-7.998,+3 +xcit_nano_12_p8_224,62.550,37.450,84.200,15.800,3.05,224,1.000,bicubic,-11.360,-7.968,+10 +tf_efficientnet_lite0,62.540,37.460,84.220,15.780,4.65,224,0.875,bicubic,-12.292,-7.954,-5 +regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.544,-8.320,-9 dla34,62.480,37.520,83.910,16.090,15.74,224,0.875,bilinear,-12.140,-8.162,-2 -fbnetc_100,62.460,37.540,83.380,16.620,5.57,224,0.875,bilinear,-12.666,-9.002,-14 -tf_mobilenetv3_large_100,62.460,37.540,83.970,16.030,5.48,224,0.875,bilinear,-13.058,-8.634,-24 -crossvit_9_240,62.270,37.730,84.280,15.720,8.55,240,0.875,bicubic,-11.700,-7.684,+3 -crossvit_tiny_240,62.060,37.940,83.610,16.390,7.01,240,0.875,bicubic,-11.276,-8.306,+8 -mnasnet_100,61.890,38.110,83.710,16.290,4.38,224,0.875,bicubic,-12.764,-8.400,-8 +fbnetc_100,62.470,37.530,83.380,16.620,5.57,224,0.875,bilinear,-12.660,-9.006,-15 +tf_mobilenetv3_large_100,62.460,37.540,83.970,16.030,5.48,224,0.875,bilinear,-13.058,-8.634,-25 +crossvit_9_240,62.260,37.740,84.240,15.760,8.55,240,0.875,bicubic,-11.700,-7.728,+3 +crossvit_tiny_240,62.070,37.930,83.610,16.390,7.01,240,0.875,bicubic,-11.262,-8.304,+8 +mnasnet_100,61.890,38.110,83.710,16.290,4.38,224,0.875,bicubic,-12.768,-8.402,-9 regnety_004,61.860,38.140,83.420,16.580,4.34,224,0.875,bicubic,-12.164,-8.334,-2 vgg19_bn,61.860,38.140,83.450,16.550,143.68,224,0.875,bilinear,-12.354,-8.398,-5 -convit_tiny,61.580,38.420,84.120,15.880,5.71,224,0.875,bicubic,-11.540,-7.600,+7 -ssl_resnet18,61.470,38.530,83.310,16.690,11.69,224,0.875,bilinear,-11.136,-8.114,+11 -regnetx_006,61.370,38.630,83.450,16.550,6.20,224,0.875,bicubic,-12.482,-8.224,-2 -spnasnet_100,61.210,38.790,82.790,17.210,4.42,224,0.875,bilinear,-12.876,-9.028,-8 -tv_resnet34,61.190,38.810,82.720,17.280,21.80,224,0.875,bilinear,-12.118,-8.704,+1 -pit_ti_224,60.970,39.030,83.860,16.140,4.85,224,0.900,bicubic,-11.940,-7.546,+6 -skresnet18,60.870,39.130,82.880,17.120,11.96,224,0.875,bicubic,-12.166,-8.288,+2 -ghostnet_100,60.830,39.170,82.360,17.640,5.18,224,0.875,bilinear,-13.148,-9.098,-10 +convit_tiny,61.570,38.430,84.130,15.870,5.71,224,0.875,bicubic,-11.544,-7.584,+7 +ssl_resnet18,61.470,38.530,83.310,16.690,11.69,224,0.875,bilinear,-11.138,-8.114,+11 +regnetx_006,61.370,38.630,83.450,16.550,6.20,224,0.875,bicubic,-12.490,-8.222,-2 +spnasnet_100,61.210,38.790,82.790,17.210,4.42,224,0.875,bilinear,-12.874,-9.030,-8 +tv_resnet34,61.190,38.810,82.720,17.280,21.80,224,0.875,bilinear,-12.116,-8.704,+1 +pit_ti_224,60.960,39.040,83.860,16.140,4.85,224,0.900,bicubic,-11.952,-7.546,+6 +skresnet18,60.850,39.150,82.880,17.120,11.96,224,0.875,bicubic,-12.186,-8.288,+2 +ghostnet_100,60.830,39.170,82.360,17.640,5.18,224,0.875,bilinear,-13.144,-9.100,-10 vgg16_bn,60.760,39.240,82.950,17.050,138.37,224,0.875,bilinear,-12.590,-8.554,-5 -semnasnet_075,60.710,39.290,82.510,17.490,2.91,224,0.875,bicubic,-12.264,-8.626,0 -tf_mobilenetv3_large_075,60.400,39.600,81.950,18.050,3.99,224,0.875,bilinear,-13.040,-9.398,-8 -xcit_nano_12_p16_224_dist,60.240,39.760,82.500,17.500,3.05,224,1.000,bicubic,-12.062,-8.362,+5 -mobilenetv2_100,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.776,-8.778,-2 +semnasnet_075,60.710,39.290,82.510,17.490,2.91,224,0.875,bicubic,-12.262,-8.626,0 +tf_mobilenetv3_large_075,60.390,39.610,81.950,18.050,3.99,224,0.875,bilinear,-13.046,-9.394,-8 +xcit_nano_12_p16_224_dist,60.250,39.750,82.490,17.510,3.05,224,1.000,bicubic,-12.052,-8.368,+5 +mobilenetv2_100,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.780,-8.780,-2 resnet18d,60.180,39.820,82.310,17.690,11.71,224,0.875,bicubic,-12.070,-8.378,+4 -vit_base_patch32_224_sam,60.010,39.990,81.230,18.770,88.22,224,0.900,bicubic,-13.682,-9.782,-13 -deit_tiny_patch16_224,59.830,40.170,82.660,17.340,5.72,224,0.900,bicubic,-12.336,-8.460,+4 +vit_base_patch32_224_sam,60.000,40.000,81.230,18.770,88.22,224,0.900,bicubic,-13.694,-9.780,-13 +deit_tiny_patch16_224,59.860,40.140,82.660,17.340,5.72,224,0.900,bicubic,-12.312,-8.454,+4 legacy_seresnet18,59.810,40.190,81.690,18.310,11.78,224,0.875,bicubic,-11.932,-8.642,+7 vgg19,59.710,40.290,81.450,18.550,143.67,224,0.875,bilinear,-12.656,-9.420,-3 -regnetx_004,59.420,40.580,81.690,18.310,5.16,224,0.875,bicubic,-12.970,-9.140,-5 +regnetx_004,59.420,40.580,81.690,18.310,5.16,224,0.875,bicubic,-12.972,-9.142,-5 tf_mobilenetv3_large_minimal_100,59.080,40.920,81.150,18.850,3.92,224,0.875,bilinear,-13.170,-9.480,-1 -vit_tiny_r_s16_p8_224,59.080,40.920,81.750,18.250,6.34,224,0.900,bicubic,-12.708,-9.072,+2 +vit_tiny_r_s16_p8_224,59.070,40.930,81.760,18.240,6.34,224,0.900,bicubic,-12.722,-9.062,+2 vgg13_bn,59.000,41.000,81.080,18.920,133.05,224,0.875,bilinear,-12.594,-9.296,+3 -hrnet_w18_small,58.960,41.040,81.350,18.650,13.19,224,0.875,bilinear,-13.380,-9.328,-7 -lcnet_100,58.870,41.130,81.190,18.810,2.95,224,0.875,bicubic,-13.238,-9.188,-3 +hrnet_w18_small,58.970,41.030,81.350,18.650,13.19,224,0.875,bilinear,-13.368,-9.330,-7 +lcnet_100,58.860,41.140,81.190,18.810,2.95,224,0.875,bicubic,-13.244,-9.186,-3 vgg16,58.840,41.160,81.660,18.340,138.36,224,0.875,bilinear,-12.750,-8.722,+1 -xcit_nano_12_p16_224,58.330,41.670,80.880,19.120,3.05,224,1.000,bicubic,-11.634,-8.880,+5 -gluon_resnet18_v1b,58.320,41.680,80.970,19.030,11.69,224,0.875,bicubic,-12.518,-8.792,+1 +xcit_nano_12_p16_224,58.350,41.650,80.890,19.110,3.05,224,1.000,bicubic,-11.604,-8.864,+5 +gluon_resnet18_v1b,58.320,41.680,80.970,19.030,11.69,224,0.875,bicubic,-12.514,-8.792,+1 tinynet_c,58.170,41.830,80.280,19.720,2.46,184,0.875,bicubic,-13.058,-9.470,-1 vgg11_bn,57.410,42.590,80.020,19.980,132.87,224,0.875,bilinear,-12.950,-9.782,0 -resnet18,57.180,42.820,80.200,19.800,11.69,224,0.875,bilinear,-12.564,-8.882,+3 -vgg13,57.140,42.860,79.550,20.450,133.05,224,0.875,bilinear,-12.786,-9.696,+1 -regnety_002,56.990,43.010,79.860,20.140,3.16,224,0.875,bicubic,-13.264,-9.680,-2 -mixer_l16_224,56.680,43.320,76.000,24.000,208.20,224,0.875,bicubic,-15.368,-11.664,-11 -regnetx_002,56.060,43.940,79.220,20.780,2.68,224,0.875,bicubic,-12.690,-9.336,+2 +resnet18,57.170,42.830,80.200,19.800,11.69,224,0.875,bilinear,-12.574,-8.882,+3 +mobilevit_xxs,57.150,42.850,79.730,20.270,1.27,256,0.900,bicubic,-11.770,-9.214,+4 +vgg13,57.140,42.860,79.550,20.450,133.05,224,0.875,bilinear,-12.786,-9.696,0 +regnety_002,56.990,43.010,79.860,20.140,3.16,224,0.875,bicubic,-13.264,-9.672,-3 +mixer_l16_224,56.680,43.320,75.980,24.020,208.20,224,0.875,bicubic,-15.374,-11.682,-12 +regnetx_002,56.060,43.940,79.220,20.780,2.68,224,0.875,bicubic,-12.696,-9.336,+2 dla60x_c,56.000,44.000,78.930,21.070,1.32,224,0.875,bilinear,-11.892,-9.496,+3 -vgg11,55.800,44.200,78.840,21.160,132.86,224,0.875,bilinear,-13.228,-9.786,-2 -lcnet_075,55.420,44.580,78.300,21.700,2.36,224,0.875,bicubic,-13.398,-10.074,-2 -tf_mobilenetv3_small_100,54.530,45.470,77.060,22.940,2.54,224,0.875,bilinear,-13.394,-10.604,-1 +vgg11,55.800,44.200,78.840,21.160,132.86,224,0.875,bilinear,-13.228,-9.786,-3 +lcnet_075,55.420,44.580,78.300,21.700,2.36,224,0.875,bicubic,-13.396,-10.070,-2 +mobilenetv3_small_100,54.700,45.300,77.770,22.230,2.54,224,0.875,bicubic,-12.956,-9.864,+1 +tf_mobilenetv3_small_100,54.530,45.470,77.060,22.940,2.54,224,0.875,bilinear,-13.394,-10.604,-2 tinynet_d,53.420,46.580,76.350,23.650,2.34,152,0.875,bicubic,-13.538,-10.714,0 +mnasnet_small,53.270,46.730,75.890,24.110,2.03,224,0.875,bicubic,-12.936,-10.618,0 dla46x_c,53.050,46.950,76.870,23.130,1.07,224,0.875,bilinear,-12.920,-10.110,0 mobilenetv2_050,52.850,47.150,75.430,24.570,1.97,224,0.875,bicubic,-13.092,-10.652,0 -mnasnet_small,52.790,47.210,75.530,24.470,2.03,224,0.875,bicubic,-12.806,-10.658,+1 -tf_mobilenetv3_small_075,52.160,47.840,75.480,24.520,2.04,224,0.875,bilinear,-13.554,-10.654,-1 -dla46_c,52.130,47.870,75.690,24.310,1.30,224,0.875,bilinear,-12.736,-10.604,0 +tf_mobilenetv3_small_075,52.150,47.850,75.480,24.520,2.04,224,0.875,bilinear,-13.564,-10.654,0 +dla46_c,52.130,47.870,75.690,24.310,1.30,224,0.875,bilinear,-12.736,-10.604,+1 +mobilenetv3_small_075,51.920,48.080,74.730,25.270,2.04,224,0.875,bicubic,-13.322,-10.708,-1 lcnet_050,49.990,50.010,73.460,26.540,1.88,224,0.875,bicubic,-13.110,-10.922,0 tf_mobilenetv3_small_minimal_100,49.500,50.500,73.050,26.950,2.04,224,0.875,bilinear,-13.408,-11.184,0 -tinynet_e,46.690,53.310,70.360,29.640,2.04,106,0.875,bicubic,-13.166,-11.406,0 +tinynet_e,46.700,53.300,70.360,29.640,2.04,106,0.875,bicubic,-13.156,-11.404,0 +mobilenetv3_small_050,44.890,55.110,67.670,32.330,1.59,224,0.875,bicubic,-13.000,-12.524,0 diff --git a/results/results-sketch.csv b/results/results-sketch.csv index b2bc6eb6..7c07cd79 100644 --- a/results/results-sketch.csv +++ b/results/results-sketch.csv @@ -1,553 +1,591 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -ig_resnext101_32x48d,58.812,41.188,81.094,18.906,828.41,224,0.875,bilinear,-26.624,-16.482,+38 -ig_resnext101_32x32d,58.382,41.618,80.387,19.613,468.53,224,0.875,bilinear,-26.720,-17.047,+47 -ig_resnext101_32x16d,57.682,42.318,79.909,20.091,194.03,224,0.875,bilinear,-26.490,-17.289,+84 -swsl_resnext101_32x16d,57.460,42.540,80.373,19.627,194.03,224,0.875,bilinear,-25.896,-16.469,+117 -beit_large_patch16_384,56.891,43.109,79.229,20.771,305.00,384,1.000,bicubic,-31.513,-19.379,-3 -beit_large_patch16_512,56.753,43.247,78.897,21.103,305.67,512,1.000,bicubic,-31.849,-19.759,-5 -swsl_resnext101_32x8d,56.431,43.569,78.939,21.061,88.79,224,0.875,bilinear,-27.859,-18.242,+74 -beit_large_patch16_224,54.957,45.043,77.610,22.390,304.43,224,0.900,bicubic,-32.521,-20.696,-2 -ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.767,-19.097,+137 -convnext_xlarge_384_in22ft1k,53.689,46.311,75.889,24.111,350.20,384,1.000,bicubic,-33.855,-22.601,-5 -swsl_resnext101_32x4d,53.603,46.397,76.343,23.657,44.18,224,0.875,bilinear,-29.633,-20.421,+115 -vit_large_patch16_384,52.760,47.240,74.698,25.302,304.72,384,1.000,bicubic,-34.320,-23.604,-3 -convnext_xlarge_in22ft1k,52.562,47.438,74.407,25.593,350.20,224,0.875,bicubic,-34.446,-23.801,-3 -vit_large_r50_s32_384,52.039,47.961,73.562,26.438,329.09,384,1.000,bicubic,-34.143,-24.356,+7 -vit_large_patch16_224,51.832,48.168,73.692,26.308,304.33,224,0.900,bicubic,-34.012,-24.132,+12 -convnext_large_384_in22ft1k,51.748,48.252,73.906,26.094,197.77,384,1.000,bicubic,-35.650,-24.460,-9 -tf_efficientnet_l2_ns_475,51.490,48.510,73.930,26.070,480.31,475,0.936,bicubic,-36.742,-24.617,-13 -convnext_base_384_in22ft1k,50.443,49.557,73.554,26.446,88.59,384,1.000,bicubic,-36.123,-24.644,-4 -swsl_resnext50_32x4d,50.433,49.567,73.354,26.646,25.03,224,0.875,bilinear,-31.741,-22.878,+156 -swin_large_patch4_window12_384,50.406,49.594,72.572,27.428,196.74,384,1.000,bicubic,-36.742,-25.668,-12 -convnext_large_in22ft1k,49.954,50.046,72.208,27.792,197.77,224,0.875,bicubic,-36.672,-25.824,-8 -swsl_resnet50,49.520,50.480,72.330,27.670,25.56,224,0.875,bilinear,-31.651,-23.648,+198 -swin_large_patch4_window7_224,48.997,51.003,71.385,28.615,196.53,224,0.900,bicubic,-37.321,-26.507,-4 -convnext_base_in22ft1k,48.765,51.235,71.913,28.087,88.59,224,0.875,bicubic,-37.031,-25.953,+6 -beit_base_patch16_384,48.669,51.331,72.086,27.914,86.74,384,1.000,bicubic,-38.129,-26.050,-13 -swin_base_patch4_window12_384,48.545,51.455,71.821,28.179,87.90,384,1.000,bicubic,-37.887,-26.235,-9 -vit_large_r50_s32_224,48.205,51.795,70.872,29.128,328.99,224,0.900,bicubic,-36.225,-26.294,+48 -tf_efficientnet_b7_ns,47.808,52.192,69.640,30.360,66.35,600,0.949,bicubic,-39.032,-28.454,-17 -tf_efficientnet_b6_ns,47.757,52.243,69.970,30.030,43.04,528,0.942,bicubic,-38.693,-27.912,-13 -tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.117,29.883,208.12,512,1.000,bicubic,-38.673,-27.749,-12 -vit_base_patch8_224,47.745,52.255,70.933,29.067,86.58,224,0.900,bicubic,-38.047,-26.859,0 -tf_efficientnet_l2_ns,47.570,52.430,70.021,29.979,480.31,800,0.960,bicubic,-40.778,-28.627,-29 -tf_efficientnetv2_l_in21ft1k,46.938,53.062,70.310,29.690,118.52,480,1.000,bicubic,-39.367,-27.668,-13 -beit_base_patch16_224,46.236,53.764,69.891,30.109,86.53,224,0.900,bicubic,-38.992,-27.765,+12 -vit_base_patch16_384,45.904,54.096,68.561,31.439,86.86,384,1.000,bicubic,-40.102,-29.441,-10 -tf_efficientnet_b8_ap,45.768,54.232,67.912,32.087,87.41,672,0.954,bicubic,-39.602,-29.380,+7 -tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.475,-29.908,-14 -tf_efficientnetv2_m_in21ft1k,45.578,54.422,69.143,30.857,54.14,480,1.000,bicubic,-40.014,-28.603,-4 -swin_base_patch4_window7_224,45.560,54.440,68.512,31.488,87.77,224,0.900,bicubic,-39.690,-29.048,+6 -cait_m48_448,44.245,55.755,64.654,35.346,356.46,448,1.000,bicubic,-42.239,-33.098,-25 -vit_base_r50_s16_384,43.520,56.480,66.781,33.219,98.95,384,1.000,bicubic,-41.452,-30.509,+18 -tf_efficientnet_b4_ns,43.444,56.556,65.511,34.489,19.34,380,0.922,bicubic,-41.718,-31.959,+5 -vit_base_patch16_224,43.227,56.773,65.712,34.288,86.57,224,0.900,bicubic,-41.299,-31.586,+27 -xcit_large_24_p8_384_dist,42.827,57.173,63.401,36.599,188.93,384,1.000,bicubic,-43.173,-34.283,-18 -xcit_large_24_p8_224_dist,42.565,57.435,63.100,36.900,188.93,224,1.000,bicubic,-42.833,-34.310,-3 -tf_efficientnet_b8,42.506,57.494,64.863,35.137,87.41,672,0.954,bicubic,-42.860,-32.529,-2 -cait_m36_384,42.396,57.604,63.322,36.678,271.22,384,1.000,bicubic,-43.656,-34.408,-23 -tf_efficientnet_b7,41.431,58.569,63.022,36.978,66.35,600,0.949,bicubic,-43.503,-34.184,+12 -tf_efficientnet_b7_ap,41.431,58.569,62.876,37.124,66.35,600,0.949,bicubic,-43.689,-34.376,-1 -tf_efficientnet_b5_ap,41.416,58.584,62.080,37.920,30.39,456,0.934,bicubic,-42.840,-34.898,+34 -resnetv2_152x4_bitm,41.304,58.696,64.303,35.697,936.53,480,1.000,bilinear,-43.612,-33.139,+11 -tf_efficientnet_b6_ap,41.095,58.905,62.357,37.643,43.04,528,0.942,bicubic,-43.693,-34.781,+13 -xcit_large_24_p16_384_dist,41.031,58.969,61.241,38.759,189.10,384,1.000,bicubic,-44.725,-36.297,-21 -xcit_large_24_p16_224_dist,40.956,59.044,61.320,38.680,189.10,224,1.000,bicubic,-43.962,-35.812,+7 -tf_efficientnetv2_s_in21ft1k,40.954,59.046,63.847,36.153,21.46,384,1.000,bicubic,-43.344,-33.407,+24 -xcit_medium_24_p8_224_dist,40.492,59.508,60.500,39.500,84.32,224,1.000,bicubic,-44.576,-36.778,-4 -tf_efficientnet_b4_ap,40.484,59.516,61.717,38.283,19.34,380,0.922,bicubic,-42.768,-34.677,+68 -vit_small_r26_s32_384,40.474,59.526,62.744,37.256,36.47,384,1.000,bicubic,-43.572,-34.586,+36 -vit_base_patch16_224_miil,40.170,59.830,60.889,39.111,86.54,224,0.875,bilinear,-44.100,-35.913,+24 -regnetz_e8,40.144,59.856,61.320,38.680,57.70,320,1.000,bicubic,-44.886,-35.944,-4 -convnext_large,40.115,59.885,60.111,39.889,197.77,224,0.875,bicubic,-44.181,-36.783,+19 -xcit_medium_24_p8_384_dist,40.040,59.960,60.455,39.545,84.32,384,1.000,bicubic,-45.774,-37.137,-33 -xcit_medium_24_p16_384_dist,39.903,60.097,60.117,39.883,84.40,384,1.000,bicubic,-45.517,-37.289,-22 -tf_efficientnetv2_l,39.828,60.172,60.807,39.193,118.52,480,1.000,bicubic,-45.662,-36.565,-27 -dm_nfnet_f3,39.818,60.182,60.610,39.390,254.92,416,0.940,bicubic,-45.706,-36.852,-29 -cait_s36_384,39.757,60.243,60.477,39.523,68.37,384,1.000,bicubic,-45.705,-37.003,-28 -efficientnetv2_rw_m,39.675,60.325,59.683,40.317,53.24,416,1.000,bicubic,-45.135,-37.463,-3 -ecaresnet269d,39.590,60.410,60.341,39.659,102.09,352,1.000,bicubic,-45.386,-36.885,-10 -tf_efficientnet_b3_ns,39.582,60.418,61.453,38.547,12.23,300,0.904,bicubic,-44.466,-35.455,+24 -dm_nfnet_f6,39.580,60.420,60.911,39.089,438.36,576,0.956,bicubic,-46.564,-36.819,-48 -dm_nfnet_f5,39.502,60.498,60.225,39.775,377.21,544,0.954,bicubic,-46.312,-37.261,-43 -xcit_small_24_p8_224_dist,39.309,60.691,59.412,40.588,47.63,224,1.000,bicubic,-45.565,-37.776,-9 -xcit_medium_24_p16_224_dist,39.260,60.740,59.467,40.533,84.40,224,1.000,bicubic,-45.020,-37.473,+9 -efficientnet_b4,39.073,60.927,59.608,40.392,19.34,384,1.000,bicubic,-44.351,-36.988,+44 -xcit_small_24_p8_384_dist,38.997,61.003,59.176,40.824,47.63,384,1.000,bicubic,-46.555,-38.396,-40 -resnetv2_152x2_bit_teacher_384,38.971,61.029,62.442,37.558,236.34,384,1.000,bicubic,-44.873,-34.676,+25 -vit_base_patch32_384,38.794,61.206,60.333,39.667,88.30,384,1.000,bicubic,-44.554,-36.081,+46 -eca_nfnet_l2,38.663,61.337,59.439,40.561,56.72,384,1.000,bicubic,-46.033,-37.825,-10 -xcit_small_12_p8_384_dist,38.543,61.457,58.800,41.200,26.21,384,1.000,bicubic,-46.539,-38.480,-28 -xcit_small_24_p16_384_dist,38.499,61.501,58.382,41.618,47.67,384,1.000,bicubic,-46.594,-38.928,-30 -xcit_small_12_p8_224_dist,38.372,61.628,58.799,41.201,26.21,224,1.000,bicubic,-45.860,-38.073,+4 -tf_efficientnet_b5,38.352,61.648,59.911,40.089,30.39,456,0.934,bicubic,-45.460,-36.837,+24 -deit_base_distilled_patch16_384,38.256,61.744,57.791,42.209,87.63,384,1.000,bicubic,-47.166,-39.541,-43 -convnext_base,38.254,61.746,58.203,41.797,88.59,224,0.875,bicubic,-45.562,-38.565,+21 -dm_nfnet_f4,38.230,61.770,58.628,41.372,316.07,512,0.951,bicubic,-47.484,-38.894,-52 -xcit_large_24_p8_224,38.116,61.884,57.883,42.117,188.93,224,1.000,bicubic,-46.276,-38.775,-9 -resnetv2_152x2_bitm,37.985,62.015,61.131,38.869,236.34,448,1.000,bilinear,-46.523,-36.303,-15 -cait_s24_384,37.865,62.135,58.079,41.921,47.06,384,1.000,bicubic,-47.183,-39.269,-34 -resnet152d,37.853,62.147,58.358,41.642,60.21,320,1.000,bicubic,-45.821,-38.380,+25 -tf_efficientnetv2_m,37.825,62.175,58.708,41.292,54.14,480,1.000,bicubic,-47.211,-38.570,-35 -resnetrs420,37.751,62.249,58.209,41.791,191.89,416,1.000,bicubic,-47.259,-38.915,-34 -xcit_small_24_p16_224_dist,37.715,62.285,57.362,42.638,47.67,224,1.000,bicubic,-46.147,-39.362,+8 -resnetrs350,37.678,62.322,58.087,41.913,163.96,384,1.000,bicubic,-47.042,-38.901,-27 -pit_b_distilled_224,37.582,62.418,57.232,42.768,74.79,224,0.900,bicubic,-46.560,-39.624,-6 -xcit_small_12_p16_384_dist,37.578,62.422,57.767,42.233,26.25,384,1.000,bicubic,-47.128,-39.351,-28 -resnet200d,37.503,62.497,58.297,41.703,64.69,320,1.000,bicubic,-46.459,-38.526,+2 -resnetv2_152x2_bit_teacher,37.324,62.676,59.394,40.606,236.34,224,0.875,bicubic,-45.548,-37.176,+42 -resnest269e,37.315,62.685,57.470,42.530,110.93,416,0.928,bicubic,-47.202,-39.516,-27 -resmlp_big_24_224_in22ft1k,37.242,62.758,58.181,41.819,129.14,224,0.875,bicubic,-47.152,-38.939,-23 -vit_small_r26_s32_224,37.226,62.774,59.056,40.944,36.43,224,0.900,bicubic,-44.630,-36.964,+89 -cait_s24_224,37.155,62.845,56.733,43.267,46.92,224,1.000,bicubic,-46.303,-39.831,+16 -vit_base_patch32_224,37.083,62.917,59.292,40.708,88.22,224,0.900,bicubic,-43.639,-36.274,+144 -tf_efficientnet_b3_ap,37.053,62.947,57.236,42.764,12.23,300,0.904,bicubic,-44.773,-38.388,+88 -efficientnetv2_rw_s,37.045,62.955,56.812,43.188,23.94,384,1.000,bicubic,-46.765,-39.910,+3 -convnext_small,37.038,62.962,57.093,42.907,50.22,224,0.875,bicubic,-46.089,-39.331,+25 -xcit_small_12_p16_224_dist,36.977,63.023,56.731,43.269,26.25,224,1.000,bicubic,-46.371,-40.105,+16 -seresnet152d,36.788,63.212,56.719,43.281,66.84,320,1.000,bicubic,-47.570,-40.323,-29 -resnetrs200,36.642,63.358,56.831,43.169,93.21,320,1.000,bicubic,-47.424,-40.042,-18 -regnetz_d32,36.442,63.558,57.376,42.624,27.58,320,0.950,bicubic,-47.580,-39.490,-14 -efficientnet_b3,36.419,63.581,56.843,43.157,12.23,320,1.000,bicubic,-45.824,-39.271,+62 -cait_xs24_384,36.411,63.589,56.944,43.056,26.67,384,1.000,bicubic,-47.651,-39.945,-20 -deit_base_distilled_patch16_224,36.397,63.603,56.617,43.383,87.34,224,0.900,bicubic,-46.993,-39.869,+7 -resnetv2_101x3_bitm,36.385,63.615,59.064,40.936,387.93,448,1.000,bilinear,-48.057,-38.318,-40 -resnetrs270,36.326,63.674,56.568,43.432,129.86,352,1.000,bicubic,-48.108,-40.404,-40 -tresnet_m,36.277,63.723,55.792,44.208,31.39,224,0.875,bilinear,-46.795,-40.326,+18 -mixer_b16_224_miil,36.263,63.737,55.969,44.031,59.88,224,0.875,bilinear,-46.041,-39.747,+52 -tf_efficientnet_b2_ns,36.187,63.813,57.549,42.451,9.11,260,0.890,bicubic,-46.193,-38.699,+44 -resnet152,36.081,63.919,55.548,44.452,60.19,224,0.950,bicubic,-46.743,-40.586,+23 -ecaresnet101d,36.014,63.986,56.157,43.843,44.57,224,0.875,bicubic,-46.158,-39.891,+57 -dm_nfnet_f2,36.006,63.994,55.458,44.542,193.78,352,0.920,bicubic,-49.058,-41.782,-67 -resnest200e,35.933,64.067,55.851,44.149,70.20,320,0.909,bicubic,-47.897,-41.043,-17 -swsl_resnet18,35.864,64.136,58.459,41.541,11.69,224,0.875,bilinear,-37.410,-33.279,+390 -eca_nfnet_l1,35.819,64.181,55.951,44.049,41.41,320,1.000,bicubic,-48.193,-41.077,-26 -xcit_small_24_p8_224,35.550,64.450,54.788,45.212,47.63,224,1.000,bicubic,-48.292,-41.848,-22 -xcit_large_24_p16_224,35.522,64.478,54.764,45.236,189.10,224,1.000,bicubic,-47.370,-41.114,+12 -xcit_small_12_p8_224,35.520,64.480,55.505,44.495,26.21,224,1.000,bicubic,-47.824,-40.975,-2 -vit_small_patch16_384,35.475,64.525,57.541,42.459,22.20,384,1.000,bicubic,-48.331,-39.559,-19 -xcit_medium_24_p8_224,35.448,64.552,54.825,45.175,84.32,224,1.000,bicubic,-48.288,-41.569,-18 -resnest101e,35.373,64.627,55.784,44.216,48.28,256,0.875,bilinear,-47.515,-40.536,+9 -convit_base,35.308,64.692,54.937,45.063,86.54,224,0.875,bicubic,-46.986,-40.997,+39 -xcit_tiny_24_p8_224_dist,35.251,64.749,55.256,44.744,12.11,224,1.000,bicubic,-47.311,-40.912,+22 -twins_svt_large,35.090,64.910,54.721,45.279,99.27,224,0.900,bicubic,-48.590,-41.873,-19 -repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+121 -repvgg_b3g4,35.041,64.959,54.770,45.230,83.83,224,0.875,bilinear,-45.171,-40.336,+144 -regnetz_d8,34.996,65.004,55.945,44.055,23.37,320,1.000,bicubic,-49.056,-41.049,-43 -dm_nfnet_f1,34.986,65.014,54.112,45.888,132.63,320,0.910,bicubic,-49.638,-42.986,-67 -xcit_tiny_24_p8_384_dist,34.925,65.075,55.151,44.849,12.11,384,1.000,bicubic,-48.823,-41.559,-28 -resnet101d,34.876,65.124,54.196,45.804,44.57,320,1.000,bicubic,-48.146,-42.250,-2 -resmlp_big_24_distilled_224,34.785,65.215,54.639,45.361,129.14,224,0.875,bicubic,-48.802,-42.009,-24 -vit_large_patch32_384,34.670,65.330,55.727,44.273,306.63,384,1.000,bicubic,-46.840,-40.367,+62 -resnet101,34.666,65.334,54.299,45.701,44.55,224,0.950,bicubic,-47.266,-41.467,+46 -dm_nfnet_f0,34.620,65.380,54.672,45.328,71.49,256,0.900,bicubic,-48.766,-41.902,-22 -ssl_resnext101_32x16d,34.607,65.393,55.931,44.069,194.03,224,0.875,bilinear,-47.247,-40.162,+47 -repvgg_b2g4,34.581,65.419,54.774,45.226,61.76,224,0.875,bilinear,-44.789,-39.912,+182 -resnetv2_101,34.581,65.419,53.145,46.855,44.54,224,0.950,bicubic,-47.461,-42.717,+37 -resnest50d_4s2x40d,34.359,65.641,54.731,45.269,30.42,224,0.875,bicubic,-46.751,-40.833,+78 -resnetrs152,34.359,65.641,53.564,46.436,86.62,320,1.000,bicubic,-49.353,-43.050,-36 -crossvit_18_dagger_408,34.253,65.747,53.084,46.916,44.61,408,1.000,bicubic,-49.939,-43.734,-62 -xcit_medium_24_p16_224,34.241,65.759,53.175,46.825,84.40,224,1.000,bicubic,-48.397,-42.801,-2 -tf_efficientnet_b1_ns,34.165,65.835,55.489,44.511,7.79,240,0.882,bicubic,-47.221,-40.247,+59 -efficientnetv2_rw_t,34.153,65.847,53.127,46.873,13.65,288,1.000,bicubic,-48.191,-43.069,+13 -twins_pcpvt_large,34.108,65.892,54.124,45.876,60.99,224,0.900,bicubic,-49.028,-42.478,-24 -tf_efficientnet_b4,34.060,65.940,54.196,45.804,19.34,380,0.922,bicubic,-48.964,-42.104,-18 -ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+43 -tf_efficientnet_b6,34.003,65.997,54.542,45.458,43.04,528,0.942,bicubic,-50.105,-42.344,-66 -nfnet_l0,33.999,66.001,54.359,45.641,35.07,288,1.000,bicubic,-48.752,-42.159,-13 -efficientnet_b3_pruned,33.998,66.002,54.108,45.892,9.86,300,0.904,bicubic,-46.858,-41.136,+84 -xcit_small_24_p16_224,33.996,66.004,53.288,46.712,47.67,224,1.000,bicubic,-48.586,-42.716,-8 -regnety_160,33.972,66.028,53.540,46.460,83.59,288,1.000,bicubic,-49.714,-43.236,-47 -gc_efficientnetv2_rw_t,33.950,66.050,53.220,46.780,13.68,288,1.000,bicubic,-48.516,-43.076,-3 -pit_s_distilled_224,33.935,66.065,53.269,46.731,24.04,224,0.900,bicubic,-48.061,-42.527,+22 -convnext_tiny,33.831,66.169,53.593,46.407,28.59,224,0.875,bicubic,-48.233,-42.241,+16 -xcit_small_12_p16_224,33.770,66.230,53.236,46.764,26.25,224,1.000,bicubic,-48.206,-42.582,+22 -resnetv2_50x3_bitm,33.663,66.337,55.880,44.120,217.32,448,1.000,bilinear,-50.350,-41.244,-68 -resnet51q,33.561,66.439,53.019,46.981,35.70,288,1.000,bilinear,-48.801,-43.161,-3 -xcit_tiny_24_p16_384_dist,33.510,66.490,52.766,47.234,12.12,384,1.000,bicubic,-49.060,-43.518,-14 -convmixer_1536_20,33.424,66.576,53.031,46.969,51.63,224,0.960,bicubic,-47.942,-42.583,+44 -regnety_032,33.408,66.592,52.766,47.234,19.44,288,1.000,bicubic,-49.318,-43.658,-24 -crossvit_18_240,33.402,66.598,52.245,47.755,43.27,240,0.875,bicubic,-48.998,-43.809,-10 -gernet_l,33.357,66.643,51.913,48.087,31.08,256,0.875,bilinear,-47.989,-43.619,+42 -crossvit_15_dagger_408,33.325,66.674,52.186,47.814,28.50,408,1.000,bicubic,-50.506,-44.598,-68 -crossvit_18_dagger_240,33.278,66.722,52.200,47.800,44.27,240,0.875,bicubic,-49.242,-43.872,-17 -tresnet_xl,33.259,66.741,52.294,47.706,78.44,224,0.875,bilinear,-48.799,-43.642,+7 -jx_nest_base,33.215,66.785,51.809,48.191,67.72,224,0.875,bicubic,-50.339,-44.555,-58 -resnest50d_1s4x24d,33.151,66.849,52.850,47.150,25.68,224,0.875,bicubic,-47.835,-42.470,+57 -resnet61q,33.109,66.891,51.758,48.242,36.85,288,1.000,bicubic,-49.417,-44.376,-22 -jx_nest_small,33.050,66.950,51.066,48.934,38.35,224,0.875,bicubic,-50.070,-45.262,-46 -crossvit_base_240,33.035,66.965,51.384,48.616,105.03,240,0.875,bicubic,-49.179,-44.448,-5 -twins_pcpvt_base,33.027,66.973,52.483,47.517,43.83,224,0.900,bicubic,-49.677,-43.865,-34 -rexnet_200,32.986,67.014,52.935,47.065,16.37,224,0.875,bicubic,-48.642,-42.733,+16 -xcit_tiny_24_p16_224_dist,32.986,67.014,52.058,47.942,12.12,224,1.000,bicubic,-47.462,-43.158,+79 -resnest50d,32.972,67.028,52.711,47.289,27.48,224,0.875,bilinear,-48.006,-42.667,+51 -convit_small,32.917,67.083,52.117,47.883,27.78,224,0.875,bicubic,-48.507,-43.625,+23 -crossvit_15_dagger_240,32.903,67.097,51.781,48.219,28.21,240,0.875,bicubic,-49.423,-44.177,-18 -tf_efficientnetv2_s,32.903,67.097,51.724,48.276,21.46,384,1.000,bicubic,-50.983,-44.972,-86 -vit_small_patch16_224,32.870,67.130,53.919,46.081,22.05,224,0.900,bicubic,-48.526,-42.215,+22 -tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.774,-42.764,+8 -pnasnet5large,32.846,67.154,50.502,49.498,86.06,331,0.911,bicubic,-49.942,-45.538,-46 -twins_svt_base,32.834,67.166,51.563,48.437,56.07,224,0.900,bicubic,-50.302,-44.857,-60 -regnetz_c16,32.826,67.174,53.748,46.252,13.46,320,0.940,bicubic,-49.692,-42.612,-34 -nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.853,-45.906,-43 -gernet_m,32.758,67.242,51.913,48.087,21.14,224,0.875,bilinear,-47.988,-43.271,+53 -inception_resnet_v2,32.736,67.264,50.645,49.355,55.84,299,0.897,bicubic,-47.724,-44.663,+66 -gluon_resnet152_v1d,32.732,67.268,51.084,48.916,60.21,224,0.875,bicubic,-47.744,-44.124,+62 -pit_b_224,32.718,67.282,49.858,50.142,73.76,224,0.900,bicubic,-49.726,-45.855,-37 -tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.791,+76 -fbnetv3_g,32.630,67.370,52.894,47.106,16.62,288,0.950,bilinear,-49.416,-43.170,-16 -tresnet_l,32.563,67.437,51.139,48.861,55.99,224,0.875,bilinear,-48.927,-44.485,+6 -cait_xxs36_384,32.547,67.453,52.225,47.775,17.37,384,1.000,bicubic,-49.645,-43.921,-25 -wide_resnet50_2,32.435,67.565,51.455,48.545,68.88,224,0.875,bicubic,-49.017,-44.075,+5 -gmlp_s16_224,32.420,67.580,51.819,48.181,19.42,224,0.875,bicubic,-47.222,-42.805,+113 -ens_adv_inception_resnet_v2,32.380,67.620,50.425,49.575,55.84,299,0.897,bicubic,-47.600,-44.513,+89 -deit_base_patch16_224,32.359,67.641,50.999,49.001,86.57,224,0.900,bicubic,-49.635,-44.735,-19 -swin_small_patch4_window7_224,32.345,67.655,50.915,49.085,49.61,224,0.900,bicubic,-50.869,-45.409,-77 -gluon_resnet152_v1s,32.337,67.663,50.533,49.467,60.32,224,0.875,bicubic,-48.685,-44.881,+26 -deit_small_distilled_patch16_224,32.292,67.708,52.108,47.892,22.44,224,0.900,bicubic,-48.912,-43.270,+13 -xcit_tiny_24_p8_224,32.270,67.730,51.909,48.091,12.11,224,1.000,bicubic,-49.622,-44.069,-19 -gluon_seresnext101_64x4d,32.196,67.804,50.300,49.700,88.23,224,0.875,bicubic,-48.682,-44.998,+32 -coat_lite_small,32.117,67.883,49.936,50.064,19.84,224,0.900,bicubic,-50.193,-45.912,-42 -gluon_seresnext101_32x4d,32.113,67.887,51.235,48.765,48.96,224,0.875,bicubic,-48.793,-44.061,+29 -deit_base_patch16_384,31.987,68.013,50.549,49.451,86.86,384,1.000,bicubic,-51.119,-45.821,-79 -seresnext50_32x4d,31.968,68.032,51.231,48.769,27.56,224,0.875,bicubic,-49.290,-44.397,+4 -xcit_tiny_12_p8_224_dist,31.944,68.056,51.400,48.600,6.71,224,1.000,bicubic,-49.264,-44.202,+5 -levit_384,31.873,68.127,50.598,49.402,39.13,224,0.900,bicubic,-50.715,-45.424,-65 -resnetrs101,31.856,68.144,51.019,48.981,63.62,288,0.940,bicubic,-50.432,-44.989,-45 -cspresnext50,31.814,68.186,51.618,48.382,20.57,224,0.875,bilinear,-48.236,-43.328,+73 -tnt_s_patch16_224,31.643,68.357,51.147,48.853,23.76,224,0.900,bicubic,-49.873,-44.599,-16 -eca_nfnet_l0,31.610,68.390,51.610,48.390,24.14,288,1.000,bicubic,-50.968,-44.882,-67 -resnetv2_50x1_bit_distilled,31.582,68.418,51.280,48.720,25.55,224,0.875,bicubic,-51.246,-45.246,-79 -ssl_resnext101_32x4d,31.423,68.577,52.127,47.873,44.18,224,0.875,bilinear,-49.503,-43.597,+18 -inception_v4,31.376,68.624,49.244,50.756,42.68,299,0.875,bicubic,-48.794,-45.726,+60 -rexnet_150,31.368,68.632,51.286,48.714,9.73,224,0.875,bicubic,-48.942,-43.880,+47 -crossvit_15_240,31.337,68.663,50.174,49.826,27.53,240,0.875,bicubic,-50.207,-45.514,-24 -pit_s_224,31.325,68.675,49.667,50.333,23.46,224,0.900,bicubic,-49.773,-45.663,+2 -cait_xxs36_224,31.278,68.722,50.612,49.388,17.30,224,1.000,bicubic,-48.472,-44.258,+80 -crossvit_small_240,31.276,68.724,50.194,49.806,26.86,240,0.875,bicubic,-49.746,-45.264,+4 -cspresnet50,31.268,68.732,51.223,48.777,21.62,256,0.887,bilinear,-48.312,-43.481,+89 -convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+54 -coat_mini,31.205,68.795,49.777,50.223,10.34,224,0.900,bicubic,-50.059,-45.617,-14 -xcit_tiny_12_p8_384_dist,31.184,68.816,50.526,49.474,6.71,384,1.000,bicubic,-51.208,-45.696,-70 -ecaresnetlight,31.127,68.873,50.243,49.757,30.16,224,0.875,bicubic,-49.335,-45.009,+27 -gluon_resnet101_v1s,31.117,68.883,49.795,50.205,44.67,224,0.875,bicubic,-49.185,-45.365,+39 -tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.895,+174 -resmlp_36_distilled_224,31.072,68.928,49.688,50.312,44.69,224,0.875,bicubic,-50.082,-45.800,-13 -ecaresnet50d,31.058,68.942,50.854,49.146,25.58,224,0.875,bicubic,-49.544,-44.466,+16 -ecaresnet50t,31.054,68.946,50.573,49.427,25.57,320,0.950,bicubic,-51.294,-45.565,-73 -resnet50d,31.024,68.976,49.810,50.190,25.58,224,0.875,bicubic,-49.502,-45.352,+16 -cspdarknet53,31.018,68.981,50.396,49.604,27.64,256,0.887,bilinear,-49.043,-44.688,+49 -gcresnet50t,31.011,68.989,50.127,49.873,25.90,256,0.900,bicubic,-49.927,-45.325,-2 -gluon_resnext101_64x4d,30.993,69.007,48.553,51.447,83.46,224,0.875,bicubic,-49.611,-46.439,+10 -gluon_resnet152_v1c,30.989,69.011,48.928,51.072,60.21,224,0.875,bicubic,-48.923,-45.920,+53 -twins_svt_small,30.979,69.021,49.231,50.769,24.06,224,0.900,bicubic,-50.705,-46.441,-49 -resnext50_32x4d,30.930,69.070,49.260,50.740,25.03,224,0.950,bicubic,-50.174,-46.066,-18 -resmlp_24_distilled_224,30.903,69.097,50.176,49.824,30.02,224,0.875,bicubic,-49.861,-45.048,0 -tf_efficientnet_cc_b1_8e,30.901,69.099,50.076,49.924,39.72,240,0.882,bicubic,-48.405,-44.294,+86 -ecaresnet101d_pruned,30.899,69.101,50.013,49.987,24.88,224,0.875,bicubic,-49.917,-45.621,-4 -gluon_resnext101_32x4d,30.877,69.123,48.539,51.461,44.18,224,0.875,bicubic,-49.463,-46.387,+20 -tf_efficientnetv2_b3,30.861,69.139,49.814,50.186,14.36,300,0.904,bicubic,-51.107,-45.966,-62 -tf_efficientnet_lite4,30.830,69.170,50.390,49.610,13.01,380,0.920,bilinear,-50.706,-45.278,-49 -nf_resnet50,30.706,69.294,49.962,50.038,25.56,288,0.940,bicubic,-49.948,-45.372,-2 -dpn107,30.678,69.322,48.808,51.192,86.92,224,0.875,bicubic,-49.493,-46.098,+29 -xcit_tiny_24_p16_224,30.678,69.322,50.410,49.590,12.12,224,1.000,bicubic,-48.769,-44.476,+72 -ese_vovnet39b,30.665,69.335,49.877,50.123,24.57,224,0.875,bicubic,-48.645,-44.839,+76 -gluon_resnet152_v1b,30.618,69.382,48.523,51.477,60.19,224,0.875,bicubic,-49.058,-46.215,+57 -tresnet_xl_448,30.616,69.384,49.072,50.928,78.44,448,0.875,bilinear,-52.438,-47.100,-121 -haloregnetz_b,30.602,69.398,49.003,50.997,11.68,224,0.940,bicubic,-50.450,-46.191,-28 -ssl_resnext50_32x4d,30.598,69.402,50.659,49.341,25.03,224,0.875,bilinear,-49.718,-44.751,+11 -gluon_resnet101_v1d,30.519,69.481,47.953,52.047,44.57,224,0.875,bicubic,-49.897,-47.063,+4 -dpn68b,30.517,69.483,49.166,50.834,12.61,224,0.875,bicubic,-48.697,-45.248,+83 -resnest26d,30.488,69.512,50.667,49.333,17.07,224,0.875,bilinear,-47.996,-43.627,+115 -efficientnet_b2,30.437,69.563,49.688,50.312,9.11,288,1.000,bicubic,-50.175,-45.625,-12 -tf_efficientnet_b1_ap,30.419,69.581,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+74 -xcit_tiny_12_p16_384_dist,30.405,69.595,50.131,49.869,6.72,384,1.000,bicubic,-50.539,-45.279,-27 -resnetv2_50,30.384,69.616,48.836,51.164,25.55,224,0.950,bicubic,-50.036,-46.238,-3 -twins_pcpvt_small,30.384,69.616,49.390,50.610,24.11,224,0.900,bicubic,-50.704,-46.250,-38 -visformer_small,30.331,69.669,48.291,51.709,40.22,224,0.900,bicubic,-51.775,-47.583,-89 -pit_xs_distilled_224,30.278,69.722,49.838,50.162,11.00,224,0.900,bicubic,-49.026,-44.528,+66 -convmixer_1024_20_ks9_p14,30.097,69.903,49.934,50.066,24.38,224,0.960,bicubic,-46.845,-43.422,+177 -seresnet50,30.073,69.927,49.282,50.718,28.09,224,0.875,bicubic,-50.191,-45.790,+4 -dpn98,30.061,69.939,48.244,51.756,61.57,224,0.875,bicubic,-49.583,-46.354,+43 -tf_efficientnet_b2,30.026,69.974,49.582,50.418,9.11,260,0.890,bicubic,-50.054,-45.326,+15 -dpn131,30.022,69.978,48.124,51.876,79.25,224,0.875,bicubic,-49.802,-46.584,+30 -efficientnet_el,30.020,69.980,48.840,51.160,10.59,300,0.904,bicubic,-51.286,-46.686,-59 -legacy_senet154,30.003,69.997,48.044,51.956,115.09,224,0.875,bilinear,-51.307,-47.446,-61 -xcit_tiny_12_p16_224_dist,30.001,69.999,49.649,50.351,6.72,224,1.000,bicubic,-48.573,-44.549,+95 -halo2botnet50ts_256,29.981,70.019,48.376,51.624,22.64,256,0.950,bicubic,-52.081,-47.266,-97 -dpn92,29.953,70.047,49.174,50.826,37.67,224,0.875,bicubic,-50.063,-45.654,+13 -resnetv2_101x1_bitm,29.896,70.104,51.125,48.875,44.54,448,1.000,bilinear,-52.438,-45.391,-113 -gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.355,-47.454,-62 -xception,29.857,70.143,48.678,51.322,22.86,299,0.897,bicubic,-49.191,-45.713,+73 -adv_inception_v3,29.818,70.182,47.843,52.157,23.83,299,0.875,bicubic,-47.764,-45.895,+141 -gluon_xception65,29.782,70.218,47.759,52.241,39.92,299,0.903,bicubic,-49.933,-47.101,+25 -lamhalobotnet50ts_256,29.745,70.255,48.333,51.667,22.57,256,0.950,bicubic,-51.805,-47.169,-85 -fbnetv3_d,29.743,70.257,49.474,50.526,10.31,256,0.950,bilinear,-49.939,-45.476,+26 -resmlp_36_224,29.694,70.306,48.971,51.029,44.69,224,0.875,bicubic,-50.074,-45.915,+19 -resnet50,29.639,70.361,46.745,53.255,25.56,224,0.950,bicubic,-50.733,-47.865,-23 -resnetblur50,29.610,70.391,48.254,51.746,25.56,224,0.875,bicubic,-49.699,-46.380,+43 -jx_nest_tiny,29.543,70.457,46.990,53.010,17.06,224,0.875,bicubic,-51.879,-48.626,-81 -resnet50_gn,29.531,70.469,48.299,51.701,25.56,224,0.940,bicubic,-50.521,-46.647,-1 -efficientnet_em,29.478,70.522,48.940,51.060,6.90,240,0.882,bicubic,-49.772,-45.856,+49 -resnext101_32x8d,29.439,70.561,48.488,51.512,88.79,224,0.875,bilinear,-49.877,-46.030,+37 -gcresnext50ts,29.433,70.567,47.896,52.104,15.67,256,0.900,bicubic,-51.145,-47.274,-40 -coat_lite_mini,29.427,70.573,47.729,52.271,11.01,224,0.900,bicubic,-49.665,-46.877,+56 -sebotnet33ts_256,29.425,70.575,47.150,52.850,13.70,256,0.940,bicubic,-51.729,-48.018,-73 -deit_small_patch16_224,29.425,70.575,48.256,51.744,22.05,224,0.900,bicubic,-50.441,-46.790,+4 -ssl_resnet50,29.415,70.585,49.808,50.192,25.56,224,0.875,bilinear,-49.805,-45.024,+44 -nf_regnet_b1,29.393,70.607,49.419,50.581,10.22,288,0.900,bicubic,-49.895,-45.331,+38 -cait_xxs24_384,29.384,70.616,48.751,51.249,12.03,384,1.000,bicubic,-51.580,-46.895,-63 +ig_resnext101_32x48d,58.812,41.188,81.094,18.906,828.41,224,0.875,bilinear,-26.624,-16.482,+45 +ig_resnext101_32x32d,58.382,41.618,80.381,19.619,468.53,224,0.875,bilinear,-26.718,-17.053,+57 +ig_resnext101_32x16d,57.680,42.320,79.909,20.091,194.03,224,0.875,bilinear,-26.490,-17.289,+98 +swsl_resnext101_32x16d,57.460,42.540,80.373,19.627,194.03,224,0.875,bilinear,-25.890,-16.471,+137 +beit_large_patch16_384,56.892,43.108,79.225,20.775,305.00,384,1.000,bicubic,-31.511,-19.383,-3 +beit_large_patch16_512,56.753,43.247,78.897,21.103,305.67,512,1.000,bicubic,-31.847,-19.759,-5 +swsl_resnext101_32x8d,56.431,43.569,78.939,21.061,88.79,224,0.875,bilinear,-27.859,-18.242,+86 +beit_large_patch16_224,54.953,45.047,77.608,22.392,304.43,224,0.900,bicubic,-32.521,-20.696,-2 +ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.769,-19.095,+162 +convnext_xlarge_384_in22ft1k,53.662,46.338,75.895,24.105,350.20,384,1.000,bicubic,-33.884,-22.591,-5 +swsl_resnext101_32x4d,53.603,46.397,76.343,23.657,44.18,224,0.875,bilinear,-29.633,-20.421,+135 +vit_large_patch16_384,52.752,47.248,74.698,25.302,304.72,384,1.000,bicubic,-34.328,-23.602,-3 +convnext_xlarge_in22ft1k,52.565,47.435,74.401,25.599,350.20,224,0.875,bicubic,-34.437,-23.811,-2 +vit_large_r50_s32_384,52.041,47.959,73.562,26.438,329.09,384,1.000,bicubic,-34.141,-24.358,+11 +vit_large_patch16_224,51.836,48.164,73.690,26.310,304.33,224,0.900,bicubic,-34.002,-24.130,+19 +convnext_large_384_in22ft1k,51.738,48.262,73.894,26.106,197.77,384,1.000,bicubic,-35.658,-24.474,-9 +tf_efficientnet_l2_ns_475,51.490,48.510,73.928,26.072,480.31,475,0.936,bicubic,-36.742,-24.618,-13 +swsl_resnext50_32x4d,50.429,49.571,73.360,26.640,25.03,224,0.875,bilinear,-31.747,-22.872,+185 +convnext_base_384_in22ft1k,50.425,49.575,73.562,26.438,88.59,384,1.000,bicubic,-36.119,-24.628,-2 +swin_large_patch4_window12_384,50.404,49.596,72.564,27.436,196.74,384,1.000,bicubic,-36.746,-25.676,-12 +convnext_large_in22ft1k,49.944,50.056,72.206,27.794,197.77,224,0.875,bicubic,-36.692,-25.822,-5 +swsl_resnet50,49.529,50.471,72.326,27.674,25.56,224,0.875,bilinear,-31.645,-23.652,+232 +swin_large_patch4_window7_224,48.993,51.007,71.391,28.609,196.53,224,0.900,bicubic,-37.321,-26.501,0 +convnext_base_in22ft1k,48.791,51.209,71.943,28.057,88.59,224,0.875,bicubic,-37.033,-25.923,+11 +beit_base_patch16_384,48.665,51.335,72.086,27.914,86.74,384,1.000,bicubic,-38.133,-26.050,-11 +swin_base_patch4_window12_384,48.541,51.459,71.821,28.179,87.90,384,1.000,bicubic,-37.891,-26.235,-5 +vit_large_r50_s32_224,48.201,51.799,70.864,29.136,328.99,224,0.900,bicubic,-36.223,-26.302,+60 +tf_efficientnet_b7_ns,47.808,52.192,69.640,30.360,66.35,600,0.949,bicubic,-39.030,-28.456,-15 +tf_efficientnet_b6_ns,47.763,52.237,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-9 +tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.117,29.883,208.12,512,1.000,bicubic,-38.673,-27.749,-8 +vit_base_patch8_224,47.745,52.255,70.929,29.071,86.58,224,0.900,bicubic,-38.049,-26.865,+7 +tf_efficientnet_l2_ns,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.778,-28.629,-29 +tf_efficientnetv2_l_in21ft1k,46.938,53.062,70.310,29.690,118.52,480,1.000,bicubic,-39.367,-27.668,-9 +beit_base_patch16_224,46.244,53.756,69.897,30.103,86.53,224,0.900,bicubic,-38.984,-27.761,+21 +vit_base_patch16_384,45.904,54.096,68.561,31.439,86.86,384,1.000,bicubic,-40.106,-29.441,-4 +tf_efficientnet_b8_ap,45.768,54.232,67.912,32.087,87.41,672,0.954,bicubic,-39.604,-29.380,+15 +tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.475,-29.908,-10 +tf_efficientnetv2_m_in21ft1k,45.578,54.422,69.143,30.857,54.14,480,1.000,bicubic,-40.012,-28.601,+3 +swin_base_patch4_window7_224,45.550,54.450,68.514,31.486,87.77,224,0.900,bicubic,-39.698,-29.048,+14 +volo_d5_512,44.570,55.430,65.759,34.241,296.09,512,1.150,bicubic,-42.472,-32.209,-30 +cait_m48_448,44.239,55.761,64.654,35.346,356.46,448,1.000,bicubic,-42.247,-33.098,-22 +volo_d5_448,44.096,55.904,65.067,34.933,295.91,448,1.150,bicubic,-42.856,-32.873,-30 +vit_base_r50_s16_384,43.518,56.482,66.779,33.221,98.95,384,1.000,bicubic,-41.452,-30.511,+26 +tf_efficientnet_b4_ns,43.444,56.556,65.511,34.489,19.34,380,0.922,bicubic,-41.718,-31.959,+13 +volo_d5_224,43.255,56.745,64.071,35.929,295.46,224,0.960,bicubic,-42.817,-33.507,-17 +vit_base_patch16_224,43.231,56.769,65.714,34.286,86.57,224,0.900,bicubic,-41.297,-31.580,+34 +volo_d4_448,43.137,56.863,64.114,35.886,193.41,448,1.150,bicubic,-43.653,-33.768,-32 +xcit_large_24_p8_384_dist,42.828,57.172,63.405,36.595,188.93,384,1.000,bicubic,-43.170,-34.279,-16 +xcit_large_24_p8_224_dist,42.561,57.439,63.096,36.904,188.93,224,1.000,bicubic,-42.837,-34.314,+1 +tf_efficientnet_b8,42.504,57.496,64.861,35.139,87.41,672,0.954,bicubic,-42.864,-32.529,+2 +cait_m36_384,42.398,57.602,63.324,36.676,271.22,384,1.000,bicubic,-43.654,-34.406,-22 +volo_d4_224,42.284,57.716,63.006,36.994,192.96,224,0.960,bicubic,-43.590,-34.462,-19 +tf_efficientnet_b7_ap,41.433,58.567,62.876,37.124,66.35,600,0.949,bicubic,-43.687,-34.376,+5 +tf_efficientnet_b7,41.431,58.569,63.022,36.978,66.35,600,0.949,bicubic,-43.505,-34.182,+16 +tf_efficientnet_b5_ap,41.416,58.584,62.080,37.920,30.39,456,0.934,bicubic,-42.840,-34.896,+41 +resnetv2_152x4_bitm,41.304,58.696,64.303,35.697,936.53,480,1.000,bilinear,-43.612,-33.139,+16 +tf_efficientnet_b6_ap,41.099,58.901,62.357,37.643,43.04,528,0.942,bicubic,-43.687,-34.781,+18 +xcit_large_24_p16_384_dist,41.025,58.975,61.245,38.755,189.10,384,1.000,bicubic,-44.729,-36.293,-19 +xcit_large_24_p16_224_dist,40.956,59.044,61.320,38.680,189.10,224,1.000,bicubic,-43.966,-35.812,+12 +tf_efficientnetv2_s_in21ft1k,40.954,59.046,63.849,36.151,21.46,384,1.000,bicubic,-43.344,-33.405,+31 +xcit_medium_24_p8_224_dist,40.494,59.506,60.500,39.500,84.32,224,1.000,bicubic,-44.578,-36.780,+1 +tf_efficientnet_b4_ap,40.484,59.516,61.717,38.283,19.34,380,0.922,bicubic,-42.768,-34.677,+83 +vit_small_r26_s32_384,40.478,59.522,62.740,37.260,36.47,384,1.000,bicubic,-43.564,-34.588,+46 +vit_base_patch16_224_miil,40.176,59.824,60.889,39.111,86.54,224,0.875,bilinear,-44.096,-35.913,+31 +regnetz_e8,40.144,59.856,61.324,38.676,57.70,320,1.000,bicubic,-44.886,-35.940,+1 +convnext_large,40.117,59.883,60.096,39.904,197.77,224,0.875,bicubic,-44.175,-36.799,+26 +xcit_medium_24_p8_384_dist,40.036,59.964,60.453,39.547,84.32,384,1.000,bicubic,-45.778,-37.139,-30 +xcit_medium_24_p16_384_dist,39.903,60.097,60.115,39.885,84.40,384,1.000,bicubic,-45.519,-37.217,-21 +tf_efficientnetv2_l,39.828,60.172,60.807,39.193,118.52,480,1.000,bicubic,-45.662,-36.565,-25 +dm_nfnet_f3,39.816,60.184,60.610,39.390,254.92,416,0.940,bicubic,-45.706,-36.852,-27 +cait_s36_384,39.757,60.243,60.475,39.525,68.37,384,1.000,bicubic,-45.705,-37.005,-26 +volo_d3_448,39.708,60.292,59.760,40.240,86.63,448,1.000,bicubic,-46.788,-37.950,-54 +efficientnetv2_rw_m,39.671,60.329,59.683,40.317,53.24,416,1.000,bicubic,-45.141,-37.463,+1 +xception65,39.645,60.355,60.911,39.089,39.92,299,0.940,bicubic,-43.535,-35.681,+75 +ecaresnet269d,39.590,60.410,60.341,39.659,102.09,352,1.000,bicubic,-45.386,-36.885,-7 +dm_nfnet_f6,39.582,60.418,60.911,39.089,438.36,576,0.956,bicubic,-46.560,-36.819,-50 +tf_efficientnet_b3_ns,39.580,60.420,61.457,38.543,12.23,300,0.904,bicubic,-44.468,-35.451,+31 +dm_nfnet_f5,39.508,60.492,60.225,39.775,377.21,544,0.954,bicubic,-46.308,-37.261,-42 +volo_d3_224,39.492,60.508,59.868,40.132,86.33,224,0.960,bicubic,-45.920,-37.412,-30 +xcit_small_24_p8_224_dist,39.309,60.691,59.410,40.590,47.63,224,1.000,bicubic,-45.567,-37.778,-7 +xcit_medium_24_p16_224_dist,39.254,60.746,59.465,40.535,84.40,224,1.000,bicubic,-45.020,-37.475,+13 +efficientnet_b4,39.069,60.931,59.604,40.396,19.34,384,1.000,bicubic,-44.355,-36.992,+56 +xcit_small_24_p8_384_dist,38.997,61.003,59.176,40.824,47.63,384,1.000,bicubic,-46.559,-38.396,-41 +resnetv2_152x2_bit_teacher_384,38.971,61.029,62.442,37.558,236.34,384,1.000,bicubic,-44.873,-34.676,+34 +vit_base_patch32_384,38.796,61.204,60.333,39.667,88.30,384,1.000,bicubic,-44.552,-36.501,+58 +eca_nfnet_l2,38.663,61.337,59.439,40.561,56.72,384,1.000,bicubic,-46.033,-37.825,-8 +xcit_small_12_p8_384_dist,38.543,61.457,58.800,41.200,26.21,384,1.000,bicubic,-46.537,-38.480,-26 +xcit_small_24_p16_384_dist,38.498,61.502,58.384,41.616,47.67,384,1.000,bicubic,-46.596,-38.926,-28 +xcit_small_12_p8_224_dist,38.366,61.634,58.791,41.209,26.21,224,1.000,bicubic,-45.870,-38.083,+8 +tf_efficientnet_b5,38.352,61.648,59.911,40.089,30.39,456,0.934,bicubic,-45.460,-36.837,+33 +deit_base_distilled_patch16_384,38.256,61.744,57.791,42.209,87.63,384,1.000,bicubic,-47.166,-39.616,-43 +convnext_base,38.236,61.764,58.227,41.773,88.59,224,0.875,bicubic,-45.602,-38.523,+27 +dm_nfnet_f4,38.228,61.772,58.626,41.374,316.07,512,0.951,bicubic,-47.486,-38.896,-53 +xcit_large_24_p8_224,38.116,61.884,57.883,42.117,188.93,224,1.000,bicubic,-46.278,-38.773,-5 +resnetv2_152x2_bitm,37.985,62.015,61.131,38.869,236.34,448,1.000,bilinear,-46.521,-36.303,-13 +cait_s24_384,37.867,62.133,58.081,41.919,47.06,384,1.000,bicubic,-47.179,-39.265,-32 +resnet152d,37.857,62.143,58.360,41.640,60.21,320,1.000,bicubic,-45.821,-38.378,+37 +tf_efficientnetv2_m,37.822,62.178,58.710,41.290,54.14,480,1.000,bicubic,-47.216,-38.568,-33 +resnetrs420,37.751,62.249,58.209,41.791,191.89,416,1.000,bicubic,-47.259,-38.915,-32 +xcit_small_24_p16_224_dist,37.719,62.281,57.360,42.640,47.67,224,1.000,bicubic,-46.149,-39.364,+17 +resnetrs350,37.682,62.318,58.087,41.913,163.96,384,1.000,bicubic,-47.036,-38.901,-25 +pit_b_distilled_224,37.586,62.414,57.232,42.768,74.79,224,0.900,bicubic,-46.554,-39.624,+1 +xcit_small_12_p16_384_dist,37.580,62.420,57.765,42.235,26.25,384,1.000,bicubic,-47.130,-39.353,-26 +resnet200d,37.505,62.495,58.305,41.695,64.69,320,1.000,bicubic,-46.459,-38.519,+9 +resnetv2_152x2_bit_teacher,37.328,62.672,59.396,40.604,236.34,224,0.875,bicubic,-45.544,-37.174,+59 +resnest269e,37.315,62.685,57.472,42.528,110.93,416,0.928,bicubic,-47.205,-39.514,-25 +resmlp_big_24_224_in22ft1k,37.242,62.758,58.181,41.819,129.14,224,0.875,bicubic,-47.152,-38.939,-19 +vit_small_r26_s32_224,37.230,62.770,59.058,40.942,36.43,224,0.900,bicubic,-44.626,-36.962,+113 +cait_s24_224,37.155,62.845,56.733,43.267,46.92,224,1.000,bicubic,-46.303,-39.831,+28 +vit_base_patch32_224,37.079,62.921,59.290,40.710,88.22,224,0.900,bicubic,-43.643,-36.276,+170 +volo_d1_384,37.077,62.923,57.132,42.868,26.78,384,1.000,bicubic,-48.171,-40.082,-57 +tf_efficientnet_b3_ap,37.055,62.945,57.236,42.764,12.23,300,0.904,bicubic,-44.771,-38.386,+111 +convnext_small,37.051,62.949,57.103,42.897,50.22,224,0.875,bicubic,-46.099,-39.329,+37 +efficientnetv2_rw_s,37.047,62.953,56.814,43.186,23.94,384,1.000,bicubic,-46.763,-39.908,+10 +xcit_small_12_p16_224_dist,36.977,63.023,56.733,43.267,26.25,224,1.000,bicubic,-46.373,-39.681,+27 +regnetz_040h,36.961,63.039,57.278,42.722,28.94,320,1.000,bicubic,-47.535,-39.728,-33 +volo_d1_224,36.878,63.122,56.639,43.361,26.63,224,0.960,bicubic,-47.284,-40.137,-15 +seresnet152d,36.788,63.212,56.721,43.279,66.84,320,1.000,bicubic,-47.572,-40.319,-28 +volo_d2_224,36.605,63.395,56.462,43.538,58.68,224,0.960,bicubic,-48.589,-40.726,-63 +xception65p,36.556,63.444,56.421,43.579,39.82,299,0.940,bicubic,-46.570,-40.057,+34 +regnetz_d32,36.442,63.558,57.372,42.628,27.58,320,0.950,bicubic,-47.580,-39.494,-11 +cait_xs24_384,36.420,63.580,56.940,43.060,26.67,384,1.000,bicubic,-47.642,-39.950,-17 +efficientnet_b3,36.419,63.581,56.845,43.155,12.23,320,1.000,bicubic,-45.821,-39.269,+76 +volo_d2_384,36.414,63.586,56.315,43.685,58.87,384,1.000,bicubic,-49.626,-41.257,-94 +deit_base_distilled_patch16_224,36.399,63.601,56.619,43.381,87.34,224,0.900,bicubic,-46.993,-39.867,+14 +resnetv2_101x3_bitm,36.385,63.615,59.064,40.936,387.93,448,1.000,bilinear,-48.057,-38.318,-42 +resnetrs270,36.324,63.676,56.568,43.432,129.86,352,1.000,bicubic,-48.112,-40.402,-41 +tresnet_m,36.283,63.717,55.790,44.210,31.39,224,0.875,bilinear,-46.787,-40.330,+29 +mixer_b16_224_miil,36.261,63.739,55.963,44.037,59.88,224,0.875,bilinear,-46.047,-39.755,+65 +tf_efficientnet_b2_ns,36.187,63.813,57.549,42.451,9.11,260,0.890,bicubic,-46.193,-38.699,+58 +resnet152,36.084,63.916,55.544,44.456,60.19,224,0.950,bicubic,-46.736,-40.586,+35 +regnetz_040,36.053,63.947,55.751,44.249,27.12,320,1.000,bicubic,-48.181,-41.181,-34 +ecaresnet101d,36.014,63.986,56.157,43.843,44.57,224,0.875,bicubic,-46.158,-39.889,+71 +dm_nfnet_f2,36.008,63.992,55.458,44.542,193.78,352,0.920,bicubic,-49.054,-41.782,-71 +resnest200e,35.933,64.067,55.847,44.153,70.20,320,0.909,bicubic,-47.895,-41.045,-13 +swsl_resnet18,35.864,64.136,58.459,41.541,11.69,224,0.875,bilinear,-37.412,-33.277,+410 +eca_nfnet_l1,35.819,64.181,55.951,44.049,41.41,320,1.000,bicubic,-48.193,-41.077,-25 +xcit_small_24_p8_224,35.554,64.446,54.792,45.208,47.63,224,1.000,bicubic,-48.284,-41.844,-18 +xcit_large_24_p16_224,35.524,64.476,54.762,45.238,189.10,224,1.000,bicubic,-47.370,-41.120,+23 +xcit_small_12_p8_224,35.522,64.478,55.503,44.497,26.21,224,1.000,bicubic,-47.822,-40.977,+4 +vit_small_patch16_384,35.473,64.527,57.541,42.459,22.20,384,1.000,bicubic,-48.331,-39.561,-16 +xcit_medium_24_p8_224,35.450,64.550,54.827,45.173,84.32,224,1.000,bicubic,-48.286,-41.567,-14 +resnest101e,35.375,64.625,55.786,44.214,48.28,256,0.875,bilinear,-47.515,-40.532,+20 +convit_base,35.310,64.690,54.929,45.071,86.54,224,0.875,bicubic,-46.976,-41.009,+53 +convnext_tiny_hnf,35.279,64.721,53.852,46.148,28.59,224,0.950,bicubic,-46.943,-42.014,+55 +xcit_tiny_24_p8_224_dist,35.247,64.753,55.254,44.746,12.11,224,1.000,bicubic,-47.317,-40.916,+33 +twins_svt_large,35.092,64.908,54.721,45.279,99.27,224,0.900,bicubic,-48.588,-41.873,-14 +repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+140 +repvgg_b3g4,35.041,64.959,54.770,45.230,83.83,224,0.875,bilinear,-45.171,-40.336,+164 +regnetz_d8,34.994,65.006,55.945,44.055,23.37,320,1.000,bicubic,-49.058,-41.049,-43 +dm_nfnet_f1,34.984,65.016,54.116,45.884,132.63,320,0.910,bicubic,-49.640,-42.984,-72 +xcit_tiny_24_p8_384_dist,34.923,65.077,55.151,44.849,12.11,384,1.000,bicubic,-48.819,-41.559,-25 +regnetz_d8_evos,34.896,65.104,55.246,44.754,23.46,320,0.950,bicubic,-49.158,-41.750,-47 +resnet101d,34.874,65.126,54.198,45.802,44.57,320,1.000,bicubic,-48.148,-42.250,+7 +swin_s3_base_224,34.793,65.207,53.695,46.305,71.13,224,0.900,bicubic,-49.139,-42.965,-41 +seresnext101_32x8d,34.791,65.209,53.450,46.550,93.57,288,1.000,bicubic,-49.413,-43.426,-57 +resmlp_big_24_distilled_224,34.785,65.215,54.639,45.361,129.14,224,0.875,bicubic,-48.802,-42.009,-22 +vit_large_patch32_384,34.673,65.326,55.729,44.271,306.63,384,1.000,bicubic,-46.833,-40.365,+78 +resnet101,34.666,65.334,54.299,45.701,44.55,224,0.950,bicubic,-47.266,-41.471,+60 +dm_nfnet_f0,34.620,65.380,54.664,45.336,71.49,256,0.900,bicubic,-48.766,-41.910,-20 +ssl_resnext101_32x16d,34.609,65.391,55.931,44.069,194.03,224,0.875,bilinear,-47.245,-40.165,+61 +resnetv2_101,34.587,65.413,53.143,46.857,44.54,224,0.950,bicubic,-47.455,-42.721,+50 +repvgg_b2g4,34.579,65.421,54.776,45.224,61.76,224,0.875,bilinear,-44.791,-39.912,+195 +resnetrs200,34.510,65.490,54.291,45.709,93.21,320,1.000,bicubic,-49.928,-42.789,-79 +resnest50d_4s2x40d,34.359,65.641,54.731,45.269,30.42,224,0.875,bicubic,-46.751,-40.833,+93 +resnetrs152,34.355,65.645,53.568,46.432,86.62,320,1.000,bicubic,-49.359,-43.178,-36 +crossvit_18_dagger_408,34.253,65.747,53.090,46.910,44.61,408,1.000,bicubic,-49.941,-43.728,-67 +xcit_medium_24_p16_224,34.239,65.761,53.167,46.833,84.40,224,1.000,bicubic,-48.399,-42.807,+4 +tf_efficientnet_b1_ns,34.163,65.837,55.489,44.511,7.79,240,0.882,bicubic,-47.225,-40.247,+74 +efficientnetv2_rw_t,34.153,65.847,53.129,46.871,13.65,288,1.000,bicubic,-48.191,-43.067,+21 +twins_pcpvt_large,34.108,65.892,54.126,45.874,60.99,224,0.900,bicubic,-49.026,-42.478,-18 +tf_efficientnet_b4,34.060,65.940,54.196,45.804,19.34,380,0.922,bicubic,-48.964,-42.104,-12 +ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+57 +tf_efficientnet_b6,34.003,65.997,54.540,45.460,43.04,528,0.942,bicubic,-50.107,-42.348,-70 +nfnet_l0,33.999,66.001,54.359,45.641,35.07,288,1.000,bicubic,-48.752,-42.159,-7 +xcit_small_24_p16_224,33.998,66.002,53.288,46.712,47.67,224,1.000,bicubic,-48.582,-42.718,-1 +efficientnet_b3_pruned,33.998,66.002,54.104,45.896,9.86,300,0.904,bicubic,-46.861,-41.140,+99 +regnety_160,33.972,66.028,53.542,46.458,83.59,288,1.000,bicubic,-49.718,-43.234,-46 +gc_efficientnetv2_rw_t,33.950,66.050,53.222,46.778,13.68,288,1.000,bicubic,-48.516,-43.074,+4 +pit_s_distilled_224,33.935,66.065,53.267,46.733,24.04,224,0.900,bicubic,-48.059,-42.531,+34 +convnext_tiny,33.836,66.164,53.654,46.346,28.59,224,0.875,bicubic,-48.228,-42.198,+27 +resnext101_64x4d,33.825,66.175,52.174,47.826,83.46,288,1.000,bicubic,-49.315,-44.196,-31 +xcit_small_12_p16_224,33.770,66.230,53.237,46.763,26.25,224,1.000,bicubic,-48.206,-42.581,+33 +swin_s3_small_224,33.695,66.305,52.391,47.609,49.74,224,0.900,bicubic,-50.073,-44.061,-58 +resnetv2_50x3_bitm,33.663,66.337,55.880,44.120,217.32,448,1.000,bilinear,-50.350,-41.244,-74 +resnet51q,33.561,66.439,53.019,46.981,35.70,288,1.000,bilinear,-48.801,-43.161,+3 +xcit_tiny_24_p16_384_dist,33.508,66.492,52.766,47.234,12.12,384,1.000,bicubic,-49.064,-43.522,-9 +regnety_080,33.469,66.531,52.943,47.057,39.18,288,1.000,bicubic,-50.457,-43.945,-73 +convmixer_1536_20,33.424,66.576,53.031,46.969,51.63,224,0.960,bicubic,-47.942,-42.583,+56 +regnety_032,33.412,66.588,52.766,47.234,19.44,288,1.000,bicubic,-49.314,-43.658,-21 +crossvit_18_240,33.400,66.600,52.241,47.759,43.27,240,0.875,bicubic,-48.998,-43.817,-5 +gernet_l,33.357,66.643,51.911,48.089,31.08,256,0.875,bilinear,-47.987,-43.621,+54 +crossvit_15_dagger_408,33.325,66.674,52.184,47.816,28.50,408,1.000,bicubic,-50.511,-44.600,-72 +crossvit_18_dagger_240,33.282,66.718,52.202,47.798,44.27,240,0.875,bicubic,-49.238,-43.868,-13 +tresnet_xl,33.259,66.741,52.292,47.708,78.44,224,0.875,bilinear,-48.799,-43.644,+15 +jx_nest_base,33.212,66.788,51.813,48.187,67.72,224,0.875,bicubic,-50.344,-44.549,-60 +resnest50d_1s4x24d,33.153,66.847,52.850,47.150,25.68,224,0.875,bicubic,-47.837,-42.474,+69 +resnet61q,33.109,66.891,51.758,48.242,36.85,288,1.000,bicubic,-49.417,-44.376,-18 +jx_nest_small,33.046,66.954,51.064,48.936,38.35,224,0.875,bicubic,-50.072,-45.266,-44 +crossvit_base_240,33.037,66.963,51.380,48.620,105.03,240,0.875,bicubic,-49.179,-44.454,+1 +twins_pcpvt_base,33.027,66.973,52.489,47.511,43.83,224,0.900,bicubic,-49.681,-43.861,-31 +xcit_tiny_24_p16_224_dist,32.989,67.011,52.056,47.944,12.12,224,1.000,bicubic,-47.457,-43.160,+92 +rexnet_200,32.986,67.014,52.935,47.065,16.37,224,0.875,bicubic,-48.644,-42.733,+26 +resnest50d,32.980,67.020,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.667,+63 +convit_small,32.915,67.085,52.119,47.881,27.78,224,0.875,bicubic,-48.505,-43.621,+34 +crossvit_15_dagger_240,32.905,67.095,51.783,48.217,28.21,240,0.875,bicubic,-49.425,-44.175,-13 +tf_efficientnetv2_s,32.903,67.097,51.724,48.276,21.46,384,1.000,bicubic,-50.983,-44.972,-91 +vit_small_patch16_224,32.871,67.129,53.927,46.073,22.05,224,0.900,bicubic,-48.525,-42.205,+34 +tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.774,-42.764,+19 +pnasnet5large,32.850,67.150,50.500,49.500,86.06,331,0.911,bicubic,-49.940,-45.540,-43 +twins_svt_base,32.832,67.168,51.567,48.433,56.07,224,0.900,bicubic,-50.306,-44.853,-59 +regnetz_c16,32.826,67.174,53.748,46.252,13.46,320,0.940,bicubic,-49.690,-42.612,-31 +regnetv_064,32.826,67.174,52.856,47.144,30.58,288,1.000,bicubic,-50.888,-43.758,-81 +nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.853,-45.906,-40 +gernet_m,32.756,67.244,51.919,48.081,21.14,224,0.875,bilinear,-47.988,-43.265,+64 +inception_resnet_v2,32.738,67.262,50.650,49.350,55.84,299,0.897,bicubic,-47.722,-44.659,+76 +gluon_resnet152_v1d,32.734,67.266,51.084,48.916,60.21,224,0.875,bicubic,-47.742,-44.120,+73 +pit_b_224,32.724,67.276,49.854,50.146,73.76,224,0.900,bicubic,-49.722,-45.856,-33 +tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.979,+86 +fbnetv3_g,32.630,67.370,52.894,47.106,16.62,288,0.950,bilinear,-49.416,-43.170,-9 +tresnet_l,32.561,67.439,51.135,48.865,55.99,224,0.875,bilinear,-48.931,-44.489,+16 +cait_xxs36_384,32.541,67.459,52.233,47.767,17.37,384,1.000,bicubic,-49.653,-43.911,-20 +regnetz_c16_evos,32.532,67.468,52.919,47.081,13.49,320,0.950,bicubic,-50.100,-43.557,-50 +wide_resnet50_2,32.435,67.565,51.455,48.545,68.88,224,0.875,bicubic,-49.017,-44.075,+14 +gmlp_s16_224,32.418,67.582,51.817,48.183,19.42,224,0.875,bicubic,-47.222,-42.807,+122 +ens_adv_inception_resnet_v2,32.376,67.624,50.419,49.581,55.84,299,0.897,bicubic,-47.602,-44.519,+100 +deit_base_patch16_224,32.361,67.639,50.997,49.003,86.57,224,0.900,bicubic,-49.635,-44.735,-14 +swin_small_patch4_window7_224,32.347,67.653,50.913,49.087,49.61,224,0.900,bicubic,-50.869,-45.411,-81 +gluon_resnet152_v1s,32.339,67.661,50.533,49.467,60.32,224,0.875,bicubic,-48.677,-44.879,+36 +deit_small_distilled_patch16_224,32.282,67.718,52.111,47.889,22.44,224,0.900,bicubic,-48.926,-43.262,+22 +xcit_tiny_24_p8_224,32.266,67.734,51.897,48.103,12.11,224,1.000,bicubic,-49.626,-44.079,-11 +gluon_seresnext101_64x4d,32.194,67.806,50.307,49.693,88.23,224,0.875,bicubic,-48.684,-44.991,+42 +coat_lite_small,32.125,67.875,49.934,50.066,19.84,224,0.900,bicubic,-50.179,-45.914,-38 +gluon_seresnext101_32x4d,32.107,67.893,51.233,48.767,48.96,224,0.875,bicubic,-48.799,-44.061,+39 +deit_base_patch16_384,31.985,68.015,50.549,49.451,86.86,384,1.000,bicubic,-51.121,-45.819,-79 +seresnext50_32x4d,31.970,68.030,51.225,48.775,27.56,224,0.875,bicubic,-49.288,-44.405,+14 +xcit_tiny_12_p8_224_dist,31.944,68.056,51.406,48.594,6.71,224,1.000,bicubic,-49.264,-44.194,+16 +levit_384,31.873,68.127,50.598,49.402,39.13,224,0.900,bicubic,-50.715,-45.424,-63 +resnetrs101,31.856,68.144,51.017,48.983,63.62,288,0.940,bicubic,-50.432,-44.993,-43 +cspresnext50,31.814,68.186,51.618,48.382,20.57,224,0.875,bilinear,-48.236,-43.328,+84 +poolformer_m48,31.702,68.298,49.885,50.115,73.47,224,0.950,bicubic,-50.760,-46.073,-57 +tnt_s_patch16_224,31.634,68.366,51.147,48.853,23.76,224,0.900,bicubic,-49.886,-44.597,-8 +eca_nfnet_l0,31.610,68.390,51.610,48.390,24.14,288,1.000,bicubic,-50.966,-44.880,-66 +resnetv2_50x1_bit_distilled,31.582,68.418,51.272,48.728,25.55,224,0.875,bicubic,-51.240,-45.256,-79 +xception41p,31.516,68.484,50.370,49.630,26.91,299,0.940,bicubic,-50.444,-45.424,-27 +regnety_064,31.474,68.526,50.528,49.472,30.58,288,1.000,bicubic,-52.246,-46.194,-117 +poolformer_m36,31.449,68.551,50.032,49.968,56.17,224,0.950,bicubic,-50.663,-45.658,-41 +ssl_resnext101_32x4d,31.423,68.577,52.127,47.873,44.18,224,0.875,bilinear,-49.501,-43.599,+24 +inception_v4,31.378,68.622,49.246,50.754,42.68,299,0.875,bicubic,-48.784,-45.720,+68 +rexnet_150,31.370,68.630,51.286,48.714,9.73,224,0.875,bicubic,-48.940,-43.880,+54 +crossvit_15_240,31.339,68.661,50.170,49.830,27.53,240,0.875,bicubic,-50.203,-45.520,-19 +pit_s_224,31.335,68.665,49.665,50.335,23.46,224,0.900,bicubic,-49.765,-45.665,+8 +crossvit_small_240,31.278,68.722,50.196,49.804,26.86,240,0.875,bicubic,-49.740,-45.261,+11 +cspresnet50,31.268,68.732,51.221,48.779,21.62,256,0.887,bilinear,-48.314,-43.483,+95 +cait_xxs36_224,31.266,68.734,50.614,49.386,17.30,224,1.000,bicubic,-48.482,-44.252,+84 +convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+60 +swin_s3_tiny_224,31.241,68.760,49.714,50.286,28.33,224,0.900,bicubic,-50.886,-46.236,-52 +regnetv_040,31.217,68.783,50.113,49.887,20.64,288,1.000,bicubic,-51.983,-46.549,-110 +coat_mini,31.207,68.793,49.775,50.225,10.34,224,0.900,bicubic,-50.059,-45.619,-10 +xcit_tiny_12_p8_384_dist,31.186,68.814,50.528,49.472,6.71,384,1.000,bicubic,-51.209,-45.692,-73 +ecaresnetlight,31.125,68.875,50.243,49.757,30.16,224,0.875,bicubic,-49.327,-45.007,+32 +gluon_resnet101_v1s,31.113,68.887,49.793,50.207,44.67,224,0.875,bicubic,-49.185,-45.371,+45 +tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.819,-42.895,+176 +resmlp_36_distilled_224,31.072,68.928,49.688,50.312,44.69,224,0.875,bicubic,-50.082,-45.800,-8 +ecaresnet50d,31.060,68.940,50.854,49.146,25.58,224,0.875,bicubic,-49.540,-44.466,+20 +ecaresnet50t,31.060,68.940,50.573,49.427,25.57,320,0.950,bicubic,-51.288,-45.565,-76 +resnet50d,31.020,68.980,49.806,50.194,25.58,224,0.875,bicubic,-49.502,-45.356,+20 +cspdarknet53,31.018,68.981,50.396,49.604,27.64,256,0.887,bilinear,-49.043,-44.688,+54 +gcresnet50t,31.009,68.991,50.121,49.879,25.90,256,0.900,bicubic,-49.933,-45.333,+2 +gluon_resnet152_v1c,30.997,69.003,48.924,51.076,60.21,224,0.875,bicubic,-48.911,-45.924,+59 +gluon_resnext101_64x4d,30.995,69.005,48.555,51.445,83.46,224,0.875,bicubic,-49.609,-46.437,+13 +twins_svt_small,30.975,69.025,49.223,50.777,24.06,224,0.900,bicubic,-50.705,-46.447,-46 +resnext50_32x4d,30.930,69.070,49.258,50.742,25.03,224,0.950,bicubic,-50.178,-46.068,-14 +resmlp_24_distilled_224,30.903,69.097,50.176,49.824,30.02,224,0.875,bicubic,-49.861,-45.048,+4 +ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.917,-45.617,+1 +tf_efficientnet_cc_b1_8e,30.897,69.103,50.078,49.922,39.72,240,0.882,bicubic,-48.409,-44.294,+87 +gluon_resnext101_32x4d,30.875,69.125,48.545,51.455,44.18,224,0.875,bicubic,-49.469,-46.381,+23 +tf_efficientnetv2_b3,30.861,69.139,49.814,50.186,14.36,300,0.904,bicubic,-51.105,-45.966,-61 +tf_efficientnet_lite4,30.830,69.170,50.390,49.610,13.01,380,0.920,bilinear,-50.706,-45.278,-46 +nf_resnet50,30.708,69.292,49.958,50.042,25.56,288,0.940,bicubic,-49.946,-45.376,+2 +dpn107,30.678,69.322,48.808,51.192,86.92,224,0.875,bicubic,-49.493,-46.098,+34 +xcit_tiny_24_p16_224,30.677,69.323,50.408,49.592,12.12,224,1.000,bicubic,-48.767,-44.476,+74 +poolformer_s36,30.669,69.331,49.435,50.565,30.86,224,0.900,bicubic,-50.749,-46.015,-42 +ese_vovnet39b,30.665,69.335,49.877,50.123,24.57,224,0.875,bicubic,-48.647,-44.837,+77 +tresnet_xl_448,30.616,69.384,49.072,50.928,78.44,448,0.875,bilinear,-52.438,-47.100,-127 +gluon_resnet152_v1b,30.610,69.390,48.519,51.481,60.19,224,0.875,bicubic,-49.070,-46.219,+58 +haloregnetz_b,30.604,69.396,49.005,50.995,11.68,224,0.940,bicubic,-50.446,-46.191,-25 +ssl_resnext50_32x4d,30.596,69.404,50.661,49.339,25.03,224,0.875,bilinear,-49.720,-44.749,+14 +dpn68b,30.525,69.475,49.164,50.836,12.61,224,0.875,bicubic,-48.695,-45.254,+84 +gluon_resnet101_v1d,30.521,69.479,47.951,52.049,44.57,224,0.875,bicubic,-49.899,-47.123,+6 +resnest26d,30.484,69.516,50.671,49.329,17.07,224,0.875,bilinear,-47.992,-43.621,+116 +efficientnet_b2,30.437,69.563,49.688,50.312,9.11,288,1.000,bicubic,-50.177,-45.628,-9 +tf_efficientnet_b1_ap,30.419,69.581,49.549,50.451,7.79,240,0.882,bicubic,-48.861,-44.755,+75 +xcit_tiny_12_p16_384_dist,30.403,69.597,50.123,49.877,6.72,384,1.000,bicubic,-50.541,-45.289,-24 +twins_pcpvt_small,30.384,69.616,49.392,50.608,24.11,224,0.900,bicubic,-50.706,-46.248,-34 +resnetv2_50,30.378,69.622,48.834,51.166,25.55,224,0.950,bicubic,-50.042,-46.182,-1 +visformer_small,30.331,69.669,48.291,51.709,40.22,224,0.900,bicubic,-51.775,-47.583,-90 +pit_xs_distilled_224,30.280,69.720,49.836,50.164,11.00,224,0.900,bicubic,-49.026,-44.528,+64 +regnety_040,30.254,69.746,48.918,51.082,20.65,288,1.000,bicubic,-52.782,-47.588,-140 +convmixer_1024_20_ks9_p14,30.097,69.903,49.934,50.066,24.38,224,0.960,bicubic,-46.845,-43.422,+178 +seresnet50,30.073,69.927,49.282,50.718,28.09,224,0.875,bicubic,-50.191,-45.790,+7 +dpn98,30.064,69.936,48.244,51.756,61.57,224,0.875,bicubic,-49.582,-46.352,+44 +tf_efficientnet_b2,30.026,69.974,49.582,50.418,9.11,260,0.890,bicubic,-50.054,-45.326,+18 +efficientnet_el,30.024,69.976,48.834,51.166,10.59,300,0.904,bicubic,-51.286,-46.696,-57 +dpn131,30.018,69.982,48.126,51.874,79.25,224,0.875,bicubic,-49.806,-46.582,+31 +legacy_senet154,30.005,69.996,48.040,51.960,115.09,224,0.875,bilinear,-51.306,-47.456,-58 +xcit_tiny_12_p16_224_dist,29.997,70.003,49.649,50.351,6.72,224,1.000,bicubic,-48.579,-44.547,+94 +halo2botnet50ts_256,29.981,70.019,48.376,51.624,22.64,256,0.950,bicubic,-52.079,-47.266,-99 +dpn92,29.953,70.047,49.174,50.826,37.67,224,0.875,bicubic,-50.063,-45.650,+16 +resnetv2_101x1_bitm,29.895,70.106,51.125,48.875,44.54,448,1.000,bilinear,-52.441,-45.391,-118 +gluon_senet154,29.879,70.121,47.892,52.108,115.09,224,0.875,bicubic,-51.353,-47.456,-60 +xception,29.857,70.143,48.676,51.324,22.86,299,0.897,bicubic,-49.193,-45.715,+72 +adv_inception_v3,29.816,70.184,47.843,52.157,23.83,299,0.875,bicubic,-47.766,-45.893,+141 +gluon_xception65,29.779,70.222,47.757,52.243,39.92,299,0.903,bicubic,-49.937,-47.103,+26 +fbnetv3_d,29.743,70.257,49.476,50.524,10.31,256,0.950,bilinear,-49.939,-45.472,+28 +lamhalobotnet50ts_256,29.741,70.259,48.339,51.661,22.57,256,0.950,bicubic,-51.805,-47.163,-85 +resmlp_36_224,29.694,70.306,48.971,51.029,44.69,224,0.875,bicubic,-50.074,-45.915,+21 +resnet50,29.639,70.361,46.743,53.257,25.56,224,0.950,bicubic,-50.737,-48.383,-21 +resnetblur50,29.611,70.388,48.252,51.748,25.56,224,0.875,bicubic,-49.693,-46.382,+45 +resnetv2_50d_gn,29.610,70.391,47.790,52.210,25.57,288,0.950,bicubic,-52.209,-48.132,-96 +jx_nest_tiny,29.545,70.455,46.990,53.010,17.06,224,0.875,bicubic,-51.875,-48.627,-81 +resnet50_gn,29.537,70.463,48.303,51.697,25.56,224,0.940,bicubic,-50.517,-46.645,+1 +efficientnet_em,29.478,70.522,48.938,51.062,6.90,240,0.882,bicubic,-49.772,-45.856,+48 +resnext101_32x8d,29.439,70.561,48.488,51.512,88.79,224,0.875,bilinear,-49.877,-46.030,+36 +coat_lite_mini,29.431,70.569,47.727,52.273,11.01,224,0.900,bicubic,-49.665,-46.877,+55 +gcresnext50ts,29.427,70.573,47.900,52.100,15.67,256,0.900,bicubic,-51.151,-47.270,-40 +sebotnet33ts_256,29.425,70.575,47.156,52.844,13.70,256,0.940,bicubic,-51.731,-48.014,-72 +deit_small_patch16_224,29.423,70.577,48.240,51.760,22.05,224,0.900,bicubic,-50.437,-46.806,+4 +ssl_resnet50,29.415,70.585,49.803,50.197,25.56,224,0.875,bilinear,-49.811,-45.033,+43 +cait_xxs24_384,29.391,70.609,48.757,51.243,12.03,384,1.000,bicubic,-51.575,-46.889,-62 +nf_regnet_b1,29.391,70.609,49.427,50.573,10.22,288,0.900,bicubic,-49.897,-45.321,+36 resnet34d,29.332,70.668,48.415,51.585,21.82,224,0.875,bicubic,-47.782,-44.965,+139 -swin_tiny_patch4_window7_224,29.331,70.669,47.604,52.396,28.29,224,0.900,bicubic,-52.043,-47.938,-90 -cait_xxs24_224,29.299,70.701,48.533,51.467,11.96,224,1.000,bicubic,-49.085,-45.777,+83 -ecaresnet50d_pruned,29.216,70.784,48.439,51.561,19.94,224,0.875,bicubic,-50.493,-46.441,+6 -tresnet_l_448,29.162,70.838,47.224,52.776,55.99,448,0.875,bilinear,-53.108,-48.754,-132 -gluon_inception_v3,29.124,70.876,46.957,53.043,23.83,299,0.875,bicubic,-49.682,-47.415,+58 -eca_resnet33ts,29.099,70.901,48.791,51.209,19.68,256,0.900,bicubic,-50.985,-46.179,-21 -lambda_resnet50ts,29.095,70.905,46.981,53.019,21.54,256,0.950,bicubic,-52.055,-48.123,-83 -xception71,29.036,70.964,47.405,52.595,42.34,299,0.903,bicubic,-50.836,-47.517,-10 -hrnet_w64,28.987,71.013,47.138,52.862,128.06,224,0.875,bilinear,-50.481,-47.516,+13 -xcit_tiny_12_p8_224,28.963,71.037,47.519,52.481,6.71,224,1.000,bicubic,-50.731,-47.535,0 -regnetz_b16,28.941,71.059,47.248,52.752,9.72,288,0.940,bicubic,-51.775,-48.230,-63 -tf_efficientnet_b0_ns,28.904,71.096,49.011,50.989,5.29,224,0.875,bicubic,-49.754,-45.365,+57 -xception65,28.894,71.106,47.165,52.835,39.92,299,0.903,bicubic,-50.654,-47.491,+5 -tf_efficientnet_b1,28.884,71.116,47.503,52.497,7.79,240,0.882,bicubic,-49.936,-46.693,+48 -vit_small_patch32_384,28.877,71.123,48.891,51.109,22.92,384,1.000,bicubic,-51.607,-46.707,-59 -gluon_resnet101_v1b,28.871,71.129,46.379,53.621,44.55,224,0.875,bicubic,-50.433,-48.143,+17 -skresnext50_32x4d,28.831,71.169,46.487,53.513,27.48,224,0.875,bicubic,-51.321,-48.157,-33 -sehalonet33ts,28.772,71.228,46.578,53.422,13.69,256,0.940,bicubic,-52.194,-48.694,-83 -levit_256,28.747,71.253,46.717,53.283,18.89,224,0.900,bicubic,-52.759,-48.775,-115 -tf_efficientnet_lite3,28.662,71.338,47.352,52.648,8.20,300,0.904,bilinear,-51.156,-47.562,-16 -skresnet34,28.654,71.346,47.946,52.054,22.28,224,0.875,bicubic,-48.249,-45.374,+128 -gluon_seresnext50_32x4d,28.649,71.351,46.438,53.562,27.56,224,0.875,bicubic,-51.267,-48.396,-28 -hrnet_w40,28.635,71.365,47.456,52.544,57.56,224,0.875,bilinear,-50.281,-47.018,+36 -halonet50ts,28.572,71.428,46.179,53.821,22.73,256,0.940,bicubic,-53.086,-49.431,-129 -tf_efficientnetv2_b0,28.572,71.428,47.079,52.921,7.14,224,0.875,bicubic,-49.788,-46.945,+62 -tv_resnet152,28.531,71.469,47.118,52.882,60.19,224,0.875,bilinear,-49.789,-46.918,+62 -xcit_tiny_12_p16_224,28.519,71.481,47.413,52.587,6.72,224,1.000,bicubic,-48.607,-46.301,+111 -repvgg_b2,28.430,71.570,47.038,52.962,89.02,224,0.875,bilinear,-50.362,-47.380,+36 -hrnet_w48,28.413,71.587,47.582,52.418,77.47,224,0.875,bilinear,-50.887,-46.930,+6 -gluon_resnext50_32x4d,28.379,71.621,45.314,54.686,25.03,224,0.875,bicubic,-50.989,-49.112,-2 -efficientnet_b2_pruned,28.360,71.640,47.053,52.947,8.31,260,0.890,bicubic,-51.556,-47.801,-38 -seresnet33ts,28.350,71.650,47.747,52.253,19.78,256,0.900,bicubic,-52.006,-47.361,-66 -tf_efficientnet_b0_ap,28.350,71.650,47.529,52.471,5.29,224,0.875,bicubic,-48.740,-45.729,+108 -dla102x2,28.315,71.685,46.761,53.239,41.28,224,0.875,bilinear,-51.135,-47.873,-10 -dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.381,-46.945,+33 -tf_efficientnet_cc_b0_4e,28.311,71.689,47.368,52.632,13.31,224,0.875,bicubic,-48.993,-45.966,+97 -mixnet_xl,28.287,71.713,46.696,53.304,11.90,224,0.875,bicubic,-52.189,-48.238,-79 -gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.830,-48.592,+13 -gluon_resnet101_v1c,28.104,71.896,45.965,54.035,44.57,224,0.875,bicubic,-51.428,-48.615,-20 -wide_resnet101_2,28.102,71.898,46.411,53.589,126.89,224,0.875,bilinear,-50.750,-47.877,+21 -regnetx_320,28.091,71.909,45.126,54.874,107.81,224,0.875,bicubic,-52.149,-49.896,-64 -densenet161,28.083,71.917,46.643,53.357,28.68,224,0.875,bicubic,-49.269,-46.995,+90 -regnety_320,28.061,71.939,45.452,54.548,145.05,224,0.875,bicubic,-52.747,-49.792,-99 -levit_192,28.032,71.968,45.882,54.118,10.95,224,0.900,bicubic,-51.800,-48.904,-42 -gernet_s,28.030,71.970,46.733,53.267,8.17,224,0.875,bilinear,-48.882,-46.401,+103 -efficientnet_el_pruned,28.004,71.996,46.784,53.216,10.59,300,0.904,bicubic,-52.298,-48.434,-75 -xception41,27.886,72.114,45.886,54.114,26.97,299,0.903,bicubic,-50.622,-48.394,+27 -regnetx_160,27.823,72.177,45.625,54.375,54.28,224,0.875,bicubic,-52.025,-49.205,-47 -tf_inception_v3,27.778,72.222,45.719,54.281,23.83,299,0.875,bicubic,-50.076,-47.919,+63 -res2net101_26w_4s,27.772,72.228,45.169,54.831,45.21,224,0.875,bilinear,-51.426,-49.269,-4 -tf_efficientnetv2_b1,27.756,72.243,46.578,53.422,8.14,240,0.882,bicubic,-51.706,-48.148,-28 -vit_base_patch16_224_sam,27.711,72.289,45.106,54.894,86.57,224,0.900,bicubic,-52.531,-49.650,-76 -fbnetv3_b,27.668,72.332,46.983,53.017,8.60,256,0.950,bilinear,-51.482,-47.763,-6 -repvgg_b1,27.652,72.348,46.521,53.479,57.42,224,0.875,bilinear,-50.716,-47.575,+32 -hrnet_w44,27.615,72.385,45.837,54.163,67.06,224,0.875,bilinear,-51.285,-48.535,+5 -gcresnet33ts,27.587,72.412,46.197,53.803,19.88,256,0.900,bicubic,-52.497,-48.803,-70 -inception_v3,27.552,72.448,45.273,54.727,23.83,299,0.875,bicubic,-49.886,-48.203,+72 -resmlp_24_224,27.523,72.477,45.700,54.300,30.02,224,0.875,bicubic,-51.859,-48.847,-32 -pit_xs_224,27.493,72.507,45.906,54.094,10.62,224,0.900,bicubic,-50.695,-48.260,+35 -regnetx_080,27.393,72.607,45.006,54.994,39.57,224,0.875,bicubic,-51.807,-49.546,-15 -hrnet_w30,27.387,72.613,46.544,53.456,37.71,224,0.875,bilinear,-50.811,-47.680,+32 -hrnet_w32,27.363,72.636,45.984,54.016,41.23,224,0.875,bilinear,-51.082,-48.204,+17 -gluon_resnet50_v1s,27.324,72.676,45.226,54.774,25.68,224,0.875,bicubic,-51.384,-49.014,+4 -res2net50_26w_8s,27.320,72.680,44.833,55.167,48.40,224,0.875,bilinear,-51.656,-49.345,-8 -densenet201,27.261,72.739,46.220,53.780,20.01,224,0.875,bicubic,-50.029,-47.258,+70 -densenetblur121d,27.228,72.772,46.295,53.705,8.00,224,0.875,bicubic,-49.354,-46.893,+93 -regnety_064,27.222,72.778,44.855,55.145,30.58,224,0.875,bicubic,-52.498,-49.909,-60 -efficientnet_b1_pruned,27.179,72.821,45.867,54.133,6.33,240,0.882,bicubic,-51.061,-47.965,+24 -tf_efficientnetv2_b2,27.163,72.837,44.572,55.428,10.10,260,0.890,bicubic,-53.043,-50.471,-89 -resnet33ts,27.132,72.868,45.332,54.668,19.68,256,0.900,bicubic,-52.080,-49.240,-26 -resnetrs50,27.104,72.896,45.022,54.978,35.69,224,0.910,bicubic,-52.786,-49.944,-75 -rexnet_130,27.102,72.898,45.933,54.067,7.56,224,0.875,bicubic,-52.398,-48.749,-52 -dla102x,27.059,72.941,45.479,54.521,26.31,224,0.875,bilinear,-51.455,-48.745,0 -resnet32ts,27.051,72.949,45.263,54.737,17.96,256,0.900,bicubic,-51.963,-49.093,-19 -gmixer_24_224,27.033,72.967,44.361,55.639,24.72,224,0.875,bicubic,-51.005,-49.309,+25 -tv_resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.415,-48.308,+55 +swin_tiny_patch4_window7_224,29.331,70.669,47.608,52.392,28.29,224,0.900,bicubic,-52.043,-47.936,-89 +cait_xxs24_224,29.303,70.697,48.527,51.473,11.96,224,1.000,bicubic,-49.081,-45.783,+81 +ecaresnet50d_pruned,29.216,70.784,48.439,51.561,19.94,224,0.875,bicubic,-50.492,-46.441,+6 +poolformer_s24,29.163,70.837,48.063,51.937,21.39,224,0.900,bicubic,-51.150,-46.983,-33 +tresnet_l_448,29.162,70.838,47.222,52.778,55.99,448,0.875,bilinear,-53.106,-48.760,-139 +gluon_inception_v3,29.124,70.876,46.957,53.043,23.83,299,0.875,bicubic,-49.680,-47.413,+55 +eca_resnet33ts,29.099,70.901,48.791,51.209,19.68,256,0.900,bicubic,-50.981,-46.179,-20 +lambda_resnet50ts,29.093,70.907,46.977,53.023,21.54,256,0.950,bicubic,-52.053,-48.125,-83 +xception71,29.036,70.964,47.405,52.595,42.34,299,0.903,bicubic,-50.840,-47.517,-10 +hrnet_w64,28.989,71.011,47.138,52.862,128.06,224,0.875,bilinear,-50.483,-47.514,+11 +xcit_tiny_12_p8_224,28.959,71.041,47.517,52.483,6.71,224,1.000,bicubic,-50.731,-47.537,-1 +regnetz_b16,28.943,71.057,47.248,52.752,9.72,288,0.940,bicubic,-51.771,-48.230,-63 +tf_efficientnet_b0_ns,28.900,71.100,49.003,50.997,5.29,224,0.875,bicubic,-49.758,-45.375,+54 +tf_efficientnet_b1,28.886,71.114,47.503,52.497,7.79,240,0.882,bicubic,-49.942,-46.695,+46 +gluon_resnet101_v1b,28.877,71.123,46.379,53.621,44.55,224,0.875,bicubic,-50.425,-48.141,+18 +vit_small_patch32_384,28.877,71.123,48.889,51.111,22.92,384,1.000,bicubic,-51.607,-46.711,-59 +resnetv2_50d_evos,28.869,71.131,46.672,53.328,25.59,288,0.950,bicubic,-53.111,-49.238,-134 +skresnext50_32x4d,28.823,71.177,46.493,53.507,27.48,224,0.875,bicubic,-51.329,-48.151,-32 +sehalonet33ts,28.776,71.224,46.580,53.420,13.69,256,0.940,bicubic,-52.188,-48.692,-82 +levit_256,28.747,71.253,46.717,53.283,18.89,224,0.900,bicubic,-52.759,-48.775,-117 +tf_efficientnet_lite3,28.662,71.338,47.348,52.652,8.20,300,0.904,bilinear,-51.158,-47.564,-16 +skresnet34,28.654,71.346,47.947,52.053,22.28,224,0.875,bicubic,-48.249,-45.372,+127 +gluon_seresnext50_32x4d,28.651,71.349,46.440,53.560,27.56,224,0.875,bicubic,-51.263,-48.392,-27 +hrnet_w40,28.639,71.361,47.458,52.542,57.56,224,0.875,bilinear,-50.277,-47.016,+33 +halonet50ts,28.578,71.422,46.179,53.821,22.73,256,0.940,bicubic,-53.082,-49.433,-130 +tf_efficientnetv2_b0,28.574,71.426,47.077,52.923,7.14,224,0.875,bicubic,-49.786,-46.943,+59 +tv_resnet152,28.531,71.469,47.114,52.886,60.19,224,0.875,bilinear,-49.785,-46.920,+59 +xcit_tiny_12_p16_224,28.523,71.477,47.405,52.595,6.72,224,1.000,bicubic,-48.603,-46.311,+110 +repvgg_b2,28.430,71.570,47.040,52.960,89.02,224,0.875,bilinear,-50.362,-47.378,+34 +hrnet_w48,28.413,71.587,47.576,52.424,77.47,224,0.875,bilinear,-50.889,-46.936,+4 +gluon_resnext50_32x4d,28.383,71.617,45.316,54.684,25.03,224,0.875,bicubic,-50.981,-49.110,-4 +efficientnet_b2_pruned,28.360,71.640,47.051,52.949,8.31,260,0.890,bicubic,-51.556,-47.803,-37 +tf_efficientnet_b0_ap,28.352,71.648,47.531,52.469,5.29,224,0.875,bicubic,-48.742,-45.725,+108 +seresnet33ts,28.346,71.654,47.751,52.249,19.78,256,0.900,bicubic,-52.004,-47.355,-67 +dla102x2,28.317,71.683,46.763,53.237,41.28,224,0.875,bilinear,-51.129,-47.869,-12 +dla169,28.317,71.683,47.389,52.611,53.39,224,0.875,bilinear,-50.375,-46.951,+30 +tf_efficientnet_cc_b0_4e,28.313,71.687,47.368,52.632,13.31,224,0.875,bicubic,-48.989,-45.966,+95 +mixnet_xl,28.289,71.711,46.698,53.302,11.90,224,0.875,bicubic,-52.185,-48.236,-79 +gluon_resnet50_v1d,28.248,71.752,45.876,54.124,25.58,224,0.875,bicubic,-50.828,-48.596,+10 +wide_resnet101_2,28.106,71.894,46.409,53.591,126.89,224,0.875,bilinear,-50.748,-47.881,+19 +gluon_resnet101_v1c,28.104,71.896,45.961,54.039,44.57,224,0.875,bicubic,-51.430,-48.619,-23 +regnetx_320,28.087,71.913,45.126,54.874,107.81,224,0.875,bicubic,-52.153,-49.896,-63 +densenet161,28.085,71.915,46.641,53.359,28.68,224,0.875,bicubic,-49.269,-46.995,+88 +regnety_320,28.061,71.939,45.452,54.548,145.05,224,0.875,bicubic,-52.749,-49.792,-99 +gernet_s,28.034,71.966,46.735,53.265,8.17,224,0.875,bilinear,-48.874,-46.397,+103 +levit_192,28.032,71.968,45.882,54.118,10.95,224,0.900,bicubic,-51.800,-48.904,-43 +efficientnet_el_pruned,28.018,71.982,46.790,53.210,10.59,300,0.904,bicubic,-52.284,-48.238,-73 +xception41,27.886,72.114,45.886,54.114,26.97,299,0.903,bicubic,-50.624,-48.392,+24 +regnetx_160,27.823,72.177,45.625,54.375,54.28,224,0.875,bicubic,-52.027,-49.205,-48 +tf_inception_v3,27.778,72.222,45.717,54.283,23.83,299,0.875,bicubic,-50.078,-47.923,+61 +res2net101_26w_4s,27.772,72.228,45.167,54.833,45.21,224,0.875,bilinear,-51.424,-49.269,-7 +tf_efficientnetv2_b1,27.756,72.243,46.578,53.422,8.14,240,0.882,bicubic,-51.707,-48.146,-30 +vit_base_patch16_224_sam,27.713,72.287,45.108,54.892,86.57,224,0.900,bicubic,-52.529,-49.646,-75 +fbnetv3_b,27.670,72.330,46.983,53.017,8.60,256,0.950,bilinear,-51.478,-47.763,-9 +repvgg_b1,27.652,72.348,46.521,53.479,57.42,224,0.875,bilinear,-50.716,-47.575,+29 +hrnet_w44,27.617,72.383,45.837,54.163,67.06,224,0.875,bilinear,-51.283,-48.537,+2 +gcresnet33ts,27.587,72.412,46.197,53.803,19.88,256,0.900,bicubic,-52.492,-48.803,-69 +inception_v3,27.556,72.444,45.271,54.729,23.83,299,0.875,bicubic,-49.882,-48.203,+70 +resmlp_24_224,27.523,72.477,45.700,54.300,30.02,224,0.875,bicubic,-51.859,-48.847,-34 +pit_xs_224,27.493,72.507,45.906,54.094,10.62,224,0.900,bicubic,-50.693,-48.258,+33 +regnetx_080,27.393,72.607,45.006,54.994,39.57,224,0.875,bicubic,-51.809,-49.548,-18 +hrnet_w30,27.387,72.613,46.542,53.458,37.71,224,0.875,bilinear,-50.811,-47.682,+30 +hrnet_w32,27.363,72.636,45.982,54.018,41.23,224,0.875,bilinear,-51.084,-48.212,+14 +gluon_resnet50_v1s,27.322,72.678,45.226,54.774,25.68,224,0.875,bicubic,-51.390,-49.014,+1 +res2net50_26w_8s,27.312,72.688,44.835,55.165,48.40,224,0.875,bilinear,-51.668,-49.459,-11 +densenet201,27.265,72.735,46.218,53.782,20.01,224,0.875,bicubic,-50.025,-47.260,+68 +densenetblur121d,27.232,72.768,46.293,53.707,8.00,224,0.875,bicubic,-49.352,-46.899,+92 +efficientnet_b1_pruned,27.181,72.819,45.864,54.136,6.33,240,0.882,bicubic,-51.059,-47.970,+23 +tf_efficientnetv2_b2,27.161,72.839,44.572,55.428,10.10,260,0.890,bicubic,-53.045,-50.471,-87 +resnet33ts,27.128,72.872,45.330,54.670,19.68,256,0.900,bicubic,-52.082,-49.242,-28 +rexnet_130,27.102,72.898,45.933,54.067,7.56,224,0.875,bicubic,-52.398,-48.751,-52 +resnetrs50,27.100,72.900,45.025,54.975,35.69,224,0.910,bicubic,-52.786,-49.941,-74 +dla102x,27.057,72.943,45.479,54.521,26.31,224,0.875,bilinear,-51.459,-48.747,-2 +resnet32ts,27.047,72.953,45.271,54.729,17.96,256,0.900,bicubic,-51.965,-49.087,-21 +gmixer_24_224,27.033,72.967,44.369,55.631,24.72,224,0.875,bicubic,-51.003,-49.301,+24 +tv_resnet101,26.959,73.041,45.226,54.774,44.55,224,0.875,bilinear,-50.419,-48.316,+54 regnetx_120,26.870,73.130,44.676,55.324,46.11,224,0.875,bicubic,-52.722,-50.058,-61 -resnext50d_32x4d,26.864,73.136,44.450,55.550,25.05,224,0.875,bicubic,-52.806,-50.414,-65 -rexnet_100,26.839,73.161,45.375,54.625,4.80,224,0.875,bicubic,-51.019,-48.495,+32 -densenet169,26.827,73.173,45.375,54.625,14.15,224,0.875,bicubic,-49.073,-47.655,+92 -legacy_seresnext101_32x4d,26.817,73.183,43.499,56.501,48.96,224,0.875,bilinear,-53.411,-51.515,-103 -tinynet_a,26.805,73.195,45.104,54.896,6.19,192,0.875,bicubic,-50.847,-48.434,+36 -regnetx_064,26.792,73.208,44.921,55.079,26.21,224,0.875,bicubic,-52.274,-49.537,-30 -regnety_120,26.786,73.214,44.448,55.552,51.82,224,0.875,bicubic,-53.584,-50.676,-119 -regnetx_032,26.705,73.295,45.238,54.762,15.30,224,0.875,bicubic,-51.467,-48.850,+10 -densenet121,26.672,73.328,45.888,54.112,7.98,224,0.875,bicubic,-48.910,-46.764,+90 -legacy_seresnet152,26.668,73.332,43.953,56.047,66.82,224,0.875,bilinear,-51.988,-50.415,-17 -efficientnet_es,26.609,73.391,45.122,54.878,5.44,224,0.875,bicubic,-51.451,-48.816,+11 -res2net50_26w_6s,26.597,73.403,44.000,56.000,37.05,224,0.875,bilinear,-51.969,-50.134,-17 -repvgg_b1g4,26.579,73.421,45.088,54.912,39.97,224,0.875,bilinear,-51.007,-48.742,+32 -dla60x,26.558,73.442,45.025,54.975,17.35,224,0.875,bilinear,-51.688,-48.995,0 -coat_lite_tiny,26.517,73.484,44.642,55.358,5.72,224,0.900,bicubic,-50.994,-49.270,+34 -regnety_080,26.517,73.484,44.349,55.651,39.18,224,0.875,bicubic,-53.363,-50.480,-96 -res2net50_14w_8s,26.487,73.513,44.365,55.635,25.06,224,0.875,bilinear,-51.657,-49.485,+2 -tf_efficientnet_b0,26.487,73.513,45.644,54.356,5.29,224,0.875,bicubic,-50.359,-47.582,+55 -mobilenetv3_large_100_miil,26.485,73.515,44.477,55.523,5.48,224,0.875,bilinear,-51.433,-48.429,+11 -gluon_resnet50_v1b,26.436,73.564,44.037,55.963,25.56,224,0.875,bicubic,-51.144,-49.685,+27 -tf_efficientnet_el,26.359,73.641,44.181,55.819,10.59,300,0.904,bicubic,-53.891,-50.949,-123 -lambda_resnet26t,26.338,73.662,44.414,55.586,10.96,256,0.940,bicubic,-52.758,-50.174,-50 -levit_128,26.324,73.676,44.116,55.884,9.21,224,0.900,bicubic,-52.162,-49.890,-25 -resmlp_big_24_224,26.316,73.684,43.557,56.443,129.14,224,0.875,bicubic,-54.716,-51.462,-171 +resnext50d_32x4d,26.864,73.136,44.448,55.552,25.05,224,0.875,bicubic,-52.806,-50.416,-65 +rexnet_100,26.837,73.163,45.365,54.635,4.80,224,0.875,bicubic,-51.021,-48.505,+31 +densenet169,26.829,73.171,45.379,54.621,14.15,224,0.875,bicubic,-49.069,-47.651,+92 +legacy_seresnext101_32x4d,26.817,73.183,43.502,56.498,48.96,224,0.875,bilinear,-53.407,-51.508,-101 +tinynet_a,26.805,73.195,45.104,54.896,6.19,192,0.875,bicubic,-50.845,-48.432,+35 +regnetx_064,26.790,73.210,44.921,55.079,26.21,224,0.875,bicubic,-52.276,-49.537,-32 +regnety_120,26.786,73.214,44.442,55.558,51.82,224,0.875,bicubic,-53.590,-50.174,-118 +regnetx_032,26.705,73.295,45.238,54.762,15.30,224,0.875,bicubic,-51.467,-48.850,+9 +densenet121,26.674,73.326,45.890,54.110,7.98,224,0.875,bicubic,-48.910,-46.762,+90 +legacy_seresnet152,26.670,73.330,43.949,56.051,66.82,224,0.875,bilinear,-51.982,-50.421,-19 +efficientnet_es,26.609,73.391,45.114,54.886,5.44,224,0.875,bicubic,-51.447,-48.822,+10 +res2net50_26w_6s,26.593,73.407,43.996,56.004,37.05,224,0.875,bilinear,-51.973,-50.138,-19 +repvgg_b1g4,26.579,73.421,45.088,54.912,39.97,224,0.875,bilinear,-51.007,-48.742,+31 +dla60x,26.558,73.442,45.025,54.975,17.35,224,0.875,bilinear,-51.686,-48.993,-1 +coat_lite_tiny,26.507,73.493,44.644,55.356,5.72,224,0.900,bicubic,-51.007,-49.272,+33 +tf_efficientnet_b0,26.487,73.513,45.650,54.350,5.29,224,0.875,bicubic,-50.357,-47.578,+56 +mobilenetv3_large_100_miil,26.487,73.513,44.479,55.521,5.48,224,0.875,bilinear,-51.429,-48.427,+13 +res2net50_14w_8s,26.475,73.525,44.375,55.625,25.06,224,0.875,bilinear,-51.669,-49.473,0 +gluon_resnet50_v1b,26.436,73.564,44.039,55.961,25.56,224,0.875,bicubic,-51.144,-49.683,+27 +tf_efficientnet_el,26.353,73.647,44.178,55.822,10.59,300,0.904,bicubic,-53.897,-50.944,-120 +lambda_resnet26t,26.338,73.662,44.414,55.586,10.96,256,0.940,bicubic,-52.760,-50.174,-51 +levit_128,26.328,73.672,44.120,55.880,9.21,224,0.900,bicubic,-52.164,-49.886,-26 +resmlp_big_24_224,26.316,73.684,43.557,56.443,129.14,224,0.875,bicubic,-54.716,-51.462,-169 resmlp_12_distilled_224,26.314,73.686,44.870,55.130,15.35,224,0.875,bicubic,-51.628,-48.688,+4 -regnetx_040,26.239,73.760,44.438,55.562,22.12,224,0.875,bicubic,-52.242,-49.806,-26 -crossvit_9_dagger_240,26.178,73.822,44.538,55.462,8.78,240,0.875,bicubic,-50.799,-49.074,+40 -vit_small_patch32_224,26.165,73.835,45.110,54.890,22.88,224,0.900,bicubic,-49.833,-48.162,+63 -dpn68,26.128,73.873,44.224,55.776,12.61,224,0.875,bicubic,-50.178,-48.750,+60 -efficientnet_b1,26.057,73.943,44.078,55.922,7.79,256,1.000,bicubic,-52.733,-50.264,-42 -lambda_resnet26rpt_256,26.012,73.989,44.184,55.816,10.99,256,0.940,bicubic,-52.957,-50.244,-50 -hrnet_w18,25.988,74.012,44.813,55.187,21.30,224,0.875,bilinear,-50.764,-48.629,+44 -hardcorenas_f,25.953,74.047,44.220,55.780,8.20,224,0.875,bilinear,-52.145,-49.584,-12 -regnety_040,25.913,74.087,43.850,56.150,20.65,224,0.875,bicubic,-53.303,-50.806,-69 -resnet34,25.890,74.110,43.986,56.014,21.80,224,0.875,bilinear,-49.224,-48.298,+76 -res2net50_26w_4s,25.862,74.138,43.157,56.843,25.70,224,0.875,bilinear,-52.094,-50.695,-8 -tresnet_m_448,25.862,74.138,42.874,57.126,31.39,448,0.875,bilinear,-55.842,-52.700,-221 -resnet26t,25.860,74.140,43.953,56.047,16.01,256,0.940,bicubic,-52.004,-49.894,-6 -coat_tiny,25.848,74.152,43.276,56.724,5.50,224,0.900,bicubic,-52.580,-50.761,-34 -hardcorenas_c,25.821,74.179,44.764,55.236,5.52,224,0.875,bilinear,-51.227,-48.392,+25 -gluon_resnet50_v1c,25.782,74.218,43.027,56.973,25.58,224,0.875,bicubic,-52.228,-50.961,-16 -halonet26t,25.768,74.232,43.225,56.775,12.48,256,0.950,bicubic,-53.348,-51.087,-71 -selecsls60,25.729,74.272,44.066,55.934,30.67,224,0.875,bicubic,-52.246,-49.765,-16 -hardcorenas_e,25.664,74.336,43.414,56.586,8.07,224,0.875,bilinear,-52.128,-50.284,-5 -dla60_res2net,25.658,74.342,43.591,56.409,20.85,224,0.875,bilinear,-52.804,-50.615,-44 -dla60_res2next,25.638,74.362,43.668,56.332,17.03,224,0.875,bilinear,-52.804,-50.482,-43 -ecaresnet26t,25.540,74.460,43.664,56.336,16.01,320,0.950,bicubic,-54.308,-51.420,-124 -resmlp_12_224,25.520,74.480,44.340,55.660,15.35,224,0.875,bicubic,-51.136,-48.840,+30 -mixnet_l,25.514,74.486,43.459,56.541,7.33,224,0.875,bicubic,-53.462,-50.835,-69 -tf_efficientnet_lite1,25.509,74.492,43.581,56.419,5.42,240,0.882,bicubic,-51.127,-49.641,+29 -eca_halonext26ts,25.475,74.525,43.188,56.812,10.76,256,0.940,bicubic,-54.013,-51.408,-107 -bat_resnext26ts,25.473,74.527,43.206,56.794,10.73,256,0.900,bicubic,-52.777,-50.892,-40 -botnet26t_256,25.453,74.547,42.636,57.364,12.49,256,0.950,bicubic,-53.799,-51.892,-91 -tv_resnext50_32x4d,25.453,74.547,42.781,57.219,25.03,224,0.875,bilinear,-52.165,-50.915,-11 -repvgg_a2,25.436,74.564,43.947,56.053,28.21,224,0.875,bilinear,-51.024,-49.059,+31 -tf_mixnet_l,25.422,74.578,42.536,57.464,7.33,224,0.875,bicubic,-53.352,-51.460,-67 -hardcorenas_b,25.400,74.600,44.181,55.819,5.18,224,0.875,bilinear,-51.132,-48.574,+26 -res2next50,25.391,74.609,42.506,57.494,24.67,224,0.875,bilinear,-52.859,-51.380,-45 -selecsls60b,25.337,74.662,43.562,56.438,32.77,224,0.875,bicubic,-53.075,-50.608,-53 -legacy_seresnet101,25.334,74.666,42.828,57.172,49.33,224,0.875,bilinear,-53.054,-51.438,-53 -resnetv2_50x1_bitm,25.318,74.682,45.358,54.642,25.55,448,1.000,bilinear,-55.024,-50.323,-171 -dla102,25.314,74.686,43.825,56.175,33.27,224,0.875,bilinear,-52.714,-50.125,-38 -hardcorenas_d,25.308,74.692,43.125,56.875,7.50,224,0.875,bilinear,-52.124,-50.359,-10 -resnest14d,25.267,74.733,44.092,55.908,10.61,224,0.875,bilinear,-50.239,-48.428,+37 -legacy_seresnext50_32x4d,25.214,74.786,41.940,58.060,27.56,224,0.875,bilinear,-53.856,-52.492,-90 -mixer_b16_224,25.129,74.871,41.225,58.775,59.88,224,0.875,bicubic,-51.481,-51.005,+14 -res2net50_48w_2s,25.035,74.965,42.196,57.804,25.29,224,0.875,bilinear,-52.487,-51.356,-19 -efficientnet_b0,25.011,74.989,42.793,57.207,5.29,224,0.875,bicubic,-52.683,-50.741,-28 -mobilenetv2_120d,24.939,75.061,43.062,56.938,5.83,224,0.875,bicubic,-52.357,-50.434,-12 -gluon_resnet34_v1b,24.937,75.063,42.239,57.761,21.80,224,0.875,bicubic,-49.655,-49.749,+51 -dla60,24.933,75.067,43.304,56.696,22.04,224,0.875,bilinear,-52.103,-50.014,-5 -eca_botnext26ts_256,24.868,75.132,42.958,57.042,10.59,256,0.950,bicubic,-54.404,-51.658,-111 +regnetx_040,26.235,73.764,44.440,55.560,22.12,224,0.875,bicubic,-52.246,-49.804,-28 +crossvit_9_dagger_240,26.175,73.825,44.540,55.460,8.78,240,0.875,bicubic,-50.807,-49.070,+41 +vit_small_patch32_224,26.163,73.837,45.112,54.888,22.88,224,0.900,bicubic,-49.823,-48.158,+65 +dpn68,26.133,73.867,44.230,55.770,12.61,224,0.875,bicubic,-50.173,-48.744,+61 +efficientnet_b1,26.057,73.943,44.078,55.922,7.79,256,1.000,bicubic,-52.739,-50.264,-44 +lambda_resnet26rpt_256,26.015,73.985,44.184,55.816,10.99,256,0.940,bicubic,-52.953,-50.244,-51 +hrnet_w18,25.982,74.018,44.811,55.189,21.30,224,0.875,bilinear,-50.772,-48.629,+45 +hardcorenas_f,25.951,74.049,44.222,55.778,8.20,224,0.875,bilinear,-52.147,-49.580,-12 +resnet34,25.890,74.110,43.986,56.014,21.80,224,0.875,bilinear,-49.224,-48.298,+78 +res2net50_26w_4s,25.862,74.138,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.697,-7 +tresnet_m_448,25.860,74.140,42.874,57.126,31.39,448,0.875,bilinear,-55.844,-52.698,-219 +resnet26t,25.858,74.142,43.951,56.049,16.01,256,0.940,bicubic,-52.004,-49.893,-5 +coat_tiny,25.850,74.150,43.276,56.724,5.50,224,0.900,bicubic,-52.580,-50.764,-34 +hardcorenas_c,25.821,74.179,44.766,55.234,5.52,224,0.875,bilinear,-51.229,-48.392,+27 +gluon_resnet50_v1c,25.782,74.218,43.023,56.977,25.58,224,0.875,bicubic,-52.230,-50.967,-15 +halonet26t,25.772,74.228,43.224,56.776,12.48,256,0.950,bicubic,-53.344,-51.087,-71 +selecsls60,25.730,74.269,44.066,55.934,30.67,224,0.875,bicubic,-52.245,-49.679,-15 +hardcorenas_e,25.666,74.334,43.410,56.590,8.07,224,0.875,bilinear,-52.128,-50.286,-4 +dla60_res2net,25.654,74.346,43.595,56.405,20.85,224,0.875,bilinear,-52.808,-50.611,-44 +dla60_res2next,25.636,74.364,43.666,56.334,17.03,224,0.875,bilinear,-52.804,-50.484,-43 +poolformer_s12,25.634,74.366,44.137,55.863,11.92,224,0.900,bicubic,-51.602,-49.367,+14 +ecaresnet26t,25.534,74.466,43.666,56.334,16.01,320,0.950,bicubic,-54.314,-51.420,-121 +resmlp_12_224,25.520,74.480,44.340,55.660,15.35,224,0.875,bicubic,-51.136,-48.840,+31 +mixnet_l,25.514,74.486,43.461,56.539,7.33,224,0.875,bicubic,-53.462,-50.717,-70 +tf_efficientnet_lite1,25.506,74.493,43.579,56.421,5.42,240,0.882,bicubic,-51.133,-49.641,+30 +eca_halonext26ts,25.467,74.533,43.196,56.804,10.76,256,0.940,bicubic,-54.023,-51.402,-107 +bat_resnext26ts,25.465,74.535,43.204,56.796,10.73,256,0.900,bicubic,-52.785,-50.894,-39 +tv_resnext50_32x4d,25.453,74.547,42.781,57.219,25.03,224,0.875,bilinear,-52.163,-50.919,-10 +botnet26t_256,25.448,74.552,42.636,57.364,12.49,256,0.950,bicubic,-53.804,-51.892,-92 +repvgg_a2,25.436,74.564,43.947,56.053,28.21,224,0.875,bilinear,-51.022,-49.063,+32 +tf_mixnet_l,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.462,-68 +hardcorenas_b,25.402,74.598,44.188,55.812,5.18,224,0.875,bilinear,-51.134,-48.566,+27 +res2next50,25.391,74.609,42.504,57.496,24.67,224,0.875,bilinear,-52.861,-51.382,-46 +selecsls60b,25.337,74.662,43.563,56.437,32.77,224,0.875,bicubic,-53.075,-50.611,-54 +legacy_seresnet101,25.332,74.668,42.823,57.177,49.33,224,0.875,bilinear,-53.056,-51.441,-54 +dla102,25.316,74.684,43.825,56.175,33.27,224,0.875,bilinear,-52.714,-50.123,-37 +resnetv2_50x1_bitm,25.314,74.686,45.356,54.644,25.55,448,1.000,bilinear,-55.028,-50.324,-169 +hardcorenas_d,25.310,74.690,43.121,56.879,7.50,224,0.875,bilinear,-52.120,-50.361,-10 +resnest14d,25.277,74.723,44.096,55.904,10.61,224,0.875,bilinear,-50.227,-48.424,+38 +legacy_seresnext50_32x4d,25.210,74.790,41.938,58.062,27.56,224,0.875,bilinear,-53.858,-52.496,-91 +mixer_b16_224,25.121,74.879,41.219,58.781,59.88,224,0.875,bicubic,-51.491,-51.009,+15 +res2net50_48w_2s,25.033,74.967,42.198,57.802,25.29,224,0.875,bilinear,-52.487,-51.354,-19 +efficientnet_b0,25.013,74.987,42.791,57.209,5.29,224,0.875,bicubic,-52.677,-50.739,-28 +gluon_resnet34_v1b,24.937,75.063,42.239,57.761,21.80,224,0.875,bicubic,-49.651,-49.749,+54 +mobilenetv2_120d,24.937,75.063,43.060,56.940,5.83,224,0.875,bicubic,-52.357,-50.436,-13 +dla60,24.933,75.067,43.304,56.696,22.04,224,0.875,bilinear,-52.097,-50.016,-4 +eca_botnext26ts_256,24.862,75.138,42.960,57.040,10.59,256,0.950,bicubic,-54.412,-51.656,-111 regnety_016,24.823,75.177,42.618,57.382,11.20,224,0.875,bicubic,-53.037,-51.104,-40 -xcit_nano_12_p8_224_dist,24.801,75.199,43.078,56.922,3.05,224,1.000,bicubic,-51.519,-50.008,+13 -seresnext26ts,24.689,75.311,43.106,56.894,10.39,256,0.900,bicubic,-53.163,-50.684,-39 -eca_resnext26ts,24.663,75.337,42.846,57.154,10.30,256,0.900,bicubic,-52.788,-50.720,-25 -tf_efficientnet_lite2,24.532,75.468,42.288,57.712,6.09,260,0.890,bicubic,-52.936,-51.468,-27 -skresnet18,24.489,75.511,42.540,57.460,11.96,224,0.875,bicubic,-48.547,-48.628,+60 -regnetx_016,24.477,75.523,42.506,57.494,9.19,224,0.875,bicubic,-52.473,-50.916,-11 -pit_ti_distilled_224,24.410,75.590,42.736,57.264,5.10,224,0.900,bicubic,-50.122,-49.362,+42 -tf_efficientnet_lite0,24.381,75.620,42.490,57.510,4.65,224,0.875,bicubic,-50.451,-49.686,+35 -hardcorenas_a,24.361,75.639,43.282,56.718,5.26,224,0.875,bilinear,-51.561,-49.234,+12 -tv_resnet50,24.082,75.918,41.312,58.688,25.56,224,0.875,bilinear,-52.056,-51.550,+7 -levit_128s,24.060,75.940,41.003,58.997,7.78,224,0.900,bicubic,-52.460,-51.863,0 -legacy_seresnet34,24.027,75.973,41.903,58.097,21.96,224,0.875,bilinear,-50.783,-50.223,+32 -xcit_nano_12_p16_384_dist,24.007,75.993,42.322,57.678,3.05,384,1.000,bicubic,-51.443,-50.370,+19 -xcit_nano_12_p8_384_dist,23.962,76.038,41.940,58.060,3.05,384,1.000,bicubic,-53.856,-52.104,-49 -gcresnext26ts,23.944,76.056,41.357,58.643,10.48,256,0.900,bicubic,-53.876,-52.475,-51 -resnet18d,23.930,76.070,42.300,57.700,11.71,224,0.875,bicubic,-48.320,-48.388,+58 -efficientnet_lite0,23.905,76.095,42.080,57.920,4.65,224,0.875,bicubic,-51.571,-50.432,+12 -resnext26ts,23.864,76.136,41.105,58.895,10.30,256,0.900,bicubic,-52.916,-52.023,-16 -tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.900,-50.225,+26 -efficientnet_es_pruned,23.830,76.170,41.999,58.001,5.44,224,0.875,bicubic,-51.168,-50.439,+21 -mobilenetv2_140,23.720,76.280,41.480,58.520,6.11,224,0.875,bicubic,-52.788,-51.518,-9 +xcit_nano_12_p8_224_dist,24.805,75.195,43.072,56.928,3.05,224,1.000,bicubic,-51.515,-50.016,+14 +seresnext26ts,24.689,75.311,43.108,56.892,10.39,256,0.900,bicubic,-53.163,-50.683,-39 +eca_resnext26ts,24.662,75.338,42.846,57.154,10.30,256,0.900,bicubic,-52.792,-50.720,-25 +tf_efficientnet_lite2,24.532,75.468,42.280,57.720,6.09,260,0.890,bicubic,-52.936,-51.476,-27 +skresnet18,24.489,75.511,42.542,57.458,11.96,224,0.875,bicubic,-48.547,-48.626,+62 +regnetx_016,24.477,75.523,42.506,57.494,9.19,224,0.875,bicubic,-52.473,-50.916,-10 +pit_ti_distilled_224,24.404,75.596,42.732,57.268,5.10,224,0.900,bicubic,-50.128,-49.364,+44 +tf_efficientnet_lite0,24.381,75.620,42.490,57.510,4.65,224,0.875,bicubic,-50.451,-49.684,+36 +hardcorenas_a,24.361,75.639,43.284,56.716,5.26,224,0.875,bilinear,-51.559,-49.236,+13 +tv_resnet50,24.082,75.918,41.312,58.688,25.56,224,0.875,bilinear,-52.052,-51.556,+8 +levit_128s,24.060,75.940,41.003,58.997,7.78,224,0.900,bicubic,-52.460,-51.869,+2 +legacy_seresnet34,24.027,75.973,41.903,58.097,21.96,224,0.875,bilinear,-50.781,-50.223,+33 +xcit_nano_12_p16_384_dist,24.003,75.997,42.320,57.680,3.05,384,1.000,bicubic,-51.453,-50.370,+19 +xcit_nano_12_p8_384_dist,23.960,76.040,41.938,58.062,3.05,384,1.000,bicubic,-53.858,-52.106,-49 +gcresnext26ts,23.948,76.052,41.355,58.645,10.48,256,0.900,bicubic,-53.872,-52.475,-51 +resnet18d,23.930,76.070,42.300,57.700,11.71,224,0.875,bicubic,-48.320,-48.388,+60 +efficientnet_lite0,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.567,-50.424,+13 +resnext26ts,23.866,76.134,41.105,58.895,10.30,256,0.900,bicubic,-52.914,-52.023,-15 +tv_densenet121,23.850,76.150,41.921,58.079,7.98,224,0.875,bicubic,-50.894,-50.231,+27 +efficientnet_es_pruned,23.830,76.170,41.999,58.001,5.44,224,0.875,bicubic,-51.166,-50.441,+22 +mobilenetv2_140,23.718,76.282,41.478,58.522,6.11,224,0.875,bicubic,-52.804,-51.517,-9 mixnet_m,23.710,76.290,41.142,58.858,5.01,224,0.875,bicubic,-53.554,-52.282,-36 -dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.951,-50.521,+24 -legacy_seresnet50,23.651,76.349,40.089,59.911,28.09,224,0.875,bilinear,-53.981,-53.663,-55 -ese_vovnet19b_dw,23.534,76.466,41.286,58.714,6.54,224,0.875,bicubic,-53.266,-51.986,-24 -tf_mixnet_m,23.483,76.517,40.989,59.011,5.01,224,0.875,bicubic,-53.459,-52.163,-29 -tv_resnet34,23.469,76.531,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.058,+35 -selecsls42b,23.361,76.639,40.669,59.331,32.46,224,0.875,bicubic,-53.813,-52.725,-41 -tf_efficientnet_em,23.359,76.641,40.402,59.598,6.90,240,0.882,bicubic,-54.773,-53.644,-82 -repvgg_b0,23.317,76.683,41.178,58.822,15.82,224,0.875,bilinear,-51.839,-51.240,+5 -xcit_nano_12_p16_224_dist,23.255,76.746,41.370,58.630,3.05,224,1.000,bicubic,-49.048,-49.492,+42 -mobilenetv2_110d,23.074,76.926,40.726,59.274,4.52,224,0.875,bicubic,-51.966,-51.458,+7 -vit_base_patch32_224_sam,23.048,76.952,39.572,60.428,88.22,224,0.900,bicubic,-50.644,-51.440,+25 -tinynet_b,23.015,76.985,40.971,59.029,3.73,188,0.875,bicubic,-51.965,-51.215,+8 -deit_tiny_distilled_patch16_224,22.726,77.274,40.771,59.229,5.91,224,0.900,bicubic,-51.786,-51.117,+15 -mobilenetv3_large_100,22.655,77.345,40.777,59.223,5.48,224,0.875,bicubic,-53.107,-51.763,-13 -mobilenetv3_rw,22.634,77.366,40.372,59.628,5.48,224,0.875,bicubic,-52.996,-52.336,-12 -tf_mobilenetv3_large_100,22.563,77.437,39.759,60.241,5.48,224,0.875,bilinear,-52.955,-52.845,-11 -tf_efficientnet_es,22.413,77.587,39.091,60.909,5.44,224,0.875,bicubic,-54.184,-54.113,-31 -xcit_nano_12_p8_224,22.402,77.598,40.653,59.347,3.05,224,1.000,bicubic,-51.516,-51.517,+16 +dla34,23.671,76.329,41.547,58.453,15.74,224,0.875,bilinear,-50.949,-50.525,+26 +legacy_seresnet50,23.655,76.345,40.091,59.909,28.09,224,0.875,bilinear,-53.975,-53.659,-55 +ese_vovnet19b_dw,23.534,76.466,41.286,58.714,6.54,224,0.875,bicubic,-53.268,-51.986,-23 +tf_mixnet_m,23.483,76.517,40.989,59.011,5.01,224,0.875,bicubic,-53.459,-52.165,-28 +tv_resnet34,23.469,76.531,41.364,58.636,21.80,224,0.875,bilinear,-49.837,-50.060,+37 +selecsls42b,23.366,76.633,40.677,59.323,32.46,224,0.875,bicubic,-53.808,-52.715,-40 +tf_efficientnet_em,23.363,76.637,40.402,59.598,6.90,240,0.882,bicubic,-54.769,-53.642,-82 +repvgg_b0,23.319,76.681,41.180,58.820,15.82,224,0.875,bilinear,-51.841,-51.238,+6 +xcit_nano_12_p16_224_dist,23.259,76.742,41.363,58.637,3.05,224,1.000,bicubic,-49.044,-49.495,+44 +mobilenetv2_110d,23.068,76.932,40.720,59.280,4.52,224,0.875,bicubic,-51.970,-51.464,+8 +vit_base_patch32_224_sam,23.048,76.952,39.572,60.428,88.22,224,0.900,bicubic,-50.646,-51.438,+27 +tinynet_b,23.015,76.985,40.970,59.030,3.73,188,0.875,bicubic,-51.961,-51.214,+9 +deit_tiny_distilled_patch16_224,22.722,77.278,40.773,59.227,5.91,224,0.900,bicubic,-51.790,-51.113,+17 +mobilenetv3_large_100,22.655,77.345,40.777,59.223,5.48,224,0.875,bicubic,-53.111,-51.767,-12 +mobilenetv3_rw,22.634,77.366,40.372,59.628,5.48,224,0.875,bicubic,-52.998,-52.336,-11 +tf_mobilenetv3_large_100,22.561,77.439,39.763,60.237,5.48,224,0.875,bilinear,-52.957,-52.841,-10 +mobilevit_s,22.480,77.520,38.641,61.359,5.58,256,0.900,bicubic,-55.832,-55.511,-101 +tf_efficientnet_es,22.413,77.587,39.091,60.909,5.44,224,0.875,bicubic,-54.183,-54.113,-31 +xcit_nano_12_p8_224,22.406,77.594,40.653,59.347,3.05,224,1.000,bicubic,-51.504,-51.515,+17 hrnet_w18_small_v2,22.341,77.659,39.877,60.123,15.60,224,0.875,bilinear,-52.777,-52.539,-4 -convit_tiny,22.274,77.726,39.665,60.335,5.71,224,0.875,bicubic,-50.846,-52.055,+22 -regnety_008,22.117,77.883,38.896,61.104,6.26,224,0.875,bicubic,-54.195,-54.174,-28 -seresnext26t_32x4d,21.983,78.017,38.490,61.510,16.81,224,0.875,bicubic,-55.993,-55.254,-91 -regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.579,-11 -vit_tiny_r_s16_p8_384,21.963,78.037,39.401,60.599,6.36,384,1.000,bicubic,-53.993,-53.861,-26 -regnetx_008,21.942,78.058,38.926,61.074,7.26,224,0.875,bicubic,-53.094,-53.414,-7 -resnet26d,21.904,78.096,38.615,61.385,16.01,224,0.875,bicubic,-54.796,-54.531,-44 -semnasnet_100,21.899,78.101,38.600,61.400,3.89,224,0.875,bicubic,-53.551,-54.000,-18 -pit_ti_224,21.873,78.127,39.541,60.459,4.85,224,0.900,bicubic,-51.037,-51.865,+18 -regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.770,+6 -vit_tiny_patch16_384,21.722,78.278,39.329,60.671,5.79,384,1.000,bicubic,-56.710,-55.213,-121 -crossvit_9_240,21.686,78.314,39.278,60.722,8.55,240,0.875,bicubic,-52.284,-52.686,+2 -vgg19_bn,21.628,78.373,39.280,60.720,143.68,224,0.875,bilinear,-52.587,-52.568,-3 -ghostnet_100,21.620,78.380,38.692,61.308,5.18,224,0.875,bilinear,-52.358,-52.766,-1 -semnasnet_075,21.576,78.424,38.928,61.072,2.91,224,0.875,bicubic,-51.398,-52.208,+10 -gluon_resnet18_v1b,21.551,78.449,38.887,61.113,11.69,224,0.875,bicubic,-49.287,-50.875,+27 -fbnetc_100,21.490,78.510,38.161,61.839,5.57,224,0.875,bilinear,-53.636,-54.221,-22 -xcit_nano_12_p16_224,21.429,78.571,39.796,60.204,3.05,224,1.000,bicubic,-48.535,-49.964,+28 -mnasnet_100,21.356,78.644,37.719,62.281,4.38,224,0.875,bicubic,-53.298,-54.391,-14 -lcnet_100,21.285,78.715,38.851,61.149,2.95,224,0.875,bicubic,-50.823,-51.527,+16 -resnet26,21.285,78.715,38.020,61.980,16.00,224,0.875,bicubic,-54.017,-54.556,-29 -ssl_resnet18,21.284,78.716,39.109,60.891,11.69,224,0.875,bilinear,-51.322,-52.315,+6 -mixnet_s,21.254,78.746,38.189,61.811,4.13,224,0.875,bicubic,-54.738,-54.609,-45 -seresnext26d_32x4d,21.250,78.750,37.316,62.684,16.81,224,0.875,bicubic,-56.352,-56.292,-94 -legacy_seresnext26_32x4d,21.091,78.909,37.635,62.365,16.79,224,0.875,bicubic,-56.011,-55.681,-76 -crossvit_tiny_240,21.052,78.948,38.055,61.945,7.01,240,0.875,bicubic,-52.284,-53.861,-6 -regnetx_004,20.895,79.106,37.564,62.436,5.16,224,0.875,bicubic,-51.495,-53.266,+2 -spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.223,-53.922,-17 -legacy_seresnet18,20.841,79.159,37.615,62.385,11.78,224,0.875,bicubic,-50.901,-52.717,+10 -mobilenetv2_100,20.769,79.231,37.761,62.239,3.50,224,0.875,bicubic,-52.197,-53.257,-4 +convit_tiny,22.280,77.720,39.669,60.331,5.71,224,0.875,bicubic,-50.834,-52.045,+23 +regnety_008,22.117,77.883,38.895,61.105,6.26,224,0.875,bicubic,-54.193,-54.175,-28 +seresnext26t_32x4d,21.987,78.013,38.486,61.514,16.81,224,0.875,bicubic,-55.989,-55.344,-92 +regnety_006,21.983,78.017,38.955,61.045,6.06,224,0.875,bicubic,-53.267,-53.579,-11 +vit_tiny_r_s16_p8_384,21.958,78.042,39.411,60.589,6.36,384,1.000,bicubic,-53.996,-53.853,-26 +regnetx_008,21.942,78.058,38.926,61.074,7.26,224,0.875,bicubic,-53.092,-53.414,-7 +resnet26d,21.909,78.091,38.615,61.385,16.01,224,0.875,bicubic,-54.795,-54.535,-44 +semnasnet_100,21.899,78.101,38.600,61.400,3.89,224,0.875,bicubic,-53.551,-54.000,-17 +pit_ti_224,21.865,78.135,39.545,60.455,4.85,224,0.900,bicubic,-51.047,-51.861,+19 +regnetx_006,21.738,78.263,38.916,61.084,6.20,224,0.875,bicubic,-52.123,-52.756,+7 +vit_tiny_patch16_384,21.720,78.280,39.327,60.673,5.79,384,1.000,bicubic,-56.714,-55.215,-123 +crossvit_9_240,21.688,78.312,39.274,60.726,8.55,240,0.875,bicubic,-52.272,-52.694,+3 +vgg19_bn,21.628,78.373,39.280,60.720,143.68,224,0.875,bilinear,-52.587,-52.568,-2 +ghostnet_100,21.622,78.378,38.692,61.308,5.18,224,0.875,bilinear,-52.352,-52.768,0 +semnasnet_075,21.570,78.430,38.924,61.076,2.91,224,0.875,bicubic,-51.401,-52.212,+11 +gluon_resnet18_v1b,21.551,78.449,38.887,61.113,11.69,224,0.875,bicubic,-49.283,-50.875,+28 +fbnetc_100,21.490,78.510,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.224,-22 +xcit_nano_12_p16_224,21.433,78.567,39.796,60.204,3.05,224,1.000,bicubic,-48.521,-49.958,+29 +mnasnet_100,21.358,78.642,37.717,62.283,4.38,224,0.875,bicubic,-53.300,-54.395,-14 +resnet26,21.288,78.713,38.020,61.980,16.00,224,0.875,bicubic,-54.012,-54.558,-28 +lcnet_100,21.284,78.716,38.849,61.151,2.95,224,0.875,bicubic,-50.820,-51.527,+16 +ssl_resnet18,21.282,78.718,39.111,60.889,11.69,224,0.875,bilinear,-51.326,-52.313,+7 +mixnet_s,21.254,78.746,38.189,61.811,4.13,224,0.875,bicubic,-54.738,-54.609,-46 +seresnext26d_32x4d,21.250,78.750,37.313,62.687,16.81,224,0.875,bicubic,-56.354,-56.295,-95 +legacy_seresnext26_32x4d,21.091,78.909,37.639,62.361,16.79,224,0.875,bicubic,-56.015,-55.679,-76 +crossvit_tiny_240,21.048,78.952,38.055,61.945,7.01,240,0.875,bicubic,-52.284,-53.859,-5 +regnetx_004,20.900,79.100,37.568,62.432,5.16,224,0.875,bicubic,-51.492,-53.264,+3 +spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.924,-16 +legacy_seresnet18,20.841,79.159,37.615,62.385,11.78,224,0.875,bicubic,-50.901,-52.717,+11 +mobilenetv2_100,20.769,79.231,37.761,62.239,3.50,224,0.875,bicubic,-52.201,-53.259,-3 tf_mixnet_s,20.474,79.526,36.605,63.395,4.13,224,0.875,bicubic,-55.176,-56.023,-48 -vit_tiny_patch16_224,20.448,79.552,37.599,62.401,5.72,224,0.900,bicubic,-55.008,-55.247,-43 -regnety_004,20.411,79.589,36.996,63.004,4.34,224,0.875,bicubic,-53.613,-54.758,-21 -hrnet_w18_small,20.370,79.630,37.089,62.911,13.19,224,0.875,bilinear,-51.970,-53.589,-3 -tf_mobilenetv3_large_075,20.366,79.634,36.770,63.230,3.99,224,0.875,bilinear,-53.074,-54.578,-17 -resnet18,20.224,79.776,37.258,62.742,11.69,224,0.875,bilinear,-49.520,-51.824,+12 -mixer_l16_224,20.163,79.837,32.942,67.058,208.20,224,0.875,bicubic,-51.885,-54.722,0 -deit_tiny_patch16_224,20.156,79.844,37.556,62.444,5.72,224,0.900,bicubic,-52.010,-53.564,-3 -tf_mobilenetv3_large_minimal_100,20.124,79.876,36.902,63.098,3.92,224,0.875,bilinear,-52.126,-53.728,-5 -vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.202,-21 -vit_tiny_r_s16_p8_224,19.330,80.670,36.049,63.951,6.34,224,0.900,bicubic,-52.458,-54.773,-3 -tinynet_c,19.254,80.746,35.994,64.006,2.46,184,0.875,bicubic,-51.974,-53.756,0 -lcnet_075,18.163,81.837,34.416,65.584,2.36,224,0.875,bicubic,-50.655,-53.958,+7 +vit_tiny_patch16_224,20.454,79.546,37.605,62.395,5.72,224,0.900,bicubic,-55.008,-55.239,-43 +regnety_004,20.411,79.589,36.996,63.004,4.34,224,0.875,bicubic,-53.613,-54.758,-20 +hrnet_w18_small,20.368,79.632,37.090,62.910,13.19,224,0.875,bilinear,-51.970,-53.590,-2 +tf_mobilenetv3_large_075,20.366,79.634,36.772,63.228,3.99,224,0.875,bilinear,-53.070,-54.572,-16 +resnet18,20.228,79.772,37.258,62.742,11.69,224,0.875,bilinear,-49.516,-51.824,+13 +mixer_l16_224,20.167,79.833,32.944,67.056,208.20,224,0.875,bicubic,-51.887,-54.718,+1 +deit_tiny_patch16_224,20.162,79.838,37.556,62.444,5.72,224,0.900,bicubic,-52.010,-53.558,-2 +tf_mobilenetv3_large_minimal_100,20.124,79.876,36.902,63.098,3.92,224,0.875,bilinear,-52.126,-53.728,-4 +vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.202,-20 +vit_tiny_r_s16_p8_224,19.340,80.660,36.053,63.947,6.34,224,0.900,bicubic,-52.452,-54.769,-2 +tinynet_c,19.254,80.746,35.994,64.006,2.46,184,0.875,bicubic,-51.974,-53.756,+1 +mobilevit_xs,18.289,81.711,33.214,66.787,2.32,256,0.900,bicubic,-56.355,-59.142,-37 +lcnet_075,18.163,81.837,34.410,65.590,2.36,224,0.875,bicubic,-50.653,-53.960,+8 vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.437,-57.816,-14 vgg13_bn,17.802,82.198,34.039,65.961,133.05,224,0.875,bilinear,-53.792,-56.337,-5 vgg16,17.540,82.460,32.769,67.231,138.36,224,0.875,bilinear,-54.050,-57.613,-5 -regnety_002,17.460,82.540,32.447,67.553,3.16,224,0.875,bicubic,-52.794,-57.093,-2 +regnety_002,17.462,82.538,32.443,67.557,3.16,224,0.875,bicubic,-52.793,-57.089,-2 vgg11_bn,17.403,82.597,33.009,66.991,132.87,224,0.875,bilinear,-52.957,-56.793,-4 -regnetx_002,16.953,83.047,32.227,67.773,2.68,224,0.875,bicubic,-51.797,-56.329,+2 -tinynet_d,16.677,83.323,32.455,67.545,2.34,152,0.875,bicubic,-50.281,-54.609,+4 -mobilenetv2_050,16.670,83.330,31.952,68.048,1.97,224,0.875,bicubic,-49.272,-54.130,+5 -mnasnet_small,16.573,83.427,32.107,67.893,2.03,224,0.875,bicubic,-49.023,-54.081,+6 +regnetx_002,16.953,83.047,32.227,67.773,2.68,224,0.875,bicubic,-51.803,-56.329,+3 +mobilenetv3_small_100,16.809,83.191,32.522,67.478,2.54,224,0.875,bicubic,-50.847,-55.112,+5 +tinynet_d,16.677,83.323,32.455,67.545,2.34,152,0.875,bicubic,-50.281,-54.609,+5 +mobilenetv2_050,16.670,83.330,31.952,68.048,1.97,224,0.875,bicubic,-49.272,-54.130,+7 +mnasnet_small,16.636,83.364,31.921,68.079,2.03,224,0.875,bicubic,-49.570,-54.587,+4 dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,0 tf_mobilenetv3_small_100,16.227,83.772,31.225,68.775,2.54,224,0.875,bilinear,-51.697,-56.439,-2 -vgg13,16.104,83.896,30.983,69.017,133.05,224,0.875,bilinear,-53.822,-58.263,-8 -vgg11,15.730,84.270,30.453,69.547,132.86,224,0.875,bilinear,-53.298,-58.173,-7 -tf_mobilenetv3_small_075,14.944,85.056,29.570,70.430,2.04,224,0.875,bilinear,-50.770,-56.564,0 -dla46_c,14.657,85.343,29.378,70.622,1.30,224,0.875,bilinear,-50.209,-56.916,+1 +vgg13,16.104,83.896,30.983,69.017,133.05,224,0.875,bilinear,-53.822,-58.263,-9 +vgg11,15.730,84.270,30.453,69.547,132.86,224,0.875,bilinear,-53.298,-58.173,-8 +mobilenetv3_small_075,14.956,85.044,29.737,70.263,2.04,224,0.875,bicubic,-50.286,-55.701,+3 +tf_mobilenetv3_small_075,14.944,85.056,29.570,70.430,2.04,224,0.875,bilinear,-50.770,-56.564,+1 +dla46_c,14.657,85.343,29.378,70.622,1.30,224,0.875,bilinear,-50.209,-56.916,+2 +mobilevit_xxs,14.508,85.492,28.670,71.330,1.27,256,0.900,bicubic,-54.412,-60.274,-11 dla46x_c,14.382,85.618,29.191,70.809,1.07,224,0.875,bilinear,-51.588,-57.789,-4 lcnet_050,14.310,85.690,28.645,71.355,1.88,224,0.875,bicubic,-48.790,-55.737,0 tf_mobilenetv3_small_minimal_100,13.962,86.038,27.986,72.014,2.04,224,0.875,bilinear,-48.946,-56.248,0 -tinynet_e,12.669,87.331,26.389,73.611,2.04,106,0.875,bicubic,-47.187,-55.377,0 +tinynet_e,12.671,87.329,26.391,73.609,2.04,106,0.875,bicubic,-47.185,-55.373,0 +mobilenetv3_small_050,11.034,88.966,23.471,76.529,1.59,224,0.875,bicubic,-46.856,-56.723,0