Merge remote-tracking branch 'origin/master' into bits_and_tpu

.gitignore

@@ -100,9 +100,12 @@ venv.bak/
 # PyCharm
 .idea
 
+output/
+
 # PyTorch weights
 *.tar
 *.pth
+*.pt
 *.gz
 Untitled.ipynb
 Testing notebook.ipynb

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
+swin_s3_small_224,817.53,626.263,512,224,49.74
+hrnet_w40,816.49,1254.128,1024,224,57.56
+poolformer_m36,815.39,1255.826,1024,224,56.17
+swsl_resnext101_32x8d,805.27,1271.611,1024,224,88.79
+regnety_064,803.23,637.411,512,288,30.58
+ssl_resnext101_32x8d,802.86,1275.43,1024,224,88.79
+xcit_tiny_24_p16_384_dist,802.73,1275.631,1024,384,12.12
+ig_resnext101_32x8d,802.17,1276.521,1024,224,88.79
+resnext101_32x8d,802.06,1276.704,1024,224,88.79
+regnetv_064,800.43,639.64,512,288,30.58
+resnetv2_50d_evos,798.97,640.813,512,288,25.59
+gluon_xception65,797.15,642.277,512,299,39.92
+resnet101d,796.13,1286.203,1024,320,44.57
+xception65,795.21,643.84,512,299,39.92
+resnest101e,791.92,646.513,512,256,48.28
+swin_base_patch4_window7_224,791.65,1293.482,1024,224,87.77
+gluon_seresnext101_64x4d,787.65,1300.055,1024,224,88.23
+coat_mini,785.23,1304.064,1024,224,10.34
+tf_efficientnet_b4_ap,782.92,490.459,384,380,19.34
+tf_efficientnet_b4,782.13,490.953,384,380,19.34
+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
+densenet264,628.46,1629.36,1024,224,72.69
+nest_base,627.45,815.992,512,224,67.72
+volo_d2_224,626.17,1635.329,1024,224,58.68
+jx_nest_base,620.43,825.215,512,224,67.72
+poolformer_m48,615.67,1663.217,1024,224,73.47
+vit_small_r26_s32_384,611.26,628.196,384,384,36.47
+xcit_nano_12_p8_384_dist,610.06,1678.498,1024,384,3.05
+xcit_tiny_24_p8_224,603.0,1698.15,1024,224,12.11
+xcit_tiny_24_p8_224_dist,602.22,1700.353,1024,224,12.11
+xception71,600.16,853.086,512,299,42.34
+hrnet_w64,599.02,1709.451,1024,224,128.06
+vit_base_r50_s16_224,598.25,1711.642,1024,224,98.66
+legacy_senet154,582.07,1759.212,1024,224,115.09
+senet154,582.01,1759.392,1024,224,115.09
+gluon_senet154,581.94,1759.609,1024,224,115.09
+dpn107,578.97,1768.627,1024,224,86.92
+eca_nfnet_l1,575.61,1778.965,1024,320,41.41
+seresnet200d,562.84,1819.333,1024,256,71.86
+resnet152d,561.29,1824.359,1024,320,60.21
+ecaresnet200d,559.73,1829.437,1024,256,64.69
+convnext_large_in22ft1k,546.71,936.5,512,224,197.77
+convnext_large,546.09,937.561,512,224,197.77
+regnetz_c16_evos,539.7,948.669,512,320,13.49
+regnety_320,534.72,957.496,512,224,145.05
+regnety_160,523.72,733.2,384,288,83.59
+efficientnet_b3_g8_gn,520.23,492.079,256,320,14.25
+xcit_small_12_p8_224,514.94,1988.547,1024,224,26.21
+xcit_small_12_p8_224_dist,514.63,1989.761,1024,224,26.21
+halonet_h1,507.89,504.03,256,256,8.1
+resnext101_64x4d,505.79,1012.259,512,288,83.46
+seresnet152d,503.07,2035.474,1024,320,66.84
+resnetrs152,499.61,2049.599,1024,320,86.62
+vit_large_patch32_384,494.68,2070.028,1024,384,306.63
+regnetx_320,468.44,819.734,384,224,107.81
+mixer_l16_224,464.51,2204.436,1024,224,208.2
+seresnext101_32x8d,461.67,1109.006,512,288,93.57
+swin_large_patch4_window7_224,454.97,1125.326,512,224,196.53
+regnetz_e8,451.54,1133.877,512,320,57.7
+efficientnetv2_m,442.19,2315.716,1024,416,54.14
+seresnet269d,440.45,2324.895,1024,256,113.67
+volo_d3_224,438.95,2332.847,1024,224,86.33
+xcit_large_24_p16_224,432.87,2365.575,1024,224,189.1
+xcit_large_24_p16_224_dist,432.7,2366.505,1024,224,189.1
+efficientnet_b5,411.07,622.743,256,456,30.39
+efficientnetv2_rw_m,406.88,1258.338,512,416,53.24
+resnet200d,404.01,2534.588,1024,320,64.69
+tf_efficientnet_b5,395.61,647.082,256,456,30.39
+tf_efficientnet_b5_ap,395.52,647.242,256,456,30.39
+tf_efficientnet_b5_ns,395.47,647.322,256,456,30.39
+resnetv2_50x1_bitm,392.67,1303.884,512,448,25.55
+xcit_tiny_12_p8_384_dist,390.32,2623.487,1024,384,6.71
+swin_v2_cr_large_224,385.91,1326.718,512,224,196.68
+swsl_resnext101_32x16d,375.78,1362.484,512,224,194.03
+ig_resnext101_32x16d,373.86,1369.478,512,224,194.03
+ssl_resnext101_32x16d,373.64,1370.28,512,224,194.03
+regnetz_d8_evos,373.09,1372.306,512,320,23.46
+swin_v2_cr_tiny_384,364.64,702.039,256,384,28.33
+tresnet_l_448,361.5,2832.633,1024,448,55.99
+convnext_xlarge_in22ft1k,360.86,1418.822,512,224,350.2
+xcit_small_24_p16_384_dist,360.65,2839.301,1024,384,47.67
+resnetrs200,358.31,2857.856,1024,320,93.21
+nfnet_f1,357.09,2867.576,1024,320,132.63
+vit_large_patch16_224,356.78,2870.107,1024,224,304.33
+crossvit_15_dagger_408,354.9,721.306,256,408,28.5
+vit_base_patch16_18x2_224,348.19,2940.87,1024,224,256.73
+tf_efficientnetv2_m_in21ft1k,347.38,1473.892,512,480,54.14
+tf_efficientnetv2_m,346.86,1476.074,512,480,54.14
+dm_nfnet_f1,342.33,1495.606,512,320,132.63
+convnext_base_384_in22ft1k,336.37,1141.59,384,384,88.59
+beit_large_patch16_224,330.46,3098.668,1024,224,304.43
+volo_d1_384,293.12,1746.724,512,384,26.78
+convmixer_768_32,290.99,3518.992,1024,224,21.11
+eca_nfnet_l2,282.42,1812.878,512,384,56.72
+volo_d4_224,281.7,3635.003,1024,224,192.96
+resnetv2_152x2_bit_teacher,280.73,1823.773,512,224,236.34
+vit_base_patch16_384,280.43,1369.296,384,384,86.86
+deit_base_patch16_384,280.4,1369.456,384,384,86.86
+deit_base_distilled_patch16_384,276.56,1388.495,384,384,87.63
+xcit_small_24_p8_224,269.73,3796.43,1024,224,47.63
+tresnet_xl_448,269.71,1898.302,512,448,78.44
+xcit_small_24_p8_224_dist,269.67,3797.157,1024,224,47.63
+resnest200e,265.14,1931.055,512,320,70.2
+cait_xxs24_384,264.07,3877.737,1024,384,12.03
+vit_large_patch14_224,262.13,3906.369,1024,224,304.2
+crossvit_18_dagger_408,260.17,983.968,256,408,44.61
+xcit_medium_24_p16_384_dist,254.44,2012.271,512,384,84.4
+nasnetalarge,254.21,1510.535,384,331,88.75
+pnasnet5large,251.02,1529.719,384,331,86.06
+resnetv2_101x1_bitm,246.55,2076.684,512,448,44.54
+beit_base_patch16_384,241.2,1592.025,384,384,86.74
+vit_large_r50_s32_384,240.58,1596.142,384,384,329.09
+efficientnet_b6,239.36,534.745,128,528,43.04
+ecaresnet269d,233.52,4385.094,1024,352,102.09
+tf_efficientnet_b6_ns,231.37,553.209,128,528,43.04
+tf_efficientnet_b6,231.23,553.545,128,528,43.04
+tf_efficientnet_b6_ap,231.04,553.998,128,528,43.04
+resnetrs270,227.52,4500.663,1024,352,129.86
+swin_v2_cr_small_384,224.2,1141.845,256,384,49.7
+swin_base_patch4_window12_384,211.77,906.647,192,384,87.9
+resmlp_big_24_224,209.16,4895.869,1024,224,129.14
+resmlp_big_24_distilled_224,208.94,4900.863,1024,224,129.14
+resmlp_big_24_224_in22ft1k,208.92,4901.346,1024,224,129.14
+xcit_tiny_24_p8_384_dist,204.37,5010.586,1024,384,12.11
+nfnet_f2,200.76,5100.492,1024,352,193.78
+tf_efficientnetv2_l,199.73,1922.595,384,480,118.52
+efficientnetv2_l,198.4,2580.63,512,480,118.52
+tf_efficientnetv2_l_in21ft1k,196.98,2599.257,512,480,118.52
+dm_nfnet_f2,194.75,2628.942,512,352,193.78
+xcit_medium_24_p8_224,189.81,2697.371,512,224,84.32
+xcit_medium_24_p8_224_dist,189.81,2697.462,512,224,84.32
+volo_d5_224,187.06,5474.175,1024,224,295.46
+convnext_large_384_in22ft1k,186.8,1370.399,256,384,197.77
+cait_xs24_384,184.72,2771.758,512,384,26.67
+vit_base_patch8_224,183.25,1396.951,256,224,86.58
+cait_xxs36_384,176.62,5797.903,1024,384,17.37
+vit_base_r50_s16_384,174.09,2205.77,384,384,98.95
+vit_base_resnet50_384,174.05,2206.21,384,384,98.95
+xcit_small_12_p8_384_dist,173.11,2957.56,512,384,26.21
+swin_v2_cr_huge_224,170.28,2255.094,384,224,657.83
+convmixer_1536_20,167.4,6117.1,1024,224,51.63
+volo_d2_384,164.47,2334.792,384,384,58.87
+swin_v2_cr_base_384,160.01,1199.906,192,384,87.88
+eca_nfnet_l3,159.42,3211.652,512,448,72.04
+resnetrs350,151.88,3371.146,512,384,163.96
+xcit_large_24_p16_384_dist,147.05,3481.712,512,384,189.1
+ig_resnext101_32x32d,146.83,1743.474,256,224,468.53
+cait_s24_384,142.26,3598.927,512,384,47.06
+vit_huge_patch14_224,141.6,7231.567,1024,224,632.05
+efficientnet_b7,139.66,687.357,96,600,66.35
+tf_efficientnet_b7,135.86,706.608,96,600,66.35
+tf_efficientnet_b7_ap,135.79,706.955,96,600,66.35
+tf_efficientnet_b7_ns,135.74,707.2,96,600,66.35
+efficientnetv2_xl,127.77,3005.388,384,512,208.12
+tf_efficientnetv2_xl_in21ft1k,127.07,3021.991,384,512,208.12
+swin_large_patch4_window12_384,125.28,1021.736,128,384,196.74
+resnest269e,123.52,3108.719,384,416,110.93
+convnext_xlarge_384_in22ft1k,123.3,1557.136,192,384,350.2
+xcit_large_24_p8_224,110.05,4652.475,512,224,188.93
+xcit_large_24_p8_224_dist,109.94,4656.907,512,224,188.93
+nfnet_f3,109.46,4677.461,512,416,254.92
+resnetrs420,108.78,4706.738,512,416,191.89
+dm_nfnet_f3,98.93,5175.208,512,416,254.92
+swin_v2_cr_large_384,98.1,1304.756,128,384,196.68
+resnetv2_152x2_bit_teacher_384,97.22,2633.19,256,384,236.34
+cait_s36_384,95.27,5374.225,512,384,68.37
+vit_large_patch16_384,94.74,2702.22,256,384,304.72
+resnetv2_50x3_bitm,94.62,1352.761,128,448,217.32
+vit_giant_patch14_224,92.89,5511.692,512,224,1012.61
+xcit_small_24_p8_384_dist,90.84,4227.257,384,384,47.63
+ig_resnext101_32x48d,87.18,2202.253,192,224,828.41
+efficientnet_b8,83.91,1144.078,96,672,87.41
+beit_large_patch16_384,82.64,3097.749,256,384,305.0
+tf_efficientnet_b8_ap,82.27,1166.925,96,672,87.41
+tf_efficientnet_b8,82.25,1167.133,96,672,87.41
+volo_d3_448,72.26,2657.14,192,448,86.63
+resnetv2_152x2_bitm,71.6,2681.389,192,448,236.34
+xcit_medium_24_p8_384_dist,64.15,3990.849,256,384,84.32
+nfnet_f4,60.24,6374.659,384,512,316.07
+dm_nfnet_f4,59.09,4332.344,256,512,316.07
+resnetv2_101x3_bitm,58.2,2199.411,128,448,387.93
+vit_gigantic_patch14_224,56.14,9120.818,512,224,1844.44
+volo_d4_448,52.76,2425.859,128,448,193.41
+swin_v2_cr_giant_224,49.04,2610.23,128,224,2598.76
+tf_efficientnet_l2_ns_475,46.41,1378.993,64,475,480.31
+nfnet_f5,44.14,5799.172,256,544,377.21
+swin_v2_cr_huge_384,43.59,1468.203,64,384,657.94
+dm_nfnet_f5,39.84,6426.216,256,544,377.21
+xcit_large_24_p8_384_dist,36.78,5220.859,192,384,188.93
+volo_d5_448,36.57,3500.029,128,448,295.91
+nfnet_f6,34.59,7401.234,256,576,438.36
+beit_large_patch16_512,33.3,2882.954,96,512,305.67
+cait_m36_384,31.36,8162.98,256,384,271.22
+dm_nfnet_f6,31.17,8214.193,256,576,438.36
+nfnet_f7,26.91,9514.003,256,608,499.5
+volo_d5_512,25.64,4991.614,128,512,296.09
+resnetv2_152x4_bitm,18.58,3444.83,64,480,936.53
+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

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
+tf_mobilenetv3_small_100,28466.28,35.962,1024,224,2.54
+lcnet_075,26999.4,37.915,1024,224,2.36
+mnasnet_small,23228.74,44.072,1024,224,2.03
+lcnet_100,22774.77,44.951,1024,224,2.95
+levit_128s,21485.8,47.648,1024,224,7.78
+mobilenetv2_035,20032.08,51.106,1024,224,1.68
+ghostnet_050,18639.82,54.925,1024,224,2.59
+mnasnet_050,18244.9,56.115,1024,224,2.22
+regnetx_002,17821.98,57.446,1024,224,2.68
+tinynet_c,17586.87,58.214,1024,184,2.46
+regnety_002,16673.08,61.405,1024,224,3.16
+mobilenetv2_050,16415.14,62.371,1024,224,1.97
+semnasnet_050,16295.23,62.83,1024,224,2.08
+lcnet_150,15040.68,68.071,1024,224,4.5
+levit_128,14657.83,69.849,1024,224,9.21
+regnetx_004,14440.03,70.903,1024,224,5.16
+gernet_s,14051.59,72.863,1024,224,8.17
+mobilenetv3_large_075,13658.47,74.961,1024,224,3.99
+levit_192,12892.86,79.412,1024,224,10.95
+mnasnet_075,12457.54,82.188,1024,224,3.17
+mobilenetv3_rw,12442.0,82.291,1024,224,5.48
+hardcorenas_a,12441.72,82.293,1024,224,5.26
+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
+densenet201,1818.74,563.014,1024,224,20.01
+gmlp_s16_224,1810.78,565.489,1024,224,19.42
+ssl_resnext101_32x4d,1796.49,569.986,1024,224,44.18
+resnext101_32x4d,1794.8,570.526,1024,224,44.18
+swsl_resnext101_32x4d,1794.2,570.714,1024,224,44.18
+convnext_tiny_hnfd,1793.87,570.819,1024,224,28.63
+gluon_resnext101_32x4d,1791.38,571.613,1024,224,44.18
+cspdarknet53,1782.45,287.233,512,256,27.64
+nf_resnet101,1778.39,575.79,1024,224,44.55
+vit_small_r26_s32_224,1778.32,575.808,1024,224,36.43
+ecaresnet101d,1778.2,575.85,1024,224,44.57
+regnetz_c16,1772.58,288.833,512,320,13.46
+res2net50_26w_6s,1761.45,581.325,1024,224,37.05
+resnest26d,1761.21,581.405,1024,224,17.07
+dla60_res2net,1720.09,595.302,1024,224,20.85
+nf_resnet50,1719.27,595.589,1024,288,25.56
+crossvit_15_240,1700.36,602.213,1024,240,27.53
+resnetblur101d,1688.41,606.472,1024,224,44.57
+resnet61q,1677.9,610.274,1024,288,36.85
+swin_s3_tiny_224,1668.56,613.692,1024,224,28.33
+xcit_tiny_12_p16_384_dist,1651.99,619.843,1024,384,6.72
+crossvit_15_dagger_240,1651.71,619.951,1024,240,28.21
+resnetv2_50d_frn,1650.73,620.316,1024,224,25.59
+vgg13_bn,1642.03,311.797,512,224,133.05
+efficientnet_b0_g8_gn,1637.47,312.665,512,224,6.56
+vgg16,1632.03,627.428,1024,224,138.36
+cait_xxs24_224,1630.9,627.86,1024,224,11.96
+repvgg_b1g4,1614.79,634.126,1024,224,39.97
+regnetx_032,1605.58,637.76,1024,224,15.3
+seresnext101_32x4d,1600.47,639.797,1024,224,48.96
+gluon_seresnext101_32x4d,1597.12,641.141,1024,224,48.96
+legacy_seresnext101_32x4d,1596.46,641.406,1024,224,48.96
+botnet50ts_256,1594.64,321.062,512,256,22.74
+res2net101_26w_4s,1591.38,643.454,1024,224,45.21
+regnetx_040,1586.28,645.521,1024,224,22.12
+ese_vovnet39b_evos,1584.69,646.169,1024,224,24.58
+resnetv2_50d_evob,1578.15,648.842,1024,224,25.59
+resnetv2_50x1_bit_distilled,1562.05,655.535,1024,224,25.55
+visformer_small,1557.14,657.604,1024,224,40.22
+xception41p,1555.03,329.24,512,299,26.91
+resnetv2_152,1552.32,659.642,1024,224,60.19
+dla102,1552.08,659.747,1024,224,33.27
+resmlp_36_224,1551.92,659.816,1024,224,44.69
+dla60_res2next,1551.9,659.821,1024,224,17.03
+resmlp_36_distilled_224,1551.61,659.949,1024,224,44.69
+resnest50d_1s4x24d,1548.62,661.22,1024,224,25.68
+xception,1546.37,331.084,512,299,22.86
+hrnet_w32,1543.69,663.332,1024,224,41.23
+halo2botnet50ts_256,1528.74,669.82,1024,256,22.64
+tv_resnet152,1516.25,675.334,1024,224,60.19
+coat_lite_small,1515.55,675.647,1024,224,19.84
+mixer_b16_224,1515.3,675.76,1024,224,59.88
+mixer_b16_224_miil,1514.28,676.214,1024,224,59.88
+gluon_resnet152_v1b,1512.22,677.139,1024,224,60.19
+resnet152,1507.31,679.341,1024,224,60.19
+efficientnet_el,1505.49,340.076,512,300,10.59
+efficientnet_el_pruned,1505.01,340.185,512,300,10.59
+vit_large_patch32_224,1500.0,682.653,1024,224,306.54
+swin_v2_cr_tiny_224,1497.15,683.946,1024,224,28.33
+res2net50_26w_8s,1487.1,688.575,1024,224,48.4
+nf_seresnet101,1486.78,688.723,1024,224,49.33
+resnetv2_152d,1485.01,689.541,1024,224,60.2
+nf_ecaresnet101,1477.89,692.868,1024,224,44.55
+gluon_resnet152_v1c,1474.38,694.516,1024,224,60.21
+swin_v2_cr_tiny_ns_224,1472.66,695.323,1024,224,28.33
+tf_efficientnet_el,1464.69,349.551,512,300,10.59
+vit_tiny_patch16_384,1460.68,701.028,1024,384,5.79
+vit_base_r26_s32_224,1452.81,704.825,1024,224,101.38
+gluon_resnet152_v1d,1447.4,707.462,1024,224,60.21
+hrnet_w18,1432.55,714.792,1024,224,21.3
+mixnet_m,1431.87,715.134,1024,224,5.01
+mixer_l32_224,1426.61,717.775,1024,224,206.94
+dla102x,1416.93,722.674,1024,224,26.31
+tf_mixnet_m,1413.24,724.561,1024,224,5.01
+convnext_small,1410.61,725.911,1024,224,50.22
+twins_pcpvt_base,1405.32,728.645,1024,224,43.83
+ecaresnet50t,1382.49,740.677,1024,320,25.57
+nest_tiny,1378.24,371.475,512,224,17.06
+vit_base_patch32_384,1377.87,743.165,1024,384,88.3
+convit_small,1368.52,748.238,1024,224,27.78
+regnety_032,1367.75,748.662,1024,288,19.44
+vgg19,1367.17,748.977,1024,224,143.67
+gluon_resnet152_v1s,1363.8,750.829,1024,224,60.32
+vgg16_bn,1363.24,375.563,512,224,138.37
+jx_nest_tiny,1354.35,378.027,512,224,17.06
+ese_vovnet99b,1351.66,757.57,1024,224,63.2
+xception41,1337.66,382.745,512,299,26.97
+legacy_seresnet152,1335.99,766.462,1024,224,66.82
+seresnet152,1317.5,777.213,1024,224,66.82
+dpn92,1303.11,785.8,1024,224,37.67
+efficientnet_lite4,1287.19,298.314,384,380,13.01
+tresnet_m,1283.27,797.947,1024,224,31.39
+inception_v4,1282.29,798.555,1024,299,42.68
+densenet161,1276.9,801.927,1024,224,28.68
+xcit_tiny_12_p8_224_dist,1263.32,810.55,1024,224,6.71
+xcit_tiny_12_p8_224,1260.86,812.129,1024,224,6.71
+regnetx_080,1259.62,812.931,1024,224,39.57
+skresnext50_32x4d,1255.24,815.767,1024,224,27.48
+vit_small_resnet50d_s16_224,1252.87,817.305,1024,224,57.53
+twins_svt_base,1249.6,819.445,1024,224,56.07
+poolformer_s36,1245.02,822.461,1024,224,30.86
+repvgg_b2,1243.81,823.263,1024,224,89.02
+volo_d1_224,1232.57,830.769,1024,224,26.63
+hrnet_w30,1221.32,838.421,1024,224,37.71
+crossvit_18_240,1205.55,849.387,1024,240,43.27
+resnest50d,1199.06,853.99,1024,224,27.48
+tf_efficientnet_lite4,1182.46,324.733,384,380,13.01
+xcit_small_24_p16_224_dist,1182.35,866.056,1024,224,47.67
+xcit_small_24_p16_224,1181.92,866.371,1024,224,47.67
+crossvit_18_dagger_240,1172.17,873.578,1024,240,44.27
+regnetx_064,1166.56,438.885,512,224,26.21
+vgg19_bn,1163.98,439.857,512,224,143.68
+nf_regnet_b4,1158.13,884.17,1024,384,30.21
+efficientnetv2_s,1149.66,890.683,1024,384,21.46
+regnetz_d8,1143.01,895.867,1024,320,23.37
+resnet50_gn,1132.8,903.934,1024,224,25.56
+dla169,1130.6,905.699,1024,224,53.39
+wide_resnet101_2,1125.72,909.622,1024,224,126.89
+swin_small_patch4_window7_224,1123.67,911.288,1024,224,49.61
+tf_efficientnetv2_s,1123.66,911.292,1024,384,21.46
+tf_efficientnetv2_s_in21ft1k,1121.7,912.889,1024,384,21.46
+gluon_resnext101_64x4d,1118.73,915.313,1024,224,83.46
+mixnet_l,1117.6,458.111,512,224,7.33
+xception65p,1115.45,458.995,512,299,39.82
+vit_base_patch16_224_miil,1108.89,923.433,1024,224,86.54
+nfnet_l0,1101.58,929.561,1024,288,35.07
+eca_nfnet_l0,1100.75,930.261,1024,288,24.14
+tf_mixnet_l,1100.74,465.128,512,224,7.33
+dpn98,1097.38,933.115,1024,224,61.57
+resnet200,1096.34,934.004,1024,224,64.67
+resnetrs101,1095.82,934.443,1024,288,63.62
+cait_xxs36_224,1095.14,935.023,1024,224,17.3
+efficientnetv2_rw_s,1089.64,939.747,1024,384,23.94
+vit_base_patch16_224_sam,1073.62,953.767,1024,224,86.57
+vit_base_patch16_224,1073.46,953.912,1024,224,86.57
+deit_base_patch16_224,1071.76,955.424,1024,224,86.57
+inception_resnet_v2,1061.78,964.405,1024,299,55.84
+ens_adv_inception_resnet_v2,1058.32,967.554,1024,299,55.84
+deit_base_distilled_patch16_224,1057.89,967.952,1024,224,87.34
+tnt_s_patch16_224,1053.73,971.773,1024,224,23.76
+dla102x2,1044.22,490.307,512,224,41.28
+regnetz_040,1039.59,369.364,384,320,27.12
+gluon_seresnext101_64x4d,1039.37,985.196,1024,224,88.23
+regnetz_040h,1034.17,371.302,384,320,28.94
+resnext101_32x8d,1033.81,990.5,1024,224,88.79
+ssl_resnext101_32x8d,1033.7,990.597,1024,224,88.79
+swsl_resnext101_32x8d,1033.38,990.91,1024,224,88.79
+ig_resnext101_32x8d,1028.15,995.947,1024,224,88.79
+regnetz_d32,1009.91,1013.934,1024,320,27.58
+resnest50d_4s2x40d,1008.21,1015.647,1024,224,30.42
+repvgg_b3,1001.81,1022.132,1024,224,123.09
+twins_pcpvt_large,999.56,1024.437,1024,224,60.99
+resnet101d,999.12,1024.886,1024,320,44.57
+beit_base_patch16_224,993.76,1030.414,1024,224,86.53
+convnext_base,982.94,1041.763,1024,224,88.59
+convnext_base_in22ft1k,982.23,1042.511,1024,224,88.59
+hrnet_w40,980.59,1044.254,1024,224,57.56
+coat_tiny,977.86,1047.174,1024,224,5.5
+efficientnet_b4,974.19,394.16,384,384,19.34
+gluon_xception65,972.42,526.509,512,299,39.92
+xception65,965.78,530.126,512,299,39.92
+pit_b_224,946.3,541.042,512,224,73.76
+regnetz_b16_evos,945.35,541.586,512,288,9.74
+pit_b_distilled_224,942.16,543.418,512,224,74.79
+tf_efficientnet_b4,925.87,414.732,384,380,19.34
+tf_efficientnet_b4_ap,925.37,414.955,384,380,19.34
+tf_efficientnet_b4_ns,925.29,414.99,384,380,19.34
+vit_small_patch16_36x1_224,920.52,1112.401,1024,224,64.67
+swin_v2_cr_small_224,915.78,1118.157,1024,224,49.7
+vit_small_patch16_18x2_224,899.5,1138.389,1024,224,64.67
+xcit_tiny_24_p16_384_dist,885.13,1156.874,1024,384,12.12
+twins_svt_large,884.59,1157.58,1024,224,99.27
+nest_small,880.02,581.79,512,224,38.35
+hrnet_w48,878.91,1165.063,1024,224,77.47
+cait_s24_224,871.81,1174.556,1024,224,46.92
+jx_nest_small,870.35,588.255,512,224,38.35
+poolformer_m36,860.43,1190.082,1024,224,56.17
+regnety_040,849.33,602.817,512,288,20.65
+regnetv_040,849.16,602.939,512,288,20.64
+nfnet_f0,843.53,1213.933,1024,256,71.49
+resnetv2_50d_evos,834.99,1226.346,1024,288,25.59
+swin_s3_small_224,821.03,623.593,512,224,49.74
+repvgg_b2g4,812.87,1259.724,1024,224,61.76
+xcit_medium_24_p16_224_dist,811.19,1262.323,1024,224,84.4
+xcit_medium_24_p16_224,810.62,1263.211,1024,224,84.4
+dpn131,808.5,1266.522,1024,224,79.25
+swin_base_patch4_window7_224,797.2,1284.488,1024,224,87.77
+hrnet_w44,791.54,1293.66,1024,224,67.06
+coat_mini,786.27,1302.337,1024,224,10.34
+regnetx_120,777.95,658.124,512,224,46.11
+gmlp_b16_224,772.78,1325.073,1024,224,73.08
+dm_nfnet_f0,761.49,1344.713,1024,256,71.49
+regnety_120,754.35,678.713,512,224,51.82
+densenet264,750.52,1364.368,1024,224,72.69
+mixnet_xl,748.42,684.091,512,224,11.9
+crossvit_base_240,747.2,685.212,512,240,105.03
+xcit_small_12_p16_384_dist,744.87,1374.713,1024,384,26.25
+resnetv2_50d_gn,742.22,689.806,512,288,25.57
+xception71,741.19,690.762,512,299,42.34
+hrnet_w64,723.1,1416.105,1024,224,128.06
+vit_large_r50_s32_224,721.71,1418.838,1024,224,328.99
+regnety_040s_gn,714.09,716.982,512,224,20.65
+seresnet200d,712.88,1436.411,1024,256,71.86
+resnet152d,711.54,1439.114,1024,320,60.21
+ecaresnet200d,707.4,1447.533,1024,256,64.69
+dpn107,701.19,1460.351,1024,224,86.92
+cspresnext50_iabn,693.03,1477.558,1024,256,20.57
+senet154,692.07,1479.599,1024,224,115.09
+legacy_senet154,691.5,1480.826,1024,224,115.09
+gluon_senet154,689.56,1484.981,1024,224,115.09
+convit_base,687.54,1489.363,1024,224,86.54
+vit_small_patch16_384,683.58,748.981,512,384,22.2
+volo_d2_224,677.6,1511.204,1024,224,58.68
+tnt_b_patch16_224,675.63,1515.603,1024,224,65.41
+xcit_nano_12_p8_384_dist,672.93,1521.688,1024,384,3.05
+resnext101_64x4d,667.5,767.03,512,288,83.46
+xcit_tiny_24_p8_224,665.57,1538.51,1024,224,12.11
+swin_s3_base_224,665.44,1538.819,1024,224,71.13
+xcit_tiny_24_p8_224_dist,665.24,1539.279,1024,224,12.11
+swin_v2_cr_base_224,655.51,1562.118,1024,224,87.88
+poolformer_m48,648.5,1579.004,1024,224,73.47
+repvgg_b3g4,644.06,1589.905,1024,224,83.83
+tresnet_l,638.84,1602.889,1024,224,55.99
+resnetrs152,628.07,1630.372,1024,320,86.62
+nest_base,626.36,817.402,512,224,67.72
+seresnet152d,626.17,1635.31,1024,320,66.84
+regnetx_160,623.38,821.322,512,224,54.28
+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

results/benchmark-train-amp-nchw-pt111-cu113-rtx3090.csv

@@ -0,0 +1,756 @@
+model,train_samples_per_sec,train_step_time,train_batch_size,train_img_size,param_count
+tinynet_e,9380.97,53.881,512,106,2.04
+mobilenetv3_small_050,7276.68,69.643,512,224,1.59
+tf_mobilenetv3_small_minimal_100,6334.14,80.291,512,224,2.04
+mobilenetv3_small_075,5920.21,85.765,512,224,2.04
+lcnet_035,5760.61,88.397,512,224,1.64
+mobilenetv3_small_100,5583.48,90.99,512,224,2.54
+tf_mobilenetv3_small_075,5569.37,91.204,512,224,2.04
+levit_128s,5426.95,93.402,512,224,7.78
+lcnet_050,5425.23,93.895,512,224,1.88
+tf_mobilenetv3_small_100,5275.47,96.328,512,224,2.54
+tinynet_d,4879.29,104.179,512,152,2.34
+mixer_s32_224,4491.84,113.42,512,224,19.1
+vit_small_patch32_224,4321.32,117.658,512,224,22.88
+lcnet_075,4147.31,122.971,512,224,2.36
+levit_128,3971.6,127.764,512,224,9.21
+vit_tiny_r_s16_p8_224,3957.53,128.516,512,224,6.34
+lcnet_100,3524.02,144.807,512,224,2.95
+mnasnet_small,3488.23,145.878,512,224,2.03
+levit_192,3436.74,147.842,512,224,10.95
+regnetx_002,3423.6,148.87,512,224,2.68
+regnety_002,3178.35,160.128,512,224,3.16
+mobilenetv2_035,3069.55,166.033,512,224,1.68
+gernet_s,2949.06,172.893,512,224,8.17
+mnasnet_050,2821.34,180.673,512,224,2.22
+ssl_resnet18,2720.94,187.823,512,224,11.69
+swsl_resnet18,2720.55,187.842,512,224,11.69
+gluon_resnet18_v1b,2718.42,187.998,512,224,11.69
+resnet18,2711.83,188.459,512,224,11.69
+semnasnet_050,2700.91,188.67,512,224,2.08
+tinynet_c,2654.89,191.851,512,184,2.46
+mobilenetv2_050,2650.81,192.34,512,224,1.97
+levit_256,2620.65,194.218,512,224,18.89
+lcnet_150,2613.69,195.4,512,224,4.5
+regnetx_004,2532.79,201.109,512,224,5.16
+seresnet18,2519.64,202.716,512,224,11.78
+legacy_seresnet18,2461.74,207.479,512,224,11.78
+ese_vovnet19b_slim_dw,2456.97,207.908,512,224,1.9
+mobilenetv3_large_075,2342.92,217.677,512,224,3.99
+tf_mobilenetv3_large_minimal_100,2311.18,220.824,512,224,3.92
+vit_tiny_patch16_224,2249.49,226.757,512,224,5.72
+levit_256d,2248.95,226.128,512,224,26.21
+deit_tiny_patch16_224,2244.74,227.248,512,224,5.72
+tf_mobilenetv3_large_075,2222.25,229.522,512,224,3.99
+deit_tiny_distilled_patch16_224,2207.23,231.107,512,224,5.91
+ghostnet_050,2193.43,232.046,512,224,2.59
+mnasnet_075,2163.05,235.897,512,224,3.17
+mobilenetv3_rw,2147.03,237.6,512,224,5.48
+mobilenetv3_large_100_miil,2135.44,238.882,512,224,5.48
+mobilenetv3_large_100,2134.66,238.979,512,224,5.48
+resnet18d,2086.64,244.99,512,224,11.71
+pit_ti_distilled_224,2085.77,244.59,512,224,5.1
+pit_ti_224,2083.57,244.847,512,224,4.85
+hardcorenas_a,2050.08,249.015,512,224,5.26
+regnetx_006,2048.56,249.103,512,224,6.2
+tf_mobilenetv3_large_100,2046.24,249.335,512,224,5.48
+ese_vovnet19b_slim,1997.73,255.915,512,224,3.17
+mnasnet_100,1996.94,255.609,512,224,4.38
+mnasnet_b1,1993.53,256.025,512,224,4.38
+xcit_nano_12_p16_224_dist,1946.62,261.255,512,224,3.05
+xcit_nano_12_p16_224,1946.1,261.308,512,224,3.05
+semnasnet_075,1927.77,264.67,512,224,2.91
+hardcorenas_b,1912.19,266.758,512,224,5.18
+mobilenetv2_075,1888.29,270.368,512,224,2.64
+hardcorenas_c,1885.12,270.645,512,224,5.52
+tf_efficientnetv2_b0,1880.38,271.08,512,224,7.14
+tinynet_b,1857.15,274.614,512,188,3.73
+regnety_004,1855.83,274.756,512,224,4.34
+resnetblur18,1846.1,276.978,512,224,11.69
+regnety_006,1808.76,282.043,512,224,6.06
+hardcorenas_d,1808.52,281.873,512,224,7.5
+mnasnet_a1,1796.84,284.044,512,224,3.89
+semnasnet_100,1784.41,286.019,512,224,3.89
+spnasnet_100,1782.41,286.288,512,224,4.42
+skresnet18,1776.65,287.57,512,224,11.96
+mobilenetv2_100,1761.25,289.902,512,224,3.5
+mixer_b32_224,1711.23,298.43,512,224,60.29
+regnetx_008,1669.43,305.887,512,224,7.26
+levit_384,1662.81,306.81,512,224,39.13
+vit_base_patch32_224,1658.09,307.969,512,224,88.22
+vit_base_patch32_224_sam,1657.82,308.015,512,224,88.22
+efficientnet_lite0,1636.56,312.086,512,224,4.65
+visformer_tiny,1629.51,313.524,512,224,10.32
+gluon_resnet34_v1b,1626.25,314.261,512,224,21.8
+resnet34,1624.32,314.625,512,224,21.8
+tv_resnet34,1622.42,314.985,512,224,21.8
+ghostnet_100,1610.26,316.618,512,224,5.18
+hardcorenas_f,1606.37,317.568,512,224,8.2
+pit_xs_distilled_224,1596.23,319.885,512,224,11.0
+pit_xs_224,1595.39,320.023,512,224,10.62
+hardcorenas_e,1595.11,319.841,512,224,8.07
+tinynet_a,1592.8,320.187,512,192,6.19
+resmlp_12_distilled_224,1562.43,326.888,512,224,15.35
+resmlp_12_224,1562.2,326.933,512,224,15.35
+regnety_008,1550.03,329.315,512,224,6.26
+tf_efficientnet_lite0,1547.08,330.18,512,224,4.65
+mixer_s16_224,1538.34,332.27,512,224,18.53
+fbnetc_100,1532.35,333.142,512,224,5.57
+seresnet34,1494.24,341.776,512,224,21.96
+mnasnet_140,1493.96,341.916,512,224,7.12
+nf_regnet_b0,1481.15,344.453,512,256,8.76
+legacy_seresnet34,1458.06,350.271,512,224,21.96
+gmixer_12_224,1449.53,352.403,512,224,12.7
+gernet_m,1442.79,354.129,512,224,21.14
+ese_vovnet19b_dw,1440.24,354.984,512,224,6.54
+vit_small_patch32_384,1423.05,358.931,512,384,22.92
+nf_resnet26,1422.6,359.386,512,224,16.0
+efficientnet_b0,1413.79,270.572,384,224,5.29
+dla46_c,1408.04,362.893,512,224,1.3
+rexnetr_100,1385.71,275.935,384,224,4.88
+mobilenetv2_110d,1384.57,276.313,384,224,4.52
+rexnet_100,1381.06,276.903,384,224,4.8
+vit_tiny_r_s16_p8_384,1371.38,279.143,384,384,6.36
+ghostnet_130,1367.64,372.982,512,224,7.36
+resnet34d,1367.17,373.876,512,224,21.82
+tf_efficientnet_b0,1353.9,282.522,384,224,5.29
+tf_efficientnet_b0_ap,1353.18,282.683,384,224,5.29
+tf_efficientnet_b0_ns,1352.63,282.744,384,224,5.29
+selecsls42,1349.71,378.706,512,224,30.35
+selecsls42b,1347.34,379.337,512,224,32.46
+gmlp_ti16_224,1340.35,284.915,384,224,5.87
+regnetz_005,1326.54,384.587,512,224,7.12
+crossvit_tiny_240,1322.74,385.447,512,240,7.01
+resnet26,1321.4,386.974,512,224,16.0
+semnasnet_140,1315.96,388.179,512,224,6.11
+xcit_tiny_12_p16_224,1309.91,389.1,512,224,6.72
+xcit_tiny_12_p16_224_dist,1303.81,390.894,512,224,6.72
+hrnet_w18_small,1302.26,391.765,512,224,13.19
+efficientnet_b1_pruned,1277.21,399.368,512,240,6.33
+mobilevit_xxs,1270.89,301.046,384,256,1.27
+mobilenetv2_140,1250.7,306.236,384,224,6.11
+poolformer_s12,1245.33,410.466,512,224,11.92
+crossvit_9_240,1236.49,309.127,384,240,8.55
+nf_seresnet26,1207.14,423.49,512,224,17.4
+tf_efficientnetv2_b1,1198.02,319.027,384,240,8.14
+repvgg_b0,1184.29,431.28,512,224,15.82
+crossvit_9_dagger_240,1177.9,324.572,384,240,8.78
+selecsls60,1152.93,443.193,512,224,30.67
+mixnet_s,1150.64,443.717,512,224,4.13
+selecsls60b,1149.12,444.678,512,224,32.77
+efficientnet_es,1142.77,447.293,512,224,5.44
+efficientnet_es_pruned,1141.22,447.892,512,224,5.44
+nf_ecaresnet26,1137.4,449.596,512,224,16.0
+resnet26d,1125.5,454.383,512,224,16.01
+tf_efficientnet_es,1120.47,456.18,512,224,5.44
+efficientnet_lite1,1109.69,229.723,256,240,5.42
+rexnetr_130,1097.15,232.191,256,224,7.61
+tf_mixnet_s,1090.03,468.412,512,224,4.13
+convit_tiny,1087.94,469.614,512,224,5.71
+convnext_nano_hnf,1075.51,356.223,384,224,15.59
+dla34,1072.51,476.787,512,224,15.74
+tf_efficientnet_lite1,1061.0,240.288,256,240,5.42
+dla46x_c,1058.5,482.972,512,224,1.07
+rexnet_130,1051.04,242.43,256,224,7.56
+regnetx_016,1042.11,490.415,512,224,9.19
+mobilenetv2_120d,1036.53,245.787,256,224,5.83
+skresnet34,1033.13,494.425,512,224,22.28
+vit_small_patch16_224,1032.86,370.943,384,224,22.05
+deit_small_patch16_224,1031.61,371.386,384,224,22.05
+deit_small_distilled_patch16_224,1011.7,378.721,384,224,22.44
+dla60x_c,1011.12,505.401,512,224,1.32
+ecaresnet50d_pruned,1009.57,506.231,512,224,19.94
+gernet_l,1007.43,507.303,512,256,31.08
+efficientnet_b0_g16_evos,992.51,385.814,384,224,8.11
+rexnetr_150,973.93,261.684,256,224,9.78
+vit_base2_patch32_256,970.35,526.818,512,256,119.46
+pit_s_distilled_224,963.9,264.693,256,224,24.04
+pit_s_224,963.25,264.885,256,224,23.46
+fbnetv3_b,936.5,408.4,384,256,8.6
+rexnet_150,934.54,272.774,256,224,9.73
+repvgg_a2,931.84,548.616,512,224,28.21
+legacy_seresnext26_32x4d,930.69,411.955,384,224,16.79
+regnety_016,921.99,553.558,512,224,11.2
+resnest14d,909.12,562.716,512,224,10.61
+efficientnet_cc_b0_4e,892.75,428.931,384,224,13.31
+efficientnet_cc_b0_8e,889.3,430.599,384,224,24.01
+coat_lite_tiny,885.61,432.738,384,224,5.72
+nf_regnet_b1,883.44,578.138,512,288,10.22
+resnetv2_50,883.05,579.001,512,224,25.55
+resnext26ts,882.89,434.405,384,256,10.3
+resnet26t,880.13,581.227,512,256,16.01
+tf_efficientnetv2_b2,877.18,290.276,256,260,10.1
+fbnetv3_d,875.63,290.586,256,256,10.31
+nf_regnet_b2,875.24,583.366,512,272,14.31
+tf_efficientnet_cc_b0_4e,872.5,438.913,384,224,13.31
+tf_efficientnet_cc_b0_8e,867.49,441.45,384,224,24.01
+efficientnet_b0_gn,860.35,296.448,256,224,5.29
+eca_resnext26ts,852.81,299.643,256,256,10.3
+seresnext26ts,848.06,301.17,256,256,10.39
+botnet26t_256,835.32,459.139,384,256,12.49
+gluon_resnet50_v1b,835.19,458.946,384,224,25.56
+twins_svt_small,835.02,458.264,384,224,24.06
+swsl_resnet50,834.38,459.391,384,224,25.56
+resnet50,833.17,460.051,384,224,25.56
+tf_efficientnet_b1_ap,832.71,305.903,256,240,7.79
+tf_efficientnet_b1,832.37,306.044,256,240,7.79
+tf_efficientnet_b1_ns,831.62,306.366,256,240,7.79
+tv_resnet50,831.54,460.947,384,224,25.56
+efficientnet_b2_pruned,831.45,306.38,256,260,8.31
+seresnext26tn_32x4d,831.09,461.371,384,224,16.81
+seresnext26d_32x4d,830.66,461.598,384,224,16.81
+gcresnext26ts,830.6,307.372,256,256,10.48
+seresnext26t_32x4d,830.1,461.943,384,224,16.81
+ssl_resnet50,828.96,462.397,384,224,25.56
+coat_lite_mini,825.96,464.063,384,224,11.01
+vgg11,818.58,625.301,512,224,132.86
+halonet26t,813.08,471.69,384,256,12.48
+vit_small_resnet26d_224,812.32,471.613,384,224,63.61
+eca_botnext26ts_256,804.88,317.468,256,256,10.59
+efficientnet_lite2,800.14,318.978,256,260,6.09
+efficientnet_b1,797.8,319.366,256,256,7.79
+resnetv2_50t,793.9,644.111,512,224,25.57
+ecaresnext26t_32x4d,792.87,483.752,384,224,15.41
+ecaresnext50t_32x4d,790.88,484.99,384,224,15.41
+resnetv2_50d,790.5,646.873,512,224,25.57
+tresnet_m,787.27,647.568,512,224,31.39
+convnext_tiny,782.73,326.109,256,224,28.59
+eca_halonext26ts,781.32,327.03,256,256,10.76
+vovnet39a,779.14,656.53,512,224,22.6
+ecaresnet101d_pruned,778.75,655.702,512,224,24.88
+mixnet_m,778.63,491.619,384,224,5.01
+cspresnet50,774.32,495.068,384,256,21.62
+tf_efficientnet_lite2,771.04,331.043,256,260,6.09
+gluon_resnet50_v1c,769.5,498.184,384,224,25.58
+ecaresnetlight,767.59,666.098,512,224,30.16
+resmlp_24_224,766.31,332.575,256,224,30.02
+resmlp_24_distilled_224,766.21,332.58,256,224,30.02
+cspresnext50,765.28,500.93,384,224,20.57
+resnet50t,753.13,509.003,384,224,25.57
+resnet50d,752.95,509.12,384,224,25.58
+gluon_resnet50_v1d,752.94,509.122,384,224,25.58
+legacy_seresnet50,751.28,510.001,384,224,28.09
+mobilevit_xs,751.23,339.638,256,256,2.32
+tf_mixnet_m,748.19,511.684,384,224,5.01
+ese_vovnet39b,748.06,683.786,512,224,24.57
+resnet32ts,744.11,343.453,256,256,17.96
+visformer_small,743.29,515.928,384,224,40.22
+dpn68b,737.5,519.461,384,224,12.61
+selecsls84,735.99,694.378,512,224,50.95
+resnet33ts,732.63,348.809,256,256,19.68
+nf_seresnet50,732.06,523.375,384,224,28.09
+rexnetr_200,724.64,263.786,192,224,16.52
+lambda_resnet26t,724.61,529.342,384,256,10.96
+seresnet50,722.32,530.5,384,224,28.09
+dpn68,721.48,531.095,384,224,12.61
+res2net50_48w_2s,717.64,534.245,384,224,25.29
+gmixer_24_224,717.31,355.331,256,224,24.72
+eca_resnet33ts,712.11,358.824,256,256,19.68
+seresnet33ts,709.27,360.12,256,256,19.78
+bat_resnext26ts,708.45,360.137,256,256,10.73
+rexnet_200,703.57,271.754,192,224,16.37
+resnetblur50,702.19,546.026,384,224,25.56
+cspresnet50d,701.76,546.305,384,256,21.64
+vgg11_bn,698.67,549.368,384,224,132.87
+twins_pcpvt_small,698.21,364.986,256,224,24.11
+eca_vovnet39b,697.82,733.074,512,224,22.6
+efficientnet_em,694.64,551.807,384,240,6.9
+dla60,693.8,552.499,384,224,22.04
+tf_efficientnet_em,692.96,368.419,256,240,6.9
+cspresnet50w,692.76,553.433,384,256,28.12
+resnest26d,688.5,556.976,384,224,17.07
+gcresnet33ts,687.02,371.584,256,256,19.88
+tv_densenet121,686.65,371.007,256,224,7.98
+densenet121,686.51,371.091,256,224,7.98
+vit_small_r26_s32_224,685.79,371.994,256,224,36.43
+convnext_tiny_hnf,683.74,373.449,256,224,28.59
+xcit_nano_12_p16_384_dist,682.7,373.202,256,384,3.05
+xcit_tiny_24_p16_224_dist,681.26,372.348,256,224,12.12
+lambda_resnet26rpt_256,679.63,281.896,192,256,10.99
+xcit_tiny_24_p16_224,679.38,373.443,256,224,12.12
+vit_base_resnet26d_224,679.21,563.967,384,224,101.4
+resnetaa50d,678.8,564.84,384,224,25.58
+nf_ecaresnet50,673.73,568.984,384,224,25.56
+hrnet_w18_small_v2,672.52,758.874,512,224,15.6
+gluon_resnet50_v1s,671.98,570.574,384,224,25.68
+efficientnet_b0_g8_gn,661.67,385.796,256,224,6.56
+seresnet50t,659.6,581.03,384,224,28.1
+efficientnet_b3_pruned,657.34,387.781,256,300,9.86
+haloregnetz_b,656.48,388.419,256,224,11.68
+tv_resnext50_32x4d,651.27,588.791,384,224,25.03
+swsl_resnext50_32x4d,651.11,588.925,384,224,25.03
+gluon_resnext50_32x4d,650.97,589.059,384,224,25.03
+ssl_resnext50_32x4d,650.9,589.136,384,224,25.03
+resnext50_32x4d,649.99,589.957,384,224,25.03
+resnetrs50,648.71,590.781,384,224,35.69
+densenet121d,646.33,394.275,256,224,8.0
+regnetx_032,643.77,595.296,384,224,15.3
+resnetblur50d,642.77,397.429,256,224,25.58
+res2net50_26w_4s,636.71,601.86,384,224,25.7
+swin_tiny_patch4_window7_224,635.13,402.044,256,224,28.29
+skresnet50,634.96,603.369,384,224,25.8
+poolformer_s24,634.53,402.132,256,224,21.39
+gmlp_s16_224,632.58,301.939,192,224,19.42
+ese_vovnet57b,632.35,606.334,384,224,38.61
+crossvit_small_240,625.73,407.457,256,240,26.86
+xcit_small_12_p16_224_dist,625.08,407.723,256,224,26.25
+xcit_small_12_p16_224,624.67,407.992,256,224,26.25
+densenetblur121d,617.78,412.569,256,224,8.0
+ecaresnet50d,612.94,625.548,384,224,25.58
+tf_efficientnet_b2_ns,610.27,313.114,192,260,9.11
+tf_efficientnet_b2_ap,610.1,313.168,192,260,9.11
+tf_efficientnet_b2,609.89,313.274,192,260,9.11
+mixnet_l,603.6,634.707,384,224,7.33
+gluon_inception_v3,601.71,636.771,384,299,23.83
+inception_v3,601.07,637.475,384,299,23.83
+adv_inception_v3,601.02,637.509,384,299,23.83
+tf_inception_v3,600.65,637.912,384,299,23.83
+sehalonet33ts,599.96,425.883,256,256,13.69
+seresnetaa50d,599.53,425.823,256,224,28.11
+resnext50d_32x4d,598.58,426.825,256,224,25.05
+mobilevit_s,596.24,320.895,192,256,5.58
+resnetv2_50x1_bit_distilled,588.8,325.252,192,224,25.55
+gcresnet50t,583.98,436.858,256,256,25.9
+skresnet50d,583.54,437.238,256,224,25.82
+swin_s3_tiny_224,576.57,442.971,256,224,28.33
+seresnext50_32x4d,576.37,443.036,256,224,27.56
+gluon_seresnext50_32x4d,576.3,443.051,256,224,27.56
+tf_mixnet_l,576.22,442.743,256,224,7.33
+legacy_seresnext50_32x4d,575.52,443.681,256,224,27.56
+res2next50,575.07,443.835,256,224,24.67
+repvgg_b1g4,572.25,893.649,512,224,39.97
+cspresnext50_iabn,572.06,669.169,384,256,20.57
+convnext_tiny_hnfd,570.41,447.777,256,224,28.63
+res2net50_14w_8s,569.05,447.639,256,224,25.06
+resnest50d_1s4x24d,568.93,448.655,256,224,25.68
+cait_xxs24_224,568.71,447.7,256,224,11.96
+crossvit_15_240,567.12,336.74,192,240,27.53
+semobilevit_s,566.94,337.375,192,256,5.74
+densenet169,563.82,451.519,256,224,14.15
+efficientnet_b2,561.37,340.497,192,288,9.11
+efficientnet_cc_b1_8e,559.34,455.785,256,240,39.72
+efficientnet_b2a,558.58,342.255,192,288,9.11
+darknet53,556.85,458.909,256,256,41.61
+dla60_res2net,555.54,459.405,256,224,20.85
+dla60x,553.4,461.598,256,224,17.35
+mixer_b16_224,552.46,462.598,256,224,59.88
+nf_resnet101,550.61,695.793,384,224,44.55
+tf_efficientnet_cc_b1_8e,549.81,463.949,256,240,39.72
+regnetx_040,549.5,697.703,384,224,22.12
+mixer_b16_224_miil,549.25,465.267,256,224,59.88
+crossvit_15_dagger_240,547.66,348.734,192,240,28.21
+nf_regnet_b3,547.65,465.691,256,320,18.59
+vovnet57a,547.59,934.12,512,224,36.64
+resnetv2_101,544.49,468.639,256,224,44.54
+xcit_nano_12_p8_224,542.16,470.425,256,224,3.05
+xcit_nano_12_p8_224_dist,541.55,470.928,256,224,3.05
+tf_efficientnetv2_b3,541.54,352.751,192,300,14.36
+sebotnet33ts_256,540.04,236.225,128,256,13.7
+gcresnext50ts,538.97,354.583,192,256,15.67
+nf_resnet50,536.27,715.168,384,288,25.56
+resnet50_gn,532.97,359.41,192,224,25.56
+vit_base_r26_s32_224,532.84,359.064,192,224,101.38
+vit_base_patch32_384,531.15,481.156,256,384,88.3
+efficientnetv2_rw_t,527.04,362.193,192,288,13.65
+resnet101,526.31,484.87,256,224,44.55
+gluon_resnet101_v1b,525.74,485.353,256,224,44.55
+tv_resnet101,523.69,487.267,256,224,44.55
+vit_large_patch32_224,515.11,495.389,256,224,306.54
+vit_base_resnet50d_224,514.44,495.989,256,224,110.97
+mixer_l32_224,507.93,376.544,192,224,206.94
+resnetv2_101d,506.46,503.899,256,224,44.56
+swin_v2_cr_tiny_224,505.66,378.391,192,224,28.33
+vit_tiny_patch16_384,505.36,252.456,128,384,5.79
+resmlp_36_224,505.0,378.005,192,224,44.69
+resmlp_36_distilled_224,504.83,378.088,192,224,44.69
+swin_v2_cr_tiny_ns_224,503.02,380.384,192,224,28.33
+repvgg_b1,501.28,1020.314,512,224,57.42
+dla60_res2next,500.08,510.484,256,224,17.03
+gluon_resnet101_v1c,498.53,511.943,256,224,44.57
+wide_resnet50_2,491.97,779.7,384,224,68.88
+gluon_resnet101_v1d,491.71,519.004,256,224,44.57
+resnest50d,484.85,526.671,256,224,27.48
+vgg13,482.75,795.25,384,224,133.05
+cspdarknet53,481.82,530.306,256,256,27.64
+gc_efficientnetv2_rw_t,480.93,396.503,192,288,13.68
+convnext_small,478.98,399.137,192,224,50.22
+efficientnet_lite3,478.82,266.239,128,300,8.2
+ecaresnet26t,478.49,534.465,256,320,16.01
+nest_tiny,477.21,267.341,128,224,17.06
+regnetz_b16,476.53,401.488,192,288,9.72
+dla102,475.31,537.042,256,224,33.27
+cspdarknet53_iabn,474.61,806.628,384,256,27.64
+res2net50_26w_6s,474.4,537.903,256,224,37.05
+jx_nest_tiny,469.53,271.701,128,224,17.06
+twins_pcpvt_base,465.48,409.697,192,224,43.83
+vgg13_bn,465.35,549.842,256,224,133.05
+halonet50ts,463.11,413.595,192,256,22.73
+regnetx_080,462.29,829.538,384,224,39.57
+lambda_resnet50ts,461.63,414.909,192,256,21.54
+coat_lite_small,461.47,414.609,192,224,19.84
+legacy_seresnet101,460.47,553.804,256,224,49.33
+vgg16,459.25,557.204,256,224,138.36
+tf_efficientnet_lite3,458.84,277.849,128,300,8.2
+resnetaa101d,458.35,556.916,256,224,44.57
+gluon_resnet101_v1s,456.37,559.352,256,224,44.67
+xcit_tiny_12_p16_384_dist,451.6,423.4,192,384,6.72
+seresnet101,447.82,569.466,256,224,49.33
+densenet201,447.49,426.067,192,224,20.01
+mixnet_xl,447.09,570.692,256,224,11.9
+nf_seresnet101,444.89,573.162,256,224,49.33
+convit_small,441.84,433.517,192,224,27.78
+resnetblur101d,441.53,578.26,256,224,44.57
+nfnet_l0,426.47,599.103,256,288,35.07
+skresnext50_32x4d,424.37,601.881,256,224,27.48
+poolformer_s36,424.29,450.68,192,224,30.86
+botnet50ts_256,421.6,302.649,128,256,22.74
+halo2botnet50ts_256,418.8,457.379,192,256,22.64
+gluon_resnext101_32x4d,418.26,610.512,256,224,44.18
+resnext101_32x4d,417.6,611.486,256,224,44.18
+ssl_resnext101_32x4d,417.52,611.578,256,224,44.18
+swsl_resnext101_32x4d,417.45,611.654,256,224,44.18
+fbnetv3_g,415.62,305.885,128,288,16.62
+twins_svt_base,413.84,461.835,192,224,56.07
+ese_vovnet39b_evos,413.01,308.979,128,224,24.58
+res2net101_26w_4s,405.25,629.29,256,224,45.21
+eca_nfnet_l0,404.73,631.533,256,288,24.14
+tresnet_l,403.54,1265.42,512,224,55.99
+lamhalobotnet50ts_256,403.43,474.897,192,256,22.57
+volo_d1_224,400.45,478.074,192,224,26.63
+crossvit_18_240,400.32,317.735,128,240,43.27
+resnet51q,397.98,481.556,192,288,35.7
+nf_ecaresnet101,396.22,644.266,256,224,44.55
+dla102x,392.86,487.139,192,224,26.31
+vit_base_patch16_224_miil,392.0,489.026,192,224,86.54
+swin_small_patch4_window7_224,391.85,488.136,192,224,49.61
+regnety_032,391.81,651.958,256,288,19.44
+regnetx_064,390.82,654.137,256,224,26.21
+res2net50_26w_8s,389.26,655.478,256,224,48.4
+vgg16_bn,388.47,658.66,256,224,138.37
+deit_base_patch16_224,386.56,495.833,192,224,86.57
+crossvit_18_dagger_240,386.08,329.466,128,240,44.27
+vit_base_patch16_224,385.82,496.783,192,224,86.57
+resnest50d_4s2x40d,385.78,662.242,256,224,30.42
+xception,384.95,331.72,128,299,22.86
+vit_base_patch16_224_sam,384.94,497.961,192,224,86.57
+ecaresnet101d,381.61,669.061,256,224,44.57
+deit_base_distilled_patch16_224,379.86,504.583,192,224,87.34
+resnetv2_152,379.0,673.236,256,224,60.19
+repvgg_b2g4,377.95,1353.629,512,224,61.76
+ese_vovnet99b,373.94,683.067,256,224,63.2
+vit_small_resnet50d_s16_224,373.61,512.677,192,224,57.53
+cait_xxs36_224,371.71,512.777,192,224,17.3
+resnet152,371.52,514.561,192,224,60.19
+tv_resnet152,371.15,515.007,192,224,60.19
+gluon_resnet152_v1b,368.93,518.118,192,224,60.19
+gluon_seresnext101_32x4d,368.19,519.228,192,224,48.96
+seresnext101_32x4d,367.5,520.242,192,224,48.96
+nfnet_f0,366.97,696.402,256,256,71.49
+legacy_seresnext101_32x4d,366.06,522.375,192,224,48.96
+tf_efficientnet_b3_ap,364.58,349.402,128,300,12.23
+tf_efficientnet_b3_ns,364.49,349.53,128,300,12.23
+tf_efficientnet_b3,364.34,349.633,128,300,12.23
+resnetv2_152d,361.2,529.264,192,224,60.2
+resnet61q,358.48,356.024,128,288,36.85
+resnetv2_50d_frn,357.45,356.923,128,224,25.59
+ese_vovnet99b_iabn,357.31,1071.637,384,224,63.2
+gluon_resnet152_v1c,355.88,537.206,192,224,60.21
+hrnet_w18,355.73,714.824,256,224,21.3
+efficientnet_b3,355.08,358.849,128,320,12.23
+efficientnet_b3a,354.83,359.115,128,320,12.23
+regnety_040,354.78,539.617,192,288,20.65
+beit_base_patch16_224,353.55,541.973,192,224,86.53
+gluon_resnet152_v1d,353.52,540.757,192,224,60.21
+regnety_040s_gn,353.11,360.919,128,224,20.65
+vgg19,352.0,1090.659,384,224,143.67
+xcit_tiny_12_p8_224,351.32,362.59,128,224,6.71
+xcit_tiny_12_p8_224_dist,351.06,362.838,128,224,6.71
+xception41p,343.38,371.913,128,299,26.91
+regnetv_040,342.33,372.402,128,288,20.64
+tnt_s_patch16_224,339.73,563.196,192,224,23.76
+repvgg_b2,339.2,1508.352,512,224,89.02
+vgg19_bn,336.08,761.352,256,224,143.68
+gluon_resnet152_v1s,334.98,570.781,192,224,60.32
+densenet161,332.41,382.595,128,224,28.68
+dm_nfnet_f0,331.82,770.266,256,256,71.49
+dla169,331.14,577.405,192,224,53.39
+resnetv2_50d_gn,330.91,385.985,128,288,25.57
+convnext_base_in22ft1k,328.04,388.471,128,224,88.59
+convnext_tiny_in22ft1k,327.7,388.845,128,224,88.59
+convnext_small_in22ft1k,326.36,390.508,128,224,88.59
+convnext_base,325.78,391.109,128,224,88.59
+xcit_small_24_p16_224_dist,322.26,393.856,128,224,47.67
+xcit_small_24_p16_224,321.22,395.027,128,224,47.67
+repvgg_b3g4,321.08,1194.912,384,224,83.83
+pit_b_224,319.89,399.203,128,224,73.76
+twins_pcpvt_large,319.03,397.109,128,224,60.99
+pit_b_distilled_224,318.55,400.853,128,224,74.79
+legacy_seresnet152,315.59,605.069,192,224,66.82
+dpn92,314.54,812.398,256,224,37.67
+inception_v4,312.24,612.734,192,299,42.68
+regnetx_120,309.13,827.171,256,224,46.11
+hrnet_w32,308.88,823.922,256,224,41.23
+convmixer_1024_20_ks9_p14,308.12,830.025,256,224,24.38
+ecaresnet50t,306.63,416.493,128,320,25.57
+seresnet152,305.84,415.318,128,224,66.82
+coat_tiny,303.51,419.779,128,224,5.5
+vit_small_patch16_36x1_224,303.33,419.341,128,224,64.67
+regnetz_c16,302.72,421.37,128,320,13.46
+vit_small_patch16_18x2_224,302.0,421.199,128,224,64.67
+hrnet_w30,301.17,845.104,256,224,37.71
+swin_v2_cr_small_224,300.16,424.024,128,224,49.7
+nest_small,296.43,322.186,96,224,38.35
+tresnet_xl,295.35,1296.648,384,224,78.44
+jx_nest_small,294.56,324.278,96,224,38.35
+efficientnet_el,291.47,438.031,128,300,10.59
+xception41,291.46,437.936,128,299,26.97
+efficientnet_el_pruned,291.16,438.564,128,300,10.59
+regnety_120,291.14,658.173,192,224,51.82
+cait_s24_224,290.55,438.065,128,224,46.92
+nf_regnet_b4,288.27,441.948,128,384,30.21
+twins_svt_large,288.14,442.123,128,224,99.27
+wide_resnet101_2,287.9,665.343,192,224,126.89
+mixnet_xxl,287.84,442.746,128,224,23.96
+tf_efficientnet_el,286.59,445.507,128,300,10.59
+poolformer_m36,284.22,448.517,128,224,56.17
+swin_s3_small_224,277.99,343.436,96,224,49.74
+repvgg_b3,276.27,1388.871,384,224,123.09
+swin_base_patch4_window7_224,273.38,466.273,128,224,87.77
+gmlp_b16_224,266.77,358.289,96,224,73.08
+gluon_resnext101_64x4d,266.55,478.624,128,224,83.46
+dla102x2,265.99,479.601,128,224,41.28
+resnet200,264.41,481.093,128,224,64.67
+resnetv2_50d_evob,261.14,366.354,96,224,25.59
+regnetx_160,260.8,735.124,192,224,54.28
+xception65p,258.86,493.161,128,299,39.82
+inception_resnet_v2,255.7,747.606,192,299,55.84
+ens_adv_inception_resnet_v2,255.53,748.108,192,299,55.84
+resnetrs101,253.22,503.169,128,288,63.62
+resnext101_32x8d,252.1,506.144,128,224,88.79
+ig_resnext101_32x8d,251.82,506.789,128,224,88.79
+ssl_resnext101_32x8d,251.44,507.525,128,224,88.79
+swsl_resnext101_32x8d,251.43,507.504,128,224,88.79
+crossvit_base_240,250.95,380.881,96,240,105.03
+dpn98,249.4,511.692,128,224,61.57
+efficientnet_lite4,247.4,257.372,64,380,13.01
+coat_mini,246.33,517.632,128,224,10.34
+efficientnetv2_s,245.94,388.167,96,384,21.46
+gluon_seresnext101_64x4d,243.95,522.441,128,224,88.23
+tf_efficientnetv2_s_in21ft1k,243.54,391.981,96,384,21.46
+tf_efficientnetv2_s,242.89,393.02,96,384,21.46
+resnet101d,240.52,530.628,128,320,44.57
+resnest101e,240.15,530.415,128,256,48.28
+tf_efficientnet_lite4,239.36,265.97,64,380,13.01
+vit_small_patch16_384,235.44,270.99,64,384,22.2
+xcit_tiny_24_p16_384_dist,233.56,407.54,96,384,12.12
+efficientnetv2_rw_s,232.48,273.03,64,384,23.94
+regnety_064,232.21,549.529,128,288,30.58
+xcit_medium_24_p16_224_dist,231.18,550.33,128,224,84.4
+xcit_medium_24_p16_224,231.11,550.432,128,224,84.4
+vit_large_r50_s32_224,229.5,415.85,96,224,328.99
+regnetv_064,225.87,564.974,128,288,30.58
+vit_small_r26_s32_384,225.43,282.622,64,384,36.47
+convit_base,225.0,567.909,128,224,86.54
+gluon_xception65,223.32,427.945,96,299,39.92
+xception65,222.42,429.727,96,299,39.92
+tnt_b_patch16_224,222.32,573.844,128,224,65.41
+volo_d2_224,221.58,431.459,96,224,58.68
+regnety_080,221.2,577.488,128,288,39.18
+hrnet_w40,220.15,867.238,192,224,57.56
+swin_s3_base_224,219.92,433.728,96,224,71.13
+xcit_small_12_p16_384_dist,216.0,442.656,96,384,26.25
+swin_v2_cr_base_224,214.24,445.643,96,224,87.88
+hrnet_w48,213.16,895.867,192,224,77.47
+resnetv2_50d_evos,211.1,226.199,48,288,25.59
+nest_base,210.29,302.692,64,224,67.72
+jx_nest_base,209.17,304.343,64,224,67.72
+vit_base_r50_s16_224,208.73,458.333,96,224,98.66
+tresnet_m_448,206.95,924.987,192,448,31.39
+hrnet_w44,206.72,924.031,192,224,67.06
+efficientnet_b4,203.38,312.633,64,384,19.34
+regnetz_b16_evos,201.27,316.106,64,288,9.74
+regnetz_040h,199.85,318.401,64,320,28.94
+regnetz_040,199.66,318.691,64,320,27.12
+efficientnet_b3_gn,199.47,319.133,64,320,11.73
+densenet264,199.22,477.999,96,224,72.69
+regnetz_d8,197.46,322.524,64,320,23.37
+eca_nfnet_l1,189.9,672.191,128,320,41.41
+tf_efficientnet_b4,188.81,336.904,64,380,19.34
+tf_efficientnet_b4_ns,188.45,337.501,64,380,19.34
+tf_efficientnet_b4_ap,188.4,337.642,64,380,19.34
+poolformer_m48,187.63,509.206,96,224,73.47
+dpn131,186.23,685.159,128,224,79.25
+regnetz_d32,186.08,342.366,64,320,27.58
+xcit_nano_12_p8_384_dist,183.21,347.477,64,384,3.05
+convnext_large_in22ft1k,182.13,525.349,96,224,197.77
+convnext_large,180.72,529.451,96,224,197.77
+xcit_tiny_24_p8_224_dist,179.19,532.437,96,224,12.11
+xcit_tiny_24_p8_224,179.14,532.524,96,224,12.11
+dpn107,174.56,731.55,128,224,86.92
+resnet152d,172.45,554.35,96,320,60.21
+hrnet_w64,170.75,744.856,128,224,128.06
+halonet_h1,170.55,373.795,64,256,8.1
+xception71,168.15,378.514,64,299,42.34
+mixer_l16_224,167.46,571.737,96,224,208.2
+regnety_320,166.3,768.299,128,224,145.05
+vit_large_patch32_384,165.23,579.454,96,384,306.63
+densenet264d_iabn,165.07,1158.795,192,224,72.74
+xcit_small_12_p8_224,164.33,387.646,64,224,26.21
+xcit_small_12_p8_224_dist,164.16,388.107,64,224,26.21
+efficientnet_b3_g8_gn,153.99,413.949,64,320,14.25
+swin_large_patch4_window7_224,152.41,417.988,64,224,196.53
+volo_d3_224,152.25,417.779,64,224,86.33
+ecaresnet200d,150.97,632.522,96,256,64.69
+seresnet200d,149.9,422.786,64,256,71.86
+regnetx_320,146.61,871.937,128,224,107.81
+seresnet152d,143.56,442.443,64,320,66.84
+resnetv2_50x1_bitm,142.06,337.009,48,448,25.55
+gluon_senet154,141.6,674.51,96,224,115.09
+resnetrs152,141.55,448.821,64,320,86.62
+senet154,141.16,676.729,96,224,115.09
+legacy_senet154,139.88,683.0,96,224,115.09
+regnety_160,136.04,704.372,96,288,83.59
+xcit_large_24_p16_224_dist,130.76,486.175,64,224,189.1
+xcit_large_24_p16_224,130.33,487.671,64,224,189.1
+seresnext101_32x8d,126.87,502.294,64,288,93.57
+nfnet_f1,125.34,763.802,96,320,132.63
+resnet200d,124.61,510.654,64,320,64.69
+regnetz_c16_evos,123.93,385.448,48,320,13.49
+resnext101_64x4d,122.56,781.647,96,288,83.46
+efficientnetv2_m,120.01,396.838,48,416,54.14
+swin_v2_cr_large_224,119.95,397.782,48,224,196.68
+xcit_tiny_12_p8_384_dist,119.32,400.563,48,384,6.71
+vit_large_patch16_224,116.44,548.026,64,224,304.33
+crossvit_15_dagger_408,116.23,273.461,32,408,28.5
+seresnet269d,116.02,545.703,64,256,113.67
+vit_base_patch16_18x2_224,115.21,552.796,64,224,256.73
+convnext_xlarge_in22ft1k,113.61,561.618,64,224,350.2
+convnext_base_384_in22ft1k,112.88,423.483,48,384,88.59
+dm_nfnet_f1,112.71,565.567,64,320,132.63
+convnext_tiny_384_in22ft1k,112.65,424.398,48,384,88.59
+convnext_small_384_in22ft1k,112.59,424.604,48,384,88.59
+nf_regnet_b5,112.22,567.655,64,456,49.74
+swin_v2_cr_tiny_384,111.16,286.572,32,384,28.33
+xcit_small_24_p16_384_dist,110.42,431.325,48,384,47.67
+beit_large_patch16_224,107.44,593.678,64,224,304.43
+regnetz_e8,103.46,461.955,48,320,57.7
+efficientnetv2_rw_m,103.11,307.008,32,416,53.24
+tresnet_l_448,101.52,1257.535,128,448,55.99
+swsl_resnext101_32x16d,99.54,962.862,96,224,194.03
+ig_resnext101_32x16d,99.3,965.129,96,224,194.03
+ssl_resnext101_32x16d,99.25,965.706,96,224,194.03
+volo_d1_384,98.94,322.06,32,384,26.78
+resnetrs200,98.6,482.325,48,320,93.21
+cait_xxs24_384,97.24,491.195,48,384,12.03
+deit_base_patch16_384,95.92,332.748,32,384,86.86
+vit_base_patch16_384,95.88,332.951,32,384,86.86
+volo_d4_224,95.4,500.622,48,224,192.96
+eca_nfnet_l2,94.36,675.671,64,384,56.72
+deit_base_distilled_patch16_384,93.97,339.685,32,384,87.63
+efficientnet_b5,90.42,351.458,32,456,30.39
+tf_efficientnetv2_m,89.36,354.724,32,480,54.14
+tf_efficientnetv2_m_in21ft1k,89.12,355.723,32,480,54.14
+tf_efficientnet_b5,88.7,358.215,32,456,30.39
+tf_efficientnet_b5_ap,88.68,358.368,32,456,30.39
+tf_efficientnet_b5_ns,88.58,358.774,32,456,30.39
+crossvit_18_dagger_408,87.86,362.177,32,408,44.61
+resnetv2_101x1_bitm,87.29,364.971,32,448,44.54
+convmixer_768_32,87.13,1100.537,96,224,21.11
+resnetv2_152x2_bit_teacher,87.1,364.899,32,224,236.34
+vit_large_patch14_224,84.6,565.739,48,224,304.2
+regnetz_d8_evos,83.97,379.015,32,320,23.46
+beit_base_patch16_384,82.88,385.038,32,384,86.74
+xcit_small_24_p8_224_dist,82.62,383.85,32,224,47.63
+xcit_small_24_p8_224,82.5,384.488,32,224,47.63
+resnest200e,79.64,597.77,48,320,70.2
+tresnet_xl_448,77.44,1236.244,96,448,78.44
+xcit_medium_24_p16_384_dist,76.61,414.275,32,384,84.4
+vit_large_r50_s32_384,76.27,417.132,32,384,329.09
+swin_base_patch4_window12_384,73.39,434.11,32,384,87.9
+nfnet_f2,71.5,668.121,48,352,193.78
+resmlp_big_24_224_in22ft1k,68.15,468.085,32,224,129.14
+resmlp_big_24_224,68.13,468.141,32,224,129.14
+resmlp_big_24_distilled_224,68.08,468.542,32,224,129.14
+pnasnet5large,66.87,474.686,32,331,86.06
+swin_v2_cr_small_384,66.28,359.629,24,384,49.7
+nasnetalarge,65.59,482.923,32,331,88.75
+cait_xs24_384,65.34,487.167,32,384,26.67
+dm_nfnet_f2,64.55,740.206,48,352,193.78
+cait_xxs36_384,62.84,505.392,32,384,17.37
+vit_base_patch8_224,62.83,381.142,24,224,86.58
+convnext_large_384_in22ft1k,61.61,517.714,32,384,197.77
+ecaresnet269d,61.52,515.695,32,352,102.09
+volo_d5_224,61.49,517.153,32,224,295.46
+xcit_tiny_24_p8_384_dist,60.46,525.849,32,384,12.11
+xcit_medium_24_p8_224,59.24,536.775,32,224,84.32
+xcit_medium_24_p8_224_dist,59.23,536.852,32,224,84.32
+vit_base_resnet50_384,58.93,405.608,24,384,98.95
+vit_base_r50_s16_384,58.91,405.68,24,384,98.95
+resnetrs270,58.9,537.38,32,352,129.86
+xcit_small_12_p8_384_dist,56.03,426.632,24,384,26.21
+volo_d2_384,55.33,287.363,16,384,58.87
+ig_resnext101_32x32d,52.68,605.908,32,224,468.53
+eca_nfnet_l3,50.62,628.636,32,448,72.04
+convmixer_1536_20,49.63,966.338,48,224,51.63
+cait_s24_384,49.12,486.034,24,384,47.06
+efficientnet_b6,48.5,327.112,16,528,43.04
+tf_efficientnet_b6_ns,48.02,330.391,16,528,43.04
+tf_efficientnet_b6_ap,47.83,331.608,16,528,43.04
+tf_efficientnet_b6,47.78,331.966,16,528,43.04
+efficientnetv2_l,47.17,334.927,16,480,118.52
+swin_v2_cr_base_384,47.07,337.445,16,384,87.88
+tf_efficientnetv2_l_in21ft1k,46.85,337.127,16,480,118.52
+tf_efficientnetv2_l,46.53,339.329,16,480,118.52
+swin_v2_cr_huge_224,46.2,343.813,16,224,657.83
+xcit_large_24_p16_384_dist,44.95,530.527,24,384,189.1
+swin_large_patch4_window12_384,41.24,386.07,16,384,196.74
+vit_huge_patch14_224,39.65,401.44,16,224,632.05
+resnetrs350,37.15,638.194,24,384,163.96
+convnext_xlarge_384_in22ft1k,36.94,431.409,16,384,350.2
+nfnet_f3,35.43,673.367,24,416,254.92
+resnest269e,33.7,705.124,24,416,110.93
+xcit_large_24_p8_224_dist,33.34,476.606,16,224,188.93
+xcit_large_24_p8_224,33.33,476.71,16,224,188.93
+dm_nfnet_f3,32.28,738.882,24,416,254.92
+resnetv2_50x3_bitm,31.96,499.813,16,448,217.32
+cait_s36_384,31.71,500.682,16,384,68.37
+resnetv2_152x2_bit_teacher_384,31.41,506.876,16,384,236.34
+tf_efficientnetv2_xl_in21ft1k,31.07,380.33,12,512,208.12
+efficientnetv2_xl,30.57,386.62,12,512,208.12
+efficientnet_b7,30.54,258.47,8,600,66.35
+tf_efficientnet_b7,30.24,261.049,8,600,66.35
+tf_efficientnet_b7_ap,30.18,261.545,8,600,66.35
+tf_efficientnet_b7_ns,30.17,261.527,8,600,66.35
+vit_large_patch16_384,29.1,410.723,12,384,304.72
+xcit_small_24_p8_384_dist,28.47,558.499,16,384,47.63
+swin_v2_cr_large_384,28.33,421.122,12,384,196.68
+ig_resnext101_32x48d,27.82,573.581,16,224,828.41
+resnetrs420,25.59,615.408,16,416,191.89
+beit_large_patch16_384,24.96,478.806,12,384,305.0
+volo_d3_448,23.79,333.801,8,448,86.63
+vit_giant_patch14_224,22.41,354.342,8,224,1012.61
+resnetv2_152x2_bitm,21.79,364.675,8,448,236.34
+xcit_medium_24_p8_384_dist,19.42,408.574,8,384,84.32
+nfnet_f4,18.89,630.122,12,512,316.07
+resnetv2_101x3_bitm,17.61,452.554,8,448,387.93
+dm_nfnet_f4,17.17,693.324,12,512,316.07
+volo_d4_448,16.84,353.766,6,448,193.41
+efficientnet_b8,14.4,412.697,6,672,87.41
+tf_efficientnet_b8_ap,14.32,415.19,6,672,87.41
+tf_efficientnet_b8,14.24,417.31,6,672,87.41
+nfnet_f5,12.31,643.8,8,544,377.21
+cait_m36_384,11.75,507.058,6,384,271.22
+xcit_large_24_p8_384_dist,11.36,524.55,6,384,188.93
+dm_nfnet_f5,11.21,706.654,8,544,377.21
+volo_d5_448,11.01,359.686,4,448,295.91
+swin_v2_cr_huge_384,10.89,364.734,4,384,657.94
+tf_efficientnet_l2_ns_475,10.43,377.703,4,475,480.31
+nfnet_f6,10.18,778.679,8,576,438.36
+beit_large_patch16_512,9.37,425.057,4,512,305.67
+dm_nfnet_f6,8.56,692.978,6,576,438.36
+volo_d5_512,7.76,383.588,3,512,296.09
+nfnet_f7,7.54,787.101,6,608,499.5
+cait_m48_448,4.71,419.695,2,448,356.46
+resnetv2_152x4_bitm,4.53,438.64,2,480,936.53
+tf_efficientnet_l2_ns,2.96,331.907,1,800,480.31
+efficientnet_l2,2.92,336.419,1,800,480.31

results/benchmark-train-amp-nhwc-pt111-cu113-rtx3090.csv

@@ -0,0 +1,752 @@
+model,train_samples_per_sec,train_step_time,train_batch_size,train_img_size,param_count
+tinynet_e,10725.36,46.047,512,106,2.04
+mobilenetv3_small_050,9864.52,50.786,512,224,1.59
+lcnet_035,9593.72,52.888,512,224,1.64
+lcnet_050,8283.82,61.296,512,224,1.88
+tf_mobilenetv3_small_minimal_100,8178.73,62.055,512,224,2.04
+tinynet_d,7987.22,63.336,512,152,2.34
+mobilenetv3_small_075,7734.29,65.482,512,224,2.04
+mobilenetv3_small_100,7481.49,67.702,512,224,2.54
+tf_mobilenetv3_small_075,7093.89,71.455,512,224,2.04
+tf_mobilenetv3_small_100,6879.11,73.705,512,224,2.54
+levit_128s,6303.14,80.293,512,224,7.78
+lcnet_075,5742.95,88.676,512,224,2.36
+lcnet_100,5331.75,95.531,512,224,2.95
+mixer_s32_224,4714.36,108.029,512,224,19.1
+mnasnet_small,4652.19,109.156,512,224,2.03
+mnasnet_050,4534.41,112.14,512,224,2.22
+levit_128,4434.56,114.332,512,224,9.21
+vit_small_patch32_224,4334.06,117.284,512,224,22.88
+mobilenetv2_035,4197.24,121.203,512,224,1.68
+tinynet_c,4165.97,121.921,512,184,2.46
+gernet_s,4117.74,123.649,512,224,8.17
+semnasnet_050,4027.14,126.223,512,224,2.08
+vit_tiny_r_s16_p8_224,3857.49,131.88,512,224,6.34
+levit_192,3823.94,132.765,512,224,10.95
+lcnet_150,3663.02,139.3,512,224,4.5
+resnet18,3584.19,142.504,512,224,11.69
+gluon_resnet18_v1b,3584.07,142.508,512,224,11.69
+swsl_resnet18,3583.72,142.531,512,224,11.69
+ssl_resnet18,3558.1,143.543,512,224,11.69
+mobilenetv2_050,3541.93,143.76,512,224,1.97
+mobilenetv3_large_075,3343.71,152.255,512,224,3.99
+ese_vovnet19b_slim_dw,3243.14,157.395,512,224,1.9
+tf_mobilenetv3_large_minimal_100,3227.09,157.922,512,224,3.92
+seresnet18,3222.19,158.398,512,224,11.78
+legacy_seresnet18,3130.77,163.021,512,224,11.78
+tf_mobilenetv3_large_075,3109.15,163.824,512,224,3.99
+mnasnet_075,3102.76,164.235,512,224,3.17
+ghostnet_050,3069.54,165.437,512,224,2.59
+mobilenetv3_rw,3020.36,168.644,512,224,5.48
+mobilenetv3_large_100,2997.0,169.969,512,224,5.48
+mobilenetv3_large_100_miil,2996.51,169.991,512,224,5.48
+levit_256,2923.52,174.041,512,224,18.89
+hardcorenas_a,2875.54,177.351,512,224,5.26
+resnet18d,2830.02,180.547,512,224,11.71
+mnasnet_b1,2826.42,180.324,512,224,4.38
+mnasnet_100,2810.01,181.39,512,224,4.38
+tf_mobilenetv3_large_100,2800.51,181.961,512,224,5.48
+tinynet_b,2773.33,183.58,512,188,3.73
+hardcorenas_b,2665.39,191.158,512,224,5.18
+semnasnet_075,2649.51,192.342,512,224,2.91
+hardcorenas_c,2643.17,192.764,512,224,5.52
+ese_vovnet19b_slim,2613.26,195.551,512,224,3.17
+mobilenetv2_075,2538.45,200.896,512,224,2.64
+tf_efficientnetv2_b0,2507.59,202.986,512,224,7.14
+spnasnet_100,2504.82,203.411,512,224,4.42
+levit_256d,2485.6,204.456,512,224,26.21
+hardcorenas_d,2483.8,204.983,512,224,7.5
+semnasnet_100,2411.15,211.44,512,224,3.89
+mnasnet_a1,2396.96,212.676,512,224,3.89
+mobilenetv2_100,2381.65,214.209,512,224,3.5
+regnetx_002,2371.97,215.169,512,224,2.68
+tinynet_a,2274.6,223.875,512,192,6.19
+regnety_002,2255.16,226.095,512,224,3.16
+ghostnet_100,2251.56,226.062,512,224,5.18
+fbnetc_100,2248.09,226.804,512,224,5.57
+deit_tiny_patch16_224,2233.8,228.385,512,224,5.72
+vit_tiny_patch16_224,2229.44,228.819,512,224,5.72
+efficientnet_lite0,2209.28,231.003,512,224,4.65
+hardcorenas_f,2207.45,230.839,512,224,8.2
+deit_tiny_distilled_patch16_224,2193.62,232.567,512,224,5.91
+hardcorenas_e,2183.35,233.392,512,224,8.07
+xcit_nano_12_p16_224_dist,2148.4,236.588,512,224,3.05
+xcit_nano_12_p16_224,2147.35,236.626,512,224,3.05
+tv_resnet34,2081.13,245.45,512,224,21.8
+resnet34,2080.93,245.474,512,224,21.8
+gluon_resnet34_v1b,2070.75,246.674,512,224,21.8
+pit_ti_distilled_224,2069.0,246.563,512,224,5.1
+pit_ti_224,2067.14,246.798,512,224,4.85
+tf_efficientnet_lite0,2051.57,248.83,512,224,4.65
+skresnet18,2011.18,253.956,512,224,11.96
+resnet26,1965.66,259.994,512,224,16.0
+resnetblur18,1945.89,262.773,512,224,11.69
+gernet_m,1920.15,265.947,512,224,21.14
+ese_vovnet19b_dw,1905.39,268.216,512,224,6.54
+nf_resnet26,1877.61,272.201,512,224,16.0
+hrnet_w18_small,1858.6,274.127,512,224,13.19
+seresnet34,1854.8,275.134,512,224,21.96
+mnasnet_140,1835.61,278.136,512,224,7.12
+legacy_seresnet34,1814.57,281.284,512,224,21.96
+efficientnet_b0,1800.57,212.181,384,224,5.29
+levit_384,1799.63,283.374,512,224,39.13
+resnet34d,1799.03,284.0,512,224,21.82
+mobilenetv2_110d,1768.64,216.1,384,224,4.52
+rexnetr_100,1759.23,217.141,384,224,4.88
+selecsls42,1754.3,291.22,512,224,30.35
+selecsls42b,1748.59,292.176,512,224,32.46
+mixer_b32_224,1728.02,295.478,512,224,60.29
+tf_efficientnet_b0_ns,1702.0,224.532,384,224,5.29
+tf_efficientnet_b0_ap,1700.69,224.751,384,224,5.29
+tf_efficientnet_b0,1700.24,224.78,384,224,5.29
+mixer_s16_224,1649.18,309.899,512,224,18.53
+semnasnet_140,1640.99,311.119,512,224,6.11
+tf_efficientnet_es,1622.88,314.744,512,224,5.44
+efficientnet_es,1618.83,315.528,512,224,5.44
+efficientnet_es_pruned,1616.07,316.054,512,224,5.44
+vit_base_patch32_224_sam,1613.76,316.429,512,224,88.22
+vit_base_patch32_224,1612.96,316.587,512,224,88.22
+resnet26d,1609.37,317.63,512,224,16.01
+tf_efficientnetv2_b1,1607.05,237.525,384,240,8.14
+ghostnet_130,1600.19,318.63,512,224,7.36
+pit_xs_distilled_224,1591.2,320.859,512,224,11.0
+pit_xs_224,1589.39,321.258,512,224,10.62
+repvgg_b0,1586.15,321.714,512,224,15.82
+resmlp_12_224,1552.02,329.099,512,224,15.35
+resmlp_12_distilled_224,1551.98,329.119,512,224,15.35
+gmixer_12_224,1551.47,329.195,512,224,12.7
+mobilenetv2_140,1539.46,248.646,384,224,6.11
+mobilevit_xxs,1515.36,252.293,384,256,1.27
+selecsls60,1486.56,343.544,512,224,30.67
+selecsls60b,1480.82,344.867,512,224,32.77
+nf_seresnet26,1471.47,347.302,512,224,17.4
+xcit_tiny_12_p16_224,1422.37,358.218,512,224,6.72
+xcit_tiny_12_p16_224_dist,1420.76,358.558,512,224,6.72
+efficientnet_lite1,1418.67,179.483,256,240,5.42
+vit_small_patch32_384,1414.68,361.045,512,384,22.92
+efficientnet_b1_pruned,1384.32,368.407,512,240,6.33
+gmlp_ti16_224,1378.39,276.995,384,224,5.87
+dla46_c,1367.99,373.533,512,224,1.3
+nf_ecaresnet26,1361.11,375.605,512,224,16.0
+poolformer_s12,1359.83,375.831,512,224,11.92
+rexnetr_130,1350.37,188.438,256,224,7.61
+tf_efficientnet_lite1,1343.78,189.557,256,240,5.42
+crossvit_tiny_240,1320.33,386.159,512,240,7.01
+mobilenetv2_120d,1309.71,194.276,256,224,5.83
+resnetv2_50,1296.0,394.281,512,224,25.55
+gernet_l,1283.32,398.106,512,256,31.08
+rexnet_100,1277.92,299.324,384,224,4.8
+crossvit_9_240,1236.5,309.16,384,240,8.55
+resnet26t,1227.85,416.475,512,256,16.01
+ssl_resnet50,1223.5,417.643,512,224,25.56
+resnet50,1222.61,417.956,512,224,25.56
+tv_resnet50,1222.03,418.147,512,224,25.56
+swsl_resnet50,1222.0,418.189,512,224,25.56
+gluon_resnet50_v1b,1221.97,418.181,512,224,25.56
+crossvit_9_dagger_240,1195.59,319.731,384,240,8.78
+vit_tiny_r_s16_p8_384,1193.45,320.912,384,384,6.36
+rexnetr_150,1185.63,214.799,256,224,9.78
+fbnetv3_b,1184.86,322.487,384,256,8.6
+botnet26t_256,1168.73,327.971,384,256,12.49
+tf_efficientnetv2_b2,1157.41,219.649,256,260,10.1
+regnetx_004,1150.82,443.834,512,224,5.16
+repvgg_a2,1142.14,447.42,512,224,28.21
+skresnet34,1140.48,447.803,512,224,22.28
+resnetv2_50t,1134.35,450.541,512,224,25.57
+fbnetv3_d,1133.65,223.966,256,256,10.31
+resnetv2_50d,1131.93,451.499,512,224,25.57
+gluon_resnet50_v1c,1131.41,338.54,384,224,25.58
+halonet26t,1122.34,341.57,384,256,12.48
+convit_tiny,1108.09,461.02,512,224,5.71
+efficientnet_lite2,1096.26,232.544,256,260,6.09
+dla34,1094.33,467.287,512,224,15.74
+convnext_nano_hnf,1075.54,356.227,384,224,15.59
+resnet50d,1070.21,357.929,384,224,25.58
+gluon_resnet50_v1d,1070.13,357.997,384,224,25.58
+resnet50t,1068.62,358.508,384,224,25.57
+mixnet_s,1051.2,485.837,512,224,4.13
+legacy_seresnext26_32x4d,1051.18,486.414,512,224,16.79
+tf_efficientnet_lite2,1045.58,243.879,256,260,6.09
+vit_small_resnet26d_224,1042.37,367.395,384,224,63.61
+deit_small_patch16_224,1032.62,371.017,384,224,22.05
+vit_small_patch16_224,1027.63,372.823,384,224,22.05
+regnety_004,1027.25,497.255,512,224,4.34
+tf_efficientnet_b1_ns,1026.16,247.955,256,240,7.79
+tf_efficientnet_b1_ap,1026.11,248.006,256,240,7.79
+tf_efficientnet_b1,1025.11,248.193,256,240,7.79
+resnet32ts,1021.77,249.96,256,256,17.96
+deit_small_distilled_patch16_224,1010.79,379.058,384,224,22.44
+resnet33ts,1009.39,252.998,256,256,19.68
+res2net50_48w_2s,1006.25,380.82,384,224,25.29
+vovnet39a,1004.46,509.092,512,224,22.6
+seresnext26d_32x4d,1002.27,382.471,384,224,16.81
+seresnext26t_32x4d,1001.74,382.665,384,224,16.81
+seresnext26tn_32x4d,1001.47,382.779,384,224,16.81
+legacy_seresnet50,993.86,385.256,384,224,28.09
+tf_efficientnet_em,979.63,260.356,256,240,6.9
+efficientnet_em,978.46,260.687,256,240,6.9
+dla46x_c,973.77,525.047,512,224,1.07
+eca_resnet33ts,964.39,264.788,256,256,19.68
+pit_s_224,961.0,265.507,256,224,23.46
+pit_s_distilled_224,960.14,265.718,256,224,24.04
+tf_mixnet_s,958.59,532.877,512,224,4.13
+seresnet50,956.87,400.165,384,224,28.09
+efficientnet_b1,954.91,266.596,256,256,7.79
+seresnet33ts,954.85,267.313,256,256,19.78
+ecaresnetlight,952.86,536.422,512,224,30.16
+vit_base2_patch32_256,950.48,537.853,512,256,119.46
+ese_vovnet39b,947.73,539.578,512,224,24.57
+ecaresnext50t_32x4d,947.69,404.65,384,224,15.41
+ecaresnext26t_32x4d,947.22,404.844,384,224,15.41
+dla60,945.45,405.196,384,224,22.04
+gluon_resnet50_v1s,943.31,406.227,384,224,25.68
+resnetaa50d,941.94,406.82,384,224,25.58
+eca_vovnet39b,939.18,544.514,512,224,22.6
+vgg11,930.6,550.023,512,224,132.86
+gcresnet33ts,927.58,274.995,256,256,19.88
+lambda_resnet26rpt_256,921.55,207.755,192,256,10.99
+dla60x_c,921.01,554.951,512,224,1.32
+ecaresnet50d_pruned,911.85,560.565,512,224,19.94
+resnetblur50,909.58,421.362,384,224,25.56
+mobilevit_xs,909.51,210.0,192,256,2.32
+cspresnet50,906.79,422.612,384,256,21.62
+rexnetr_200,896.75,212.966,192,224,16.52
+coat_lite_tiny,890.79,430.193,384,224,5.72
+nf_seresnet50,886.81,431.807,384,224,28.09
+dpn68b,878.29,436.039,384,224,12.61
+selecsls84,872.56,585.545,512,224,50.95
+twins_svt_small,868.85,440.366,384,224,24.06
+hrnet_w18_small_v2,867.42,587.948,512,224,15.6
+seresnet50t,865.51,442.504,384,224,28.1
+cspresnext50,862.61,444.309,384,224,20.57
+resnetrs50,861.96,444.354,384,224,35.69
+cspresnet50w,860.12,445.567,384,256,28.12
+cspresnet50d,849.09,451.363,384,256,21.64
+densenet121,845.28,301.077,256,224,7.98
+tv_densenet121,845.28,301.063,256,224,7.98
+rexnet_150,842.23,302.82,256,224,9.73
+tv_resnext50_32x4d,836.18,458.41,384,224,25.03
+swsl_resnext50_32x4d,836.09,458.464,384,224,25.03
+res2net50_26w_4s,835.77,458.208,384,224,25.7
+coat_lite_mini,833.77,459.672,384,224,11.01
+vit_base_resnet26d_224,833.37,459.491,384,224,101.4
+resnext50_32x4d,832.87,460.244,384,224,25.03
+ssl_resnext50_32x4d,832.34,460.521,384,224,25.03
+dpn68,831.95,460.44,384,224,12.61
+gluon_resnext50_32x4d,831.77,460.799,384,224,25.03
+vovnet57a,828.64,616.994,512,224,36.64
+efficientnet_b2_pruned,825.77,308.457,256,260,8.31
+resnetblur50d,818.48,311.928,256,224,25.58
+skresnet50,810.12,472.628,384,224,25.8
+tf_efficientnet_b2_ap,809.72,235.646,192,260,9.11
+tf_efficientnet_b2_ns,809.32,235.717,192,260,9.11
+tf_efficientnet_b2,809.06,235.843,192,260,9.11
+vgg11_bn,805.38,476.555,384,224,132.87
+densenet121d,805.31,316.045,256,224,8.0
+nf_ecaresnet50,804.89,476.102,384,224,25.56
+rexnet_130,801.42,318.304,256,224,7.56
+ecaresnet50d,793.07,483.245,384,224,25.58
+ese_vovnet57b,790.94,484.567,384,224,38.61
+regnetx_006,790.56,646.782,512,224,6.2
+gcresnet50t,788.09,323.372,256,256,25.9
+regnety_006,787.76,648.873,512,224,6.06
+convnext_tiny,781.17,326.737,256,224,28.59
+tf_inception_v3,774.78,494.217,384,299,23.83
+gluon_inception_v3,774.48,494.404,384,299,23.83
+seresnetaa50d,773.82,329.682,256,224,28.11
+inception_v3,772.99,495.38,384,299,23.83
+adv_inception_v3,769.85,497.351,384,299,23.83
+resmlp_24_distilled_224,767.92,331.893,256,224,30.02
+resnext50d_32x4d,765.61,333.516,256,224,25.05
+resmlp_24_224,762.25,334.383,256,224,30.02
+gmixer_24_224,759.72,335.461,256,224,24.72
+resnetv2_101,757.49,336.449,256,224,44.54
+res2net50_14w_8s,756.34,336.303,256,224,25.06
+xcit_nano_12_p16_384_dist,754.95,337.338,256,384,3.05
+sehalonet33ts,749.52,340.746,256,256,13.69
+densenetblur121d,739.98,344.167,256,224,8.0
+dla60_res2net,736.45,346.205,256,224,20.85
+skresnet50d,736.23,346.324,256,224,25.82
+mobilevit_s,734.66,260.236,192,256,5.58
+gluon_resnet101_v1b,731.02,348.601,256,224,44.55
+tv_resnet101,727.65,350.31,256,224,44.55
+resnet101,727.5,350.369,256,224,44.55
+xcit_tiny_24_p16_224,726.25,349.143,256,224,12.12
+xcit_tiny_24_p16_224_dist,725.28,349.489,256,224,12.12
+efficientnet_b2,724.21,263.654,192,288,9.11
+twins_pcpvt_small,724.17,351.883,256,224,24.11
+efficientnet_b2a,723.56,263.856,192,288,9.11
+ecaresnet101d_pruned,714.19,715.116,512,224,24.88
+nf_resnet50,710.87,539.322,384,288,25.56
+nf_resnet101,707.69,540.968,384,224,44.55
+seresnext50_32x4d,706.91,361.01,256,224,27.56
+gluon_seresnext50_32x4d,706.58,361.114,256,224,27.56
+efficientnet_b0_gn,705.84,361.599,256,224,5.29
+legacy_seresnext50_32x4d,704.96,362.028,256,224,27.56
+nf_regnet_b0,703.19,726.933,512,256,8.76
+darknet53,701.97,363.892,256,256,41.61
+resnetv2_101d,699.92,364.177,256,224,44.56
+densenet169,698.35,364.121,256,224,14.15
+gluon_resnet101_v1c,697.85,365.313,256,224,44.57
+dla60x,694.54,367.645,256,224,17.35
+poolformer_s24,690.11,369.675,256,224,21.39
+semobilevit_s,684.71,279.143,192,256,5.74
+efficientnetv2_rw_t,684.48,278.424,192,288,13.65
+vit_small_r26_s32_224,682.34,373.878,256,224,36.43
+convnext_tiny_hnf,681.83,374.501,256,224,28.59
+gluon_resnet101_v1d,674.08,378.237,256,224,44.57
+tf_efficientnetv2_b3,670.7,284.467,192,300,14.36
+xcit_small_12_p16_224,670.22,380.208,256,224,26.25
+xcit_small_12_p16_224_dist,669.97,380.26,256,224,26.25
+sebotnet33ts_256,666.38,191.3,128,256,13.7
+rexnet_200,665.99,287.162,192,224,16.37
+vgg13,663.21,578.818,384,224,133.05
+regnety_008,661.82,772.637,512,224,6.26
+wide_resnet50_2,661.04,580.088,384,224,68.88
+dla102,650.38,392.047,256,224,33.27
+gmlp_s16_224,648.9,294.316,192,224,19.42
+vit_base_resnet50d_224,646.39,394.444,256,224,110.97
+swin_tiny_patch4_window7_224,639.35,399.428,256,224,28.29
+ecaresnet26t,628.75,406.586,256,320,16.01
+repvgg_b1,627.31,815.089,512,224,57.42
+gluon_resnet101_v1s,624.3,408.497,256,224,44.67
+crossvit_small_240,624.04,408.587,256,240,26.86
+resnetaa101d,621.23,410.532,256,224,44.57
+eca_botnext26ts_256,618.03,413.613,256,256,10.59
+resnext26ts,615.62,623.252,384,256,10.3
+gc_efficientnetv2_rw_t,605.04,314.593,192,288,13.68
+eca_halonext26ts,604.41,422.932,256,256,10.76
+seresnext26ts,598.53,427.051,256,256,10.39
+eca_resnext26ts,598.25,427.346,256,256,10.3
+convnext_tiny_hnfd,592.58,430.992,256,224,28.63
+regnetx_008,591.8,864.35,512,224,7.26
+resnetv2_50x1_bit_distilled,589.64,324.794,192,224,25.55
+legacy_seresnet101,588.41,432.899,256,224,49.33
+gcresnext26ts,585.17,436.656,256,256,10.48
+halonet50ts,584.39,327.573,192,256,22.73
+xcit_nano_12_p8_224,583.42,437.05,256,224,3.05
+cait_xxs24_224,582.93,436.673,256,224,11.96
+xcit_nano_12_p8_224_dist,581.01,438.848,256,224,3.05
+mixer_b16_224,580.44,440.268,256,224,59.88
+mixer_b16_224_miil,579.94,440.653,256,224,59.88
+swin_s3_tiny_224,578.76,441.339,256,224,28.33
+seresnet101,574.05,443.691,256,224,49.33
+mixnet_m,573.23,891.634,512,224,5.01
+res2net50_26w_6s,569.28,447.908,256,224,37.05
+vgg13_bn,568.79,449.813,256,224,133.05
+crossvit_15_240,568.46,335.957,192,240,27.53
+resnetblur101d,567.71,449.352,256,224,44.57
+cspdarknet53,565.64,451.547,256,256,27.64
+efficientnet_lite3,563.01,226.244,128,300,8.2
+tf_efficientnet_lite3,561.05,227.067,128,300,8.2
+crossvit_15_dagger_240,549.96,347.22,192,240,28.21
+resnext101_32x4d,548.6,465.031,256,224,44.18
+tf_mixnet_m,547.03,700.438,384,224,5.01
+swsl_resnext101_32x4d,546.13,467.192,256,224,44.18
+gluon_resnext101_32x4d,545.31,467.899,256,224,44.18
+ssl_resnext101_32x4d,545.31,467.944,256,224,44.18
+densenet201,539.32,353.029,192,224,20.01
+vgg16,536.49,715.548,384,224,138.36
+bat_resnext26ts,533.44,478.688,256,256,10.73
+nf_seresnet101,532.2,478.733,256,224,49.33
+vit_base_r26_s32_224,528.57,361.981,192,224,101.38
+resnetv2_152,524.49,485.916,256,224,60.19
+botnet50ts_256,524.41,243.109,128,256,22.74
+res2net101_26w_4s,523.46,486.536,256,224,45.21
+efficientnet_b3_pruned,519.43,491.117,256,300,9.86
+vit_base_patch32_384,517.32,494.013,256,384,88.3
+vit_large_patch32_224,511.41,498.976,256,224,306.54
+halo2botnet50ts_256,510.64,375.017,192,256,22.64
+mixer_l32_224,510.1,374.908,192,224,206.94
+swin_v2_cr_tiny_224,506.89,377.55,192,224,28.33
+resmlp_36_distilled_224,505.72,377.435,192,224,44.69
+resmlp_36_224,505.39,377.735,192,224,44.69
+vit_tiny_patch16_384,503.94,253.174,128,384,5.79
+res2next50,502.84,507.818,256,224,24.67
+dla102x,501.98,380.938,192,224,26.31
+swin_v2_cr_tiny_ns_224,501.36,381.688,192,224,28.33
+resnet152,499.83,381.783,192,224,60.19
+gluon_resnet152_v1b,499.79,381.933,192,224,60.19
+tv_resnet152,496.47,384.401,192,224,60.19
+xception,494.06,258.29,128,299,22.86
+visformer_tiny,491.83,1040.332,512,224,10.32
+mixnet_l,488.23,784.993,384,224,7.33
+gluon_resnet152_v1c,485.58,393.139,192,224,60.21
+resnet50_gn,484.73,395.256,192,224,25.56
+resnetv2_152d,484.59,393.938,192,224,60.2
+twins_pcpvt_base,480.18,397.102,192,224,43.83
+nest_tiny,477.31,267.267,128,224,17.06
+res2net50_26w_8s,476.93,534.581,256,224,48.4
+ecaresnet101d,475.58,536.508,256,224,44.57
+convnext_small,473.89,403.445,192,224,50.22
+gluon_resnet152_v1d,473.52,403.216,192,224,60.21
+tf_mixnet_l,470.86,542.123,256,224,7.33
+jx_nest_tiny,470.71,271.015,128,224,17.06
+vgg16_bn,469.97,544.386,256,224,138.37
+nf_ecaresnet101,465.87,547.628,256,224,44.55
+coat_lite_small,463.34,412.922,192,224,19.84
+poolformer_s36,458.24,417.134,192,224,30.86
+efficientnet_el,455.42,279.993,128,300,10.59
+efficientnet_el_pruned,454.32,280.643,128,300,10.59
+vgg19,451.86,849.574,384,224,143.67
+convit_small,450.19,425.458,192,224,27.78
+fbnetv3_g,449.02,283.045,128,288,16.62
+ese_vovnet99b,448.97,568.658,256,224,63.2
+seresnext101_32x4d,448.16,426.163,192,224,48.96
+gluon_seresnext101_32x4d,447.49,426.94,192,224,48.96
+gluon_resnet152_v1s,446.73,427.49,192,224,60.32
+legacy_seresnext101_32x4d,446.01,428.263,192,224,48.96
+nf_regnet_b3,442.03,577.378,256,320,18.59
+tf_efficientnet_el,441.61,288.785,128,300,10.59
+ese_vovnet39b_evos,439.23,290.493,128,224,24.58
+dla60_res2next,437.89,583.208,256,224,17.03
+volo_d1_224,437.25,437.756,192,224,26.63
+dla169,436.98,436.866,192,224,53.39
+skresnext50_32x4d,435.09,586.972,256,224,27.48
+hrnet_w32,433.46,438.263,192,224,41.23
+vit_small_resnet50d_s16_224,432.94,442.239,192,224,57.53
+twins_svt_base,429.83,444.617,192,224,56.07
+hrnet_w18,419.32,605.846,256,224,21.3
+crossvit_18_240,400.15,317.858,128,240,43.27
+vgg19_bn,399.74,640.035,256,224,143.68
+ecaresnet50t,399.44,319.549,128,320,25.57
+inception_v4,397.78,480.469,192,299,42.68
+tf_efficientnet_b3,393.44,323.695,128,300,12.23
+swin_small_patch4_window7_224,393.38,486.272,192,224,49.61
+legacy_seresnet152,392.87,485.406,192,224,66.82
+tf_efficientnet_b3_ap,392.08,324.783,128,300,12.23
+vit_base_patch16_224_miil,391.87,489.169,192,224,86.54
+tf_efficientnet_b3_ns,391.61,325.176,128,300,12.23
+crossvit_18_dagger_240,387.95,327.891,128,240,44.27
+vit_base_patch16_224,385.23,497.575,192,224,86.57
+vit_base_patch16_224_sam,384.98,497.891,192,224,86.57
+deit_base_patch16_224,384.15,498.956,192,224,86.57
+cait_xxs36_224,380.29,501.012,192,224,17.3
+repvgg_b2,380.03,1346.183,512,224,89.02
+regnetx_016,379.21,1349.264,512,224,9.19
+deit_base_distilled_patch16_224,378.28,506.739,192,224,87.34
+densenet161,376.13,337.907,128,224,28.68
+haloregnetz_b,375.52,680.247,256,224,11.68
+xcit_tiny_12_p8_224,374.86,339.659,128,224,6.71
+xcit_tiny_12_p8_224_dist,374.8,339.672,128,224,6.71
+seresnet152,372.93,339.954,128,224,66.82
+dla102x2,362.92,351.15,128,224,41.28
+wide_resnet101_2,360.46,531.121,192,224,126.89
+gluon_resnext101_64x4d,357.83,356.147,128,224,83.46
+efficientnet_b3a,354.6,359.335,128,320,12.23
+resnet200,354.57,357.998,128,224,64.67
+xception41p,353.88,360.846,128,299,26.91
+regnety_016,353.36,1447.082,512,224,11.2
+efficientnet_b3,353.18,360.796,128,320,12.23
+beit_base_patch16_224,352.29,543.93,192,224,86.53
+resnest14d,349.84,1463.045,512,224,10.61
+hrnet_w30,346.82,733.381,256,224,37.71
+ens_adv_inception_resnet_v2,341.5,558.819,192,299,55.84
+inception_resnet_v2,341.03,559.722,192,299,55.84
+xcit_small_24_p16_224_dist,341.01,371.894,128,224,47.67
+tnt_s_patch16_224,340.3,562.32,192,224,23.76
+xcit_small_24_p16_224,339.02,373.952,128,224,47.67
+efficientnet_lite4,334.87,189.779,64,380,13.01
+dpn92,332.25,769.002,256,224,37.67
+nf_regnet_b1,330.04,1549.911,512,288,10.22
+twins_pcpvt_large,327.73,386.698,128,224,60.99
+resnet101d,327.41,389.353,128,320,44.57
+convnext_small_in22ft1k,327.31,389.301,128,224,88.59
+convnext_base,327.3,389.374,128,224,88.59
+convnext_base_in22ft1k,326.61,390.177,128,224,88.59
+convnext_tiny_in22ft1k,324.94,392.181,128,224,88.59
+tf_efficientnet_lite4,322.62,197.041,64,380,13.01
+resnetrs101,321.74,395.61,128,288,63.62
+pit_b_224,318.92,400.391,128,224,73.76
+pit_b_distilled_224,318.09,401.455,128,224,74.79
+gcresnext50ts,316.73,604.706,192,256,15.67
+repvgg_b3,315.56,1215.795,384,224,123.09
+gluon_seresnext101_64x4d,313.23,406.424,128,224,88.23
+regnetz_d8,311.3,204.013,64,320,23.37
+poolformer_m36,307.82,413.95,128,224,56.17
+xception41,305.16,418.228,128,299,26.97
+resnetv2_50d_gn,304.62,419.347,128,288,25.57
+coat_tiny,304.05,418.955,128,224,5.5
+vit_small_patch16_36x1_224,302.22,420.928,128,224,64.67
+swin_v2_cr_small_224,302.05,421.43,128,224,49.7
+cait_s24_224,301.09,422.497,128,224,46.92
+mixnet_xl,300.81,849.169,256,224,11.9
+vit_small_patch16_18x2_224,299.9,424.102,128,224,64.67
+resnetv2_50d_frn,299.64,426.047,128,224,25.59
+efficientnetv2_s,299.05,318.819,96,384,21.46
+twins_svt_large,298.59,426.599,128,224,99.27
+tf_efficientnetv2_s,297.45,320.544,96,384,21.46
+tf_efficientnetv2_s_in21ft1k,295.84,322.238,96,384,21.46
+efficientnetv2_rw_s,295.58,214.343,64,384,23.94
+nest_small,295.19,323.571,96,224,38.35
+jx_nest_small,293.04,325.974,96,224,38.35
+hrnet_w40,291.68,653.529,192,224,57.56
+regnetz_005,286.8,1783.819,512,224,7.12
+nf_regnet_b2,284.19,1799.964,512,272,14.31
+dpn98,283.21,450.397,128,224,61.57
+gluon_xception65,280.82,339.911,96,299,39.92
+xception65,279.18,341.922,96,299,39.92
+resnet51q,277.93,689.969,192,288,35.7
+nf_regnet_b4,277.28,459.47,128,384,30.21
+swin_s3_small_224,277.05,344.678,96,224,49.74
+swin_base_patch4_window7_224,275.83,462.244,128,224,87.77
+xception65p,274.95,464.241,128,299,39.82
+gmlp_b16_224,270.89,352.851,96,224,73.08
+hrnet_w48,266.5,475.648,128,224,77.47
+resnest26d,258.35,1485.604,384,224,17.07
+resnest50d_1s4x24d,258.11,990.508,256,224,25.68
+xcit_tiny_24_p16_384_dist,251.56,378.207,96,384,12.12
+regnetz_c16,250.16,510.248,128,320,13.46
+crossvit_base_240,249.99,382.366,96,240,105.03
+coat_mini,247.34,515.482,128,224,10.34
+xcit_medium_24_p16_224,244.65,519.851,128,224,84.4
+xcit_medium_24_p16_224_dist,244.08,521.069,128,224,84.4
+hrnet_w44,241.77,789.352,192,224,67.06
+efficientnet_b4,241.47,262.953,64,384,19.34
+volo_d2_224,238.72,400.292,96,224,58.68
+tf_efficientnet_b4,236.52,268.528,64,380,19.34
+tf_efficientnet_b4_ap,236.39,268.69,64,380,19.34
+tf_efficientnet_b4_ns,236.1,269.028,64,380,19.34
+vit_small_patch16_384,235.52,270.897,64,384,22.2
+resnetv2_50d_evob,235.19,406.951,96,224,25.59
+tresnet_m,234.84,2177.505,512,224,31.39
+nfnet_l0,233.22,1096.449,256,288,35.07
+visformer_small,232.72,1649.37,384,224,40.22
+xcit_small_12_p16_384_dist,230.87,414.048,96,384,26.25
+vit_large_r50_s32_224,228.88,417.083,96,224,328.99
+convit_base,228.65,558.76,128,224,86.54
+eca_nfnet_l0,226.92,1127.142,256,288,24.14
+resnetv2_50d_evos,223.6,285.051,64,288,25.59
+tnt_b_patch16_224,222.54,573.324,128,224,65.41
+vit_small_r26_s32_384,221.41,287.746,64,384,36.47
+densenet264,220.0,432.388,96,224,72.69
+swin_s3_base_224,219.07,435.557,96,224,71.13
+hrnet_w64,218.91,579.973,128,224,128.06
+resnext101_64x4d,217.22,440.378,96,288,83.46
+resnet152d,216.09,441.927,96,320,60.21
+xception71,215.62,294.681,64,299,42.34
+swin_v2_cr_base_224,215.23,443.662,96,224,87.88
+dpn131,211.54,603.038,128,224,79.25
+nest_base,210.35,302.564,64,224,67.72
+vit_base_r50_s16_224,208.87,457.959,96,224,98.66
+jx_nest_base,208.37,305.48,64,224,67.72
+resnet61q,207.91,614.63,128,288,36.85
+mixnet_xxl,202.79,629.315,128,224,23.96
+xcit_nano_12_p8_384_dist,196.18,324.445,64,384,3.05
+poolformer_m48,193.91,492.638,96,224,73.47
+xcit_tiny_24_p8_224,190.8,499.85,96,224,12.11
+xcit_tiny_24_p8_224_dist,190.62,500.3,96,224,12.11
+seresnet200d,190.31,500.165,96,256,71.86
+ecaresnet200d,182.23,523.49,96,256,64.69
+regnetz_b16,181.6,1055.83,192,288,9.72
+convnext_large_in22ft1k,180.86,529.028,96,224,197.77
+convnext_large,180.64,529.707,96,224,197.77
+convmixer_768_32,179.25,534.249,96,224,21.11
+repvgg_b1g4,178.41,2868.637,512,224,39.97
+regnety_032,178.01,1436.656,256,288,19.44
+regnetx_032,177.68,2160.015,384,224,15.3
+resnest50d,177.64,1439.786,256,224,27.48
+gluon_senet154,177.29,538.24,96,224,115.09
+senet154,176.81,539.67,96,224,115.09
+halonet_h1,175.85,362.526,64,256,8.1
+legacy_senet154,175.45,543.752,96,224,115.09
+xcit_small_12_p8_224,174.99,363.954,64,224,26.21
+xcit_small_12_p8_224_dist,174.85,364.256,64,224,26.21
+seresnet152d,173.74,364.967,64,320,66.84
+dpn107,173.23,552.482,96,224,86.92
+mixer_l16_224,172.58,554.751,96,224,208.2
+resnetrs152,171.14,370.433,64,320,86.62
+resnest50d_4s2x40d,167.22,1529.64,256,224,30.42
+resnet200d,166.19,382.131,64,320,64.69
+volo_d3_224,162.25,391.709,64,224,86.33
+regnetx_040,161.87,2371.182,384,224,22.12
+vit_large_patch32_384,161.83,591.666,96,384,306.63
+efficientnet_b3_gn,160.22,397.781,64,320,11.73
+swin_large_patch4_window7_224,151.35,420.987,64,224,196.53
+regnetx_080,150.02,2558.515,384,224,39.57
+regnety_040s_gn,149.61,853.983,128,224,20.65
+efficientnetv2_m,149.31,318.263,48,416,54.14
+ssl_resnext101_32x8d,147.46,866.477,128,224,88.79
+resnext101_32x8d,147.32,867.312,128,224,88.79
+swsl_resnext101_32x8d,147.16,868.264,128,224,88.79
+ig_resnext101_32x8d,146.91,869.691,128,224,88.79
+regnetz_e8,146.27,326.163,48,320,57.7
+resnetv2_50x1_bitm,140.77,340.162,48,448,25.55
+seresnet269d,137.16,460.633,64,256,113.67
+xcit_large_24_p16_224,136.77,464.553,64,224,189.1
+xcit_large_24_p16_224_dist,136.73,464.738,64,224,189.1
+xcit_tiny_12_p8_384_dist,128.06,373.098,48,384,6.71
+efficientnetv2_rw_m,126.21,250.013,32,416,53.24
+regnetx_064,124.13,2061.422,256,224,26.21
+resnetrs200,123.75,383.587,48,320,93.21
+dm_nfnet_f0,121.58,2104.417,256,256,71.49
+swin_v2_cr_large_224,120.98,394.327,48,224,196.68
+regnety_040,120.25,1595.17,192,288,20.65
+nfnet_f0,119.63,2138.729,256,256,71.49
+regnetv_040,118.92,1074.873,128,288,20.64
+ese_vovnet99b_iabn,118.27,3243.951,384,224,63.2
+xcit_small_24_p16_384_dist,117.41,405.393,48,384,47.67
+regnetz_b16_evos,117.22,544.08,64,288,9.74
+crossvit_15_dagger_408,116.43,273.026,32,408,28.5
+efficientnet_b0_g8_gn,115.43,2216.717,256,224,6.56
+vit_large_patch16_224,115.39,553.095,64,224,304.33
+regnetz_c16_evos,115.15,414.978,48,320,13.49
+vit_base_patch16_18x2_224,114.12,558.126,64,224,256.73
+convnext_xlarge_in22ft1k,114.03,559.475,64,224,350.2
+convnext_tiny_384_in22ft1k,112.53,424.859,48,384,88.59
+convnext_small_384_in22ft1k,112.49,424.983,48,384,88.59
+convnext_base_384_in22ft1k,112.43,425.187,48,384,88.59
+swin_v2_cr_tiny_384,111.07,286.85,32,384,28.33
+tf_efficientnetv2_m,109.5,289.071,32,480,54.14
+tf_efficientnetv2_m_in21ft1k,109.37,289.435,32,480,54.14
+beit_large_patch16_224,106.59,598.365,64,224,304.43
+volo_d1_384,104.96,303.527,32,384,26.78
+tresnet_l,104.79,4882.686,512,224,55.99
+repvgg_b2g4,102.33,5002.104,512,224,61.76
+eca_nfnet_l1,101.26,1262.246,128,320,41.41
+volo_d4_224,101.17,471.916,48,224,192.96
+cspdarknet53_iabn,98.65,3890.155,384,256,27.64
+cait_xxs24_384,98.52,484.701,48,384,12.03
+efficientnet_b5,97.28,326.485,32,456,30.39
+tf_efficientnet_b5,95.75,331.792,32,456,30.39
+tf_efficientnet_b5_ns,95.73,331.833,32,456,30.39
+vit_base_patch16_384,95.69,333.568,32,384,86.86
+deit_base_patch16_384,95.67,333.658,32,384,86.86
+regnetz_d8_evos,95.66,332.456,32,320,23.46
+tf_efficientnet_b5_ap,95.45,332.725,32,456,30.39
+regnetz_040,94.56,674.98,64,320,27.12
+regnetz_040h,94.14,678.01,64,320,28.94
+deit_base_distilled_patch16_384,93.65,340.87,32,384,87.63
+tresnet_xl,90.76,4227.401,384,224,78.44
+cspresnext50_iabn,89.98,4265.102,384,256,20.57
+resnest101e,89.71,1424.366,128,256,48.28
+crossvit_18_dagger_408,87.99,361.633,32,408,44.61
+xcit_small_24_p8_224,87.73,361.414,32,224,47.63
+xcit_small_24_p8_224_dist,87.7,361.441,32,224,47.63
+resnetv2_101x1_bitm,86.89,366.637,32,448,44.54
+nf_regnet_b5,86.53,736.892,64,456,49.74
+resnetv2_152x2_bit_teacher,86.4,368.012,32,224,236.34
+repvgg_b3g4,84.75,4530.071,384,224,83.83
+vit_large_patch14_224,84.3,567.814,48,224,304.2
+beit_base_patch16_384,82.73,385.724,32,384,86.74
+seresnext101_32x8d,81.65,781.61,64,288,93.57
+xcit_medium_24_p16_384_dist,81.08,391.168,32,384,84.4
+ecaresnet269d,77.88,406.425,32,352,102.09
+regnetx_120,77.54,3300.773,256,224,46.11
+pnasnet5large,76.44,414.721,32,331,86.06
+vit_large_r50_s32_384,75.76,419.984,32,384,329.09
+regnety_120,75.34,2547.007,192,224,51.82
+resnetrs270,75.27,419.128,32,352,129.86
+swin_base_patch4_window12_384,73.61,432.836,32,384,87.9
+regnety_064,72.69,1759.173,128,288,30.58
+regnetz_d32,72.18,885.049,64,320,27.58
+regnetv_064,71.81,1780.738,128,288,30.58
+resmlp_big_24_224,68.34,466.717,32,224,129.14
+resmlp_big_24_224_in22ft1k,68.31,466.955,32,224,129.14
+resmlp_big_24_distilled_224,68.26,467.278,32,224,129.14
+regnety_320,67.49,1895.092,128,224,145.05
+nasnetalarge,66.93,473.19,32,331,88.75
+swin_v2_cr_small_384,66.26,359.874,24,384,49.7
+cait_xs24_384,65.98,482.447,32,384,26.67
+regnety_080,65.45,1954.421,128,288,39.18
+regnetx_160,65.01,2952.336,192,224,54.28
+xcit_tiny_24_p8_384_dist,64.61,492.002,32,384,12.11
+volo_d5_224,64.26,494.733,32,224,295.46
+cait_xxs36_384,63.75,498.023,32,384,17.37
+vit_base_patch8_224,62.96,380.293,24,224,86.58
+xcit_medium_24_p8_224,62.71,506.97,32,224,84.32
+xcit_medium_24_p8_224_dist,62.63,507.407,32,224,84.32
+efficientnet_b3_g8_gn,62.43,1023.448,64,320,14.25
+convnext_large_384_in22ft1k,61.7,516.836,32,384,197.77
+convmixer_1024_20_ks9_p14,61.37,4170.722,256,224,24.38
+efficientnet_b0_g16_evos,60.46,6350.16,384,224,8.11
+tf_efficientnetv2_l_in21ft1k,60.25,261.19,16,480,118.52
+xcit_small_12_p8_384_dist,60.04,398.02,24,384,26.21
+efficientnetv2_l,59.19,265.957,16,480,118.52
+vit_base_resnet50_384,59.0,405.136,24,384,98.95
+tf_efficientnetv2_l,58.87,267.382,16,480,118.52
+vit_base_r50_s16_384,58.85,406.196,24,384,98.95
+volo_d2_384,58.21,273.125,16,384,58.87
+tresnet_m_448,53.55,3582.526,192,448,31.39
+cait_s24_384,49.8,479.385,24,384,47.06
+regnety_160,48.14,1993.0,96,288,83.59
+ig_resnext101_32x16d,47.52,2018.737,96,224,194.03
+swsl_resnext101_32x16d,47.43,2022.391,96,224,194.03
+xcit_large_24_p16_384_dist,47.39,502.961,24,384,189.1
+ssl_resnext101_32x16d,47.29,2028.601,96,224,194.03
+resnetrs350,47.22,500.442,24,384,163.96
+swin_v2_cr_base_384,47.19,336.677,16,384,87.88
+swin_v2_cr_huge_224,46.26,343.404,16,224,657.83
+regnetx_320,46.16,2771.769,128,224,107.81
+eca_nfnet_l2,44.82,1425.204,64,384,56.72
+efficientnet_b6,42.73,371.597,16,528,43.04
+tf_efficientnet_b6,41.54,382.29,16,528,43.04
+tf_efficientnet_b6_ns,41.5,382.621,16,528,43.04
+tf_efficientnet_b6_ap,41.36,384.088,16,528,43.04
+swin_large_patch4_window12_384,41.02,388.265,16,384,196.74
+nfnet_f1,40.44,2371.478,96,320,132.63
+vit_huge_patch14_224,39.64,401.543,16,224,632.05
+dm_nfnet_f1,38.26,1670.645,64,320,132.63
+convnext_xlarge_384_in22ft1k,37.04,430.195,16,384,350.2
+efficientnet_b7,36.68,214.625,8,600,66.35
+efficientnetv2_xl,36.54,322.755,12,512,208.12
+tf_efficientnetv2_xl_in21ft1k,36.36,324.371,12,512,208.12
+tf_efficientnet_b7_ap,36.21,217.402,8,600,66.35
+tf_efficientnet_b7,36.05,218.422,8,600,66.35
+tf_efficientnet_b7_ns,35.41,221.975,8,600,66.35
+xcit_large_24_p8_224,34.96,454.269,16,224,188.93
+xcit_large_24_p8_224_dist,34.92,454.696,16,224,188.93
+resnetrs420,32.2,487.619,16,416,191.89
+cait_s36_384,32.09,494.814,16,384,68.37
+resnest200e,32.0,1494.763,48,320,70.2
+densenet264d_iabn,31.93,4003.992,128,224,72.74
+resnetv2_50x3_bitm,31.81,502.194,16,448,217.32
+xcit_small_24_p8_384_dist,29.97,396.971,12,384,47.63
+resnetv2_152x2_bit_teacher_384,29.92,398.698,12,384,236.34
+vit_large_patch16_384,28.85,414.372,12,384,304.72
+swin_v2_cr_large_384,28.47,419.18,12,384,196.68
+tresnet_l_448,25.64,4988.984,128,448,55.99
+beit_large_patch16_384,25.11,475.839,12,384,305.0
+volo_d3_448,24.79,320.233,8,448,86.63
+eca_nfnet_l3,24.19,1319.468,32,448,72.04
+tresnet_xl_448,23.17,4140.191,96,448,78.44
+nfnet_f2,22.36,2143.929,48,352,193.78
+vit_giant_patch14_224,22.25,356.944,8,224,1012.61
+dm_nfnet_f2,22.12,2166.49,48,352,193.78
+efficientnet_cc_b0_8e,21.78,44.083,1,224,24.01
+resnetv2_152x2_bitm,21.74,365.619,8,448,236.34
+tf_efficientnet_cc_b0_4e,21.44,44.859,1,224,13.31
+tf_efficientnet_cc_b0_8e,20.98,45.875,1,224,24.01
+xcit_medium_24_p8_384_dist,20.42,388.21,8,384,84.32
+efficientnet_cc_b0_4e,20.36,47.276,1,224,13.31
+ig_resnext101_32x32d,18.17,1760.063,32,224,468.53
+volo_d4_448,17.6,338.311,6,448,193.41
+resnetv2_101x3_bitm,17.53,454.801,8,448,387.93
+tf_efficientnet_cc_b1_8e,17.15,56.006,1,240,39.72
+efficientnet_cc_b1_8e,16.21,59.398,1,240,39.72
+resnest269e,13.09,1826.778,24,416,110.93
+tf_efficientnet_b8_ap,12.18,488.771,6,672,87.41
+efficientnet_b8,12.12,491.31,6,672,87.41
+nfnet_f3,12.08,1982.52,24,416,254.92
+xcit_large_24_p8_384_dist,11.91,500.622,6,384,188.93
+tf_efficientnet_b8,11.9,500.516,6,672,87.41
+cait_m36_384,11.87,501.638,6,384,271.22
+dm_nfnet_f3,11.74,2040.434,24,416,254.92
+volo_d5_448,11.52,343.952,4,448,295.91
+swin_v2_cr_huge_384,10.9,364.423,4,384,657.94
+convmixer_1536_20,9.63,4981.706,48,224,51.63
+beit_large_patch16_512,9.42,422.773,4,512,305.67
+tf_efficientnet_l2_ns_475,9.0,327.787,3,475,480.31
+ig_resnext101_32x48d,8.5,1880.808,16,224,828.41
+volo_d5_512,8.05,369.448,3,512,296.09
+nfnet_f4,6.47,1849.874,12,512,316.07
+dm_nfnet_f4,6.2,1929.065,12,512,316.07
+cait_m48_448,4.75,415.897,2,448,356.46
+nfnet_f5,4.63,1719.792,8,544,377.21
+resnetv2_152x4_bitm,4.49,443.185,2,480,936.53
+dm_nfnet_f5,4.47,1782.137,8,544,377.21
+nfnet_f6,3.5,1707.387,6,576,438.36
+dm_nfnet_f6,3.39,1759.608,6,576,438.36
+nfnet_f7,2.67,1489.771,4,608,499.5
+efficientnet_l2,2.09,473.733,1,800,480.31
+tf_efficientnet_l2_ns,2.09,474.031,1,800,480.31

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

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

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

timm/models/helpers.py

@@ -172,11 +172,6 @@ def load_custom_pretrained(
         pretrained_cfg (dict): Default pretrained model cfg
         load_fn: An external stand alone fn that loads weights into provided model, otherwise a fn named
             'laod_pretrained' on the model will be called if it exists
-        progress (bool, optional): whether or not to display a progress bar to stderr. Default: False
-        check_hash(bool, optional): If True, the filename part of the URL should follow the naming convention
-            ``filename-<sha256>.ext`` where ``<sha256>`` is the first eight or more
-            digits of the SHA256 hash of the contents of the file. The hash is used to
-            ensure unique names and to verify the contents of the file. Default: False
     """
     pretrained_cfg = pretrained_cfg or getattr(model, 'pretrained_cfg', None) or {}
     load_from, pretrained_loc = _resolve_pretrained_source(pretrained_cfg)

timm/models/swin_transformer.py

@@ -46,7 +46,6 @@ def _cfg(url='', **kwargs):
 
 
 default_cfgs = {
-    # patch models (my experiments)
     'swin_base_patch4_window12_384': _cfg(
         url='https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_base_patch4_window12_384_22kto1k.pth',
         input_size=(3, 384, 384), crop_pct=1.0),

timm/models/swin_transformer_v2_cr.py

@@ -64,17 +64,18 @@ def _cfg(url='', **kwargs):
 
 
 default_cfgs = {
-    # patch models (my experiments)
     'swin_v2_cr_tiny_384': _cfg(
         url="", input_size=(3, 384, 384), crop_pct=1.0),
     'swin_v2_cr_tiny_224': _cfg(
         url="", input_size=(3, 224, 224), crop_pct=0.9),
     'swin_v2_cr_tiny_ns_224': _cfg(
-        url="", input_size=(3, 224, 224), crop_pct=0.9),
+        url="https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights-swinv2/swin_v2_cr_tiny_ns_224-ba8166c6.pth",
+        input_size=(3, 224, 224), crop_pct=0.9),
     'swin_v2_cr_small_384': _cfg(
         url="", input_size=(3, 384, 384), crop_pct=1.0),
     'swin_v2_cr_small_224': _cfg(
-        url="", input_size=(3, 224, 224), crop_pct=0.9),
+        url="https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights-swinv2/swin_v2_cr_small_224-0813c165.pth",
+        input_size=(3, 224, 224), crop_pct=0.9),
     'swin_v2_cr_base_384': _cfg(
         url="", input_size=(3, 384, 384), crop_pct=1.0),
     'swin_v2_cr_base_224': _cfg(