From af647c10b365ff6d19049f5c7eb0db1f25474f3c Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sat, 17 Apr 2021 12:16:05 -0700 Subject: [PATCH] Update results csv, includes latest transformer models, swin, pit, tnt... run on pytorch 1.8.1 cuda 10.2 (11.x rel crashes). --- results/results-imagenet-a-clean.csv | 644 ++++++++--------- results/results-imagenet-a.csv | 652 +++++++++--------- results/results-imagenet-r-clean.csv | 640 +++++++++-------- results/results-imagenet-r.csv | 652 +++++++++--------- results/results-imagenet-real.csv | 652 +++++++++--------- results/results-imagenet.csv | 652 +++++++++--------- .../results-imagenetv2-matched-frequency.csv | 652 +++++++++--------- results/results-sketch.csv | 652 +++++++++--------- 8 files changed, 2710 insertions(+), 2486 deletions(-) diff --git a/results/results-imagenet-a-clean.csv b/results/results-imagenet-a-clean.csv index fe9ed912..f4cdcb54 100644 --- a/results/results-imagenet-a-clean.csv +++ b/results/results-imagenet-a-clean.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns,98.530,1.470,99.820,0.180,480.31,800,0.960,bicubic -tf_efficientnet_l2_ns_475,98.530,1.470,99.840,0.160,480.31,475,0.936,bicubic -tf_efficientnet_b7_ns,97.920,2.080,99.720,0.280,66.35,600,0.949,bicubic -dm_nfnet_f6,97.740,2.260,99.580,0.420,438.36,576,0.956,bicubic -tf_efficientnet_b6_ns,97.630,2.370,99.590,0.410,43.04,528,0.942,bicubic -dm_nfnet_f4,97.580,2.420,99.530,0.470,316.07,512,0.951,bicubic -dm_nfnet_f5,97.580,2.420,99.550,0.450,377.21,544,0.954,bicubic -ig_resnext101_32x48d,97.580,2.420,99.690,0.310,828.41,224,0.875,bilinear -tf_efficientnet_b5_ns,97.500,2.500,99.650,0.350,30.39,456,0.934,bicubic -resnetv2_152x4_bitm,97.470,2.530,99.600,0.400,936.53,480,1.000,bilinear -dm_nfnet_f3,97.400,2.600,99.590,0.410,254.92,416,0.940,bicubic -ig_resnext101_32x32d,97.320,2.680,99.660,0.340,468.53,224,0.875,bilinear -tf_efficientnet_b8,97.230,2.770,99.500,0.500,87.41,672,0.954,bicubic -tf_efficientnet_b7_ap,97.210,2.790,99.550,0.450,66.35,600,0.949,bicubic -swsl_resnext101_32x8d,97.200,2.800,99.540,0.460,88.79,224,0.875,bilinear -vit_base_resnet50_384,97.190,2.810,99.560,0.440,98.95,384,1.000,bicubic -resnetv2_152x2_bitm,97.160,2.840,99.580,0.420,236.34,480,1.000,bilinear -ecaresnet269d,97.140,2.860,99.460,0.540,102.09,352,1.000,bicubic -vit_large_patch16_384,97.130,2.870,99.640,0.360,304.72,384,1.000,bicubic -tf_efficientnet_b6_ap,97.110,2.890,99.610,0.390,43.04,528,0.942,bicubic -tf_efficientnet_b8_ap,97.100,2.900,99.660,0.340,87.41,672,0.954,bicubic -resnetv2_101x3_bitm,97.040,2.960,99.520,0.480,387.93,480,1.000,bilinear +tf_efficientnet_l2_ns,98.550,1.450,99.820,0.180,480.31,800,0.960,bicubic +tf_efficientnet_l2_ns_475,98.500,1.500,99.830,0.170,480.31,475,0.936,bicubic +swin_large_patch4_window12_384,98.040,1.960,99.690,0.310,196.74,384,1.000,bicubic +tf_efficientnet_b7_ns,97.910,2.090,99.720,0.280,66.35,600,0.949,bicubic +swin_base_patch4_window12_384,97.890,2.110,99.710,0.290,87.90,384,1.000,bicubic +dm_nfnet_f6,97.730,2.270,99.580,0.420,438.36,576,0.956,bicubic +swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic +tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic +ig_resnext101_32x48d,97.620,2.380,99.700,0.300,828.41,224,0.875,bilinear +dm_nfnet_f5,97.600,2.400,99.550,0.450,377.21,544,0.954,bicubic +dm_nfnet_f4,97.570,2.430,99.520,0.480,316.07,512,0.951,bicubic +tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic +resnetv2_152x4_bitm,97.490,2.510,99.600,0.400,936.53,480,1.000,bilinear +dm_nfnet_f3,97.360,2.640,99.580,0.420,254.92,416,0.940,bicubic +ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear +swin_base_patch4_window7_224,97.250,2.750,99.530,0.470,87.77,224,0.900,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 +vit_base_r50_s16_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic +resnetv2_152x2_bitm,97.150,2.850,99.590,0.410,236.34,480,1.000,bilinear +vit_large_patch16_384,97.110,2.890,99.640,0.360,304.72,384,1.000,bicubic +tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic +tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic +ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic +resnetv2_101x3_bitm,97.050,2.950,99.520,0.480,387.93,480,1.000,bilinear tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic -tf_efficientnet_b4_ns,96.960,3.040,99.600,0.400,19.34,380,0.922,bicubic -vit_deit_base_distilled_patch16_384,96.960,3.040,99.490,0.510,87.63,384,1.000,bicubic -dm_nfnet_f1,96.930,3.070,99.380,0.620,132.63,320,0.910,bicubic -dm_nfnet_f2,96.890,3.110,99.450,0.550,193.78,352,0.920,bicubic -ig_resnext101_32x16d,96.820,3.180,99.610,0.390,194.03,224,0.875,bilinear -seresnet152d,96.810,3.190,99.450,0.550,66.84,320,1.000,bicubic +dm_nfnet_f2,96.960,3.040,99.450,0.550,193.78,352,0.920,bicubic +vit_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 +dm_nfnet_f1,96.920,3.080,99.390,0.610,132.63,320,0.910,bicubic +ig_resnext101_32x16d,96.820,3.180,99.590,0.410,194.03,224,0.875,bilinear +seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic resnetv2_50x3_bitm,96.770,3.230,99.430,0.570,217.32,480,1.000,bilinear -vit_base_patch16_384,96.740,3.260,99.480,0.520,86.86,384,1.000,bicubic -resnet200d,96.720,3.280,99.340,0.660,64.69,320,1.000,bicubic -tf_efficientnet_b6,96.690,3.310,99.370,0.630,43.04,528,0.942,bicubic -tf_efficientnet_b5_ap,96.670,3.330,99.470,0.530,30.39,456,0.934,bicubic -swsl_resnext101_32x16d,96.610,3.390,99.520,0.480,194.03,224,0.875,bilinear -resnest200e,96.550,3.450,99.320,0.680,70.20,320,0.909,bicubic -resnest269e,96.550,3.450,99.350,0.650,110.93,416,0.928,bicubic -swsl_resnext101_32x4d,96.400,3.600,99.450,0.550,44.18,224,0.875,bilinear -tf_efficientnet_b3_ns,96.380,3.620,99.340,0.660,12.23,300,0.904,bicubic -tf_efficientnet_b5,96.350,3.650,99.320,0.680,30.39,456,0.934,bicubic -resnet152d,96.350,3.650,99.370,0.630,60.21,320,1.000,bicubic -resnet101d,96.300,3.700,99.240,0.760,44.57,320,1.000,bicubic -ig_resnext101_32x8d,96.270,3.730,99.410,0.590,88.79,224,0.875,bilinear -vit_deit_base_patch16_384,96.170,3.830,99.140,0.860,86.86,384,1.000,bicubic -tf_efficientnet_b4_ap,96.150,3.850,99.250,0.750,19.34,380,0.922,bicubic +resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic +eca_nfnet_l1,96.700,3.300,99.270,0.730,41.41,320,1.000,bicubic +vit_base_patch16_384,96.700,3.300,99.510,0.490,86.86,384,1.000,bicubic +pit_b_distilled_224,96.680,3.320,99.350,0.650,74.79,224,0.900,bicubic +tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic +tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic +resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic +swsl_resnext101_32x16d,96.600,3.400,99.520,0.480,194.03,224,0.875,bilinear +resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic +swsl_resnext101_32x4d,96.420,3.580,99.470,0.530,44.18,224,0.875,bilinear +tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic +resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,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 +ig_resnext101_32x8d,96.320,3.680,99.430,0.570,88.79,224,0.875,bilinear +resnet101d,96.290,3.710,99.230,0.770,44.57,320,1.000,bicubic +tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic +vit_deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic dm_nfnet_f0,96.140,3.860,99.240,0.760,71.49,256,0.900,bicubic -vit_deit_base_distilled_patch16_224,96.110,3.890,99.180,0.820,87.34,224,0.900,bicubic -resnetv2_101x1_bitm,96.090,3.910,99.310,0.690,44.54,480,1.000,bilinear -vit_large_patch16_224,95.940,4.060,99.220,0.780,304.33,224,0.900,bicubic -tresnet_xl_448,95.930,4.070,99.160,0.840,78.44,448,0.875,bilinear -resnest101e,95.910,4.090,99.180,0.820,48.28,256,0.875,bilinear -swsl_resnext50_32x4d,95.900,4.100,99.250,0.750,25.03,224,0.875,bilinear -tf_efficientnet_b4,95.870,4.130,99.140,0.860,19.34,380,0.922,bicubic -tresnet_l_448,95.850,4.150,99.140,0.860,55.99,448,0.875,bilinear -vit_base_patch32_384,95.820,4.180,99.150,0.850,88.30,384,1.000,bicubic -vit_large_patch32_384,95.810,4.190,99.150,0.850,306.63,384,1.000,bicubic -tf_efficientnet_b2_ns,95.750,4.250,99.150,0.850,9.11,260,0.890,bicubic -efficientnet_b3a,95.720,4.280,99.050,0.950,12.23,320,1.000,bicubic -pnasnet5large,95.690,4.310,98.900,1.100,86.06,331,0.911,bicubic -nasnetalarge,95.690,4.310,98.950,1.050,88.75,331,0.911,bicubic -ssl_resnext101_32x16d,95.640,4.360,99.130,0.870,194.03,224,0.875,bilinear -swsl_resnet50,95.550,4.450,99.260,0.740,25.56,224,0.875,bilinear -ecaresnet50t,95.520,4.480,99.110,0.890,25.57,320,0.950,bicubic -ssl_resnext101_32x4d,95.510,4.490,99.060,0.940,44.18,224,0.875,bilinear -ecaresnet101d,95.490,4.510,99.090,0.910,44.57,224,0.875,bicubic -tresnet_xl,95.470,4.530,99.140,0.860,78.44,224,0.875,bilinear -ssl_resnext101_32x8d,95.440,4.560,99.140,0.860,88.79,224,0.875,bilinear -vit_deit_base_patch16_224,95.440,4.560,98.820,1.180,86.57,224,0.900,bicubic -efficientnet_b3,95.420,4.580,99.100,0.900,12.23,300,0.904,bicubic -vit_base_patch16_224,95.360,4.640,99.000,1.000,86.57,224,0.900,bicubic -tf_efficientnet_b3_ap,95.310,4.690,98.940,1.060,12.23,300,0.904,bicubic -gernet_l,95.190,4.810,98.870,1.130,31.08,256,0.875,bilinear -regnety_032,95.180,4.820,99.140,0.860,19.44,224,0.875,bicubic -tf_efficientnet_b1_ns,95.180,4.820,99.080,0.920,7.79,240,0.882,bicubic -tresnet_l,95.180,4.820,99.010,0.990,55.99,224,0.875,bilinear -gluon_resnet152_v1s,95.110,4.890,98.930,1.070,60.32,224,0.875,bicubic -ecaresnet101d_pruned,95.080,4.920,98.960,1.040,24.88,224,0.875,bicubic -seresnext50_32x4d,95.080,4.920,98.910,1.090,27.56,224,0.875,bicubic -wide_resnet50_2,95.040,4.960,98.990,1.010,68.88,224,0.875,bicubic -resnest50d_4s2x40d,95.040,4.960,99.090,0.910,30.42,224,0.875,bicubic -resnetv2_50x1_bitm,95.030,4.970,99.170,0.830,25.55,480,1.000,bilinear -tf_efficientnet_b3,95.020,4.980,98.900,1.100,12.23,300,0.904,bicubic -rexnet_200,95.000,5.000,98.970,1.030,16.37,224,0.875,bicubic -tf_efficientnet_lite4,94.980,5.020,98.990,1.010,13.01,380,0.920,bilinear -tresnet_m_448,94.980,5.020,98.990,1.010,31.39,448,0.875,bilinear -legacy_senet154,94.970,5.030,98.870,1.130,115.09,224,0.875,bilinear -gluon_senet154,94.950,5.050,98.740,1.260,115.09,224,0.875,bicubic -gluon_seresnext101_32x4d,94.940,5.060,98.730,1.270,48.96,224,0.875,bicubic -ssl_resnext50_32x4d,94.930,5.070,98.850,1.150,25.03,224,0.875,bilinear -gluon_seresnext101_64x4d,94.880,5.120,98.840,1.160,88.23,224,0.875,bicubic -gluon_resnet101_v1s,94.750,5.250,98.890,1.110,44.67,224,0.875,bicubic -vit_deit_small_distilled_patch16_224,94.720,5.280,99.030,0.970,22.44,224,0.900,bicubic -ecaresnetlight,94.690,5.310,98.800,1.200,30.16,224,0.875,bicubic -gernet_m,94.670,5.330,98.840,1.160,21.14,224,0.875,bilinear -resnest50d,94.670,5.330,98.790,1.210,27.48,224,0.875,bilinear -gluon_resnet152_v1d,94.660,5.340,98.780,1.220,60.21,224,0.875,bicubic -resnest50d_1s4x24d,94.660,5.340,99.000,1.000,25.68,224,0.875,bicubic -efficientnet_b3_pruned,94.630,5.370,98.770,1.230,9.86,300,0.904,bicubic -gluon_resnext101_32x4d,94.630,5.370,98.630,1.370,44.18,224,0.875,bicubic -nf_resnet50,94.620,5.380,98.780,1.220,25.56,288,0.940,bicubic -efficientnet_b2a,94.620,5.380,98.730,1.270,9.11,288,1.000,bicubic -regnety_320,94.610,5.390,98.840,1.160,145.05,224,0.875,bicubic -ecaresnet50d,94.610,5.390,98.870,1.130,25.58,224,0.875,bicubic -tresnet_m,94.600,5.400,98.560,1.440,31.39,224,0.875,bilinear -cspdarknet53,94.590,5.410,98.780,1.220,27.64,256,0.887,bilinear -efficientnet_b2,94.560,5.440,98.720,1.280,9.11,260,0.875,bicubic -gluon_resnext101_64x4d,94.550,5.450,98.640,1.360,83.46,224,0.875,bicubic -repvgg_b3,94.550,5.450,98.750,1.250,123.09,224,0.875,bilinear -seresnet50,94.500,5.500,98.710,1.290,28.09,224,0.875,bicubic -repvgg_b3g4,94.490,5.510,98.950,1.050,83.83,224,0.875,bilinear -inception_resnet_v2,94.490,5.510,98.770,1.230,55.84,299,0.897,bicubic -tf_efficientnet_b2_ap,94.460,5.540,98.640,1.360,9.11,260,0.890,bicubic -cspresnext50,94.440,5.560,98.720,1.280,20.57,224,0.875,bilinear -legacy_seresnext101_32x4d,94.430,5.570,98.580,1.420,48.96,224,0.875,bilinear -regnety_120,94.430,5.570,98.870,1.130,51.82,224,0.875,bicubic -ssl_resnet50,94.430,5.570,98.870,1.130,25.56,224,0.875,bilinear -tf_efficientnet_el,94.420,5.580,98.750,1.250,10.59,300,0.904,bicubic -regnety_160,94.410,5.590,98.880,1.120,83.59,224,0.875,bicubic -tf_efficientnet_b2,94.400,5.600,98.610,1.390,9.11,260,0.890,bicubic -rexnet_150,94.400,5.600,98.820,1.180,9.73,224,0.875,bicubic -inception_v4,94.360,5.640,98.560,1.440,42.68,299,0.875,bicubic -vit_deit_small_patch16_224,94.350,5.650,98.670,1.330,22.05,224,0.900,bicubic -regnetx_320,94.340,5.660,98.810,1.190,107.81,224,0.875,bicubic -resnet50d,94.340,5.660,98.730,1.270,25.58,224,0.875,bicubic -dpn107,94.330,5.670,98.530,1.470,86.92,224,0.875,bicubic -ecaresnet26t,94.320,5.680,98.710,1.290,16.01,320,0.950,bicubic -gluon_seresnext50_32x4d,94.310,5.690,98.590,1.410,27.56,224,0.875,bicubic -ecaresnet50d_pruned,94.280,5.720,98.790,1.210,19.94,224,0.875,bicubic -xception71,94.280,5.720,98.620,1.380,42.34,299,0.903,bicubic -gluon_resnet101_v1d,94.270,5.730,98.640,1.360,44.57,224,0.875,bicubic -gluon_xception65,94.250,5.750,98.590,1.410,39.92,299,0.903,bicubic -tf_efficientnet_lite3,94.240,5.760,98.630,1.370,8.20,300,0.904,bilinear -regnety_064,94.230,5.770,98.750,1.250,30.58,224,0.875,bicubic -regnetx_160,94.220,5.780,98.800,1.200,54.28,224,0.875,bicubic -dpn92,94.210,5.790,98.730,1.270,37.67,224,0.875,bicubic -skresnext50_32x4d,94.200,5.800,98.460,1.540,27.48,224,0.875,bicubic -mixnet_xl,94.190,5.810,98.350,1.650,11.90,224,0.875,bicubic -gluon_resnet152_v1c,94.180,5.820,98.640,1.360,60.21,224,0.875,bicubic -regnety_080,94.160,5.840,98.700,1.300,39.18,224,0.875,bicubic -resnext50d_32x4d,94.160,5.840,98.540,1.460,25.05,224,0.875,bicubic -ens_adv_inception_resnet_v2,94.160,5.840,98.630,1.370,55.84,299,0.897,bicubic -gluon_resnet152_v1b,94.160,5.840,98.520,1.480,60.19,224,0.875,bicubic -ese_vovnet39b,94.160,5.840,98.690,1.310,24.57,224,0.875,bicubic -nf_regnet_b1,94.140,5.860,98.600,1.400,10.22,288,0.900,bicubic -regnetx_120,94.120,5.880,98.740,1.260,46.11,224,0.875,bicubic -dpn98,94.100,5.900,98.580,1.420,61.57,224,0.875,bicubic -efficientnet_b2_pruned,94.090,5.910,98.520,1.480,8.31,260,0.890,bicubic -hrnet_w64,94.030,5.970,98.490,1.510,128.06,224,0.875,bilinear -resnext50_32x4d,94.010,5.990,98.390,1.610,25.03,224,0.875,bicubic -resnetblur50,93.980,6.020,98.520,1.480,25.56,224,0.875,bicubic -tf_efficientnet_cc_b1_8e,93.960,6.040,98.240,1.760,39.72,240,0.882,bicubic -dla102x2,93.940,6.060,98.560,1.440,41.28,224,0.875,bilinear -regnetx_064,93.940,6.060,98.670,1.330,26.21,224,0.875,bicubic -regnety_040,93.930,6.070,98.690,1.310,20.65,224,0.875,bicubic -resnet50,93.930,6.070,98.340,1.660,25.56,224,0.875,bicubic -repvgg_b2g4,93.920,6.080,98.600,1.400,61.76,224,0.875,bilinear -regnetx_080,93.900,6.100,98.540,1.460,39.57,224,0.875,bicubic -efficientnet_em,93.900,6.100,98.820,1.180,6.90,240,0.882,bicubic -dpn131,93.880,6.120,98.740,1.260,79.25,224,0.875,bicubic -wide_resnet101_2,93.880,6.120,98.570,1.430,126.89,224,0.875,bilinear -resnext101_32x8d,93.860,6.140,98.650,1.350,88.79,224,0.875,bilinear -rexnet_130,93.840,6.160,98.400,1.600,7.56,224,0.875,bicubic -hrnet_w48,93.830,6.170,98.630,1.370,77.47,224,0.875,bilinear -gluon_resnet101_v1c,93.790,6.210,98.400,1.600,44.57,224,0.875,bicubic -gluon_resnet101_v1b,93.760,6.240,98.470,1.530,44.55,224,0.875,bicubic -xception65,93.760,6.240,98.350,1.650,39.92,299,0.903,bicubic -cspresnet50,93.750,6.250,98.670,1.330,21.62,256,0.887,bilinear -legacy_seresnext50_32x4d,93.740,6.260,98.510,1.490,27.56,224,0.875,bilinear -gluon_resnext50_32x4d,93.720,6.280,98.470,1.530,25.03,224,0.875,bicubic -gluon_resnet50_v1d,93.710,6.290,98.390,1.610,25.58,224,0.875,bicubic -gluon_resnet50_v1s,93.700,6.300,98.470,1.530,25.68,224,0.875,bicubic -tf_efficientnet_b1_ap,93.700,6.300,98.370,1.630,7.79,240,0.882,bicubic -hrnet_w44,93.660,6.340,98.690,1.310,67.06,224,0.875,bilinear -res2net50_26w_8s,93.650,6.350,98.270,1.730,48.40,224,0.875,bilinear -res2net101_26w_4s,93.650,6.350,98.400,1.600,45.21,224,0.875,bilinear -dpn68b,93.600,6.400,98.510,1.490,12.61,224,0.875,bicubic -dla102x,93.560,6.440,98.560,1.440,26.31,224,0.875,bilinear -regnetx_040,93.550,6.450,98.460,1.540,22.12,224,0.875,bicubic -res2net50_26w_6s,93.530,6.470,98.430,1.570,37.05,224,0.875,bilinear -tf_efficientnet_b0_ns,93.520,6.480,98.620,1.380,5.29,224,0.875,bicubic -tf_efficientnet_b1,93.490,6.510,98.340,1.660,7.79,240,0.882,bicubic -hrnet_w32,93.470,6.530,98.390,1.610,41.23,224,0.875,bilinear -gluon_inception_v3,93.460,6.540,98.600,1.400,23.83,299,0.875,bicubic -xception41,93.460,6.540,98.410,1.590,26.97,299,0.903,bicubic -hrnet_w40,93.450,6.550,98.570,1.430,57.56,224,0.875,bilinear -repvgg_b2,93.440,6.560,98.700,1.300,89.02,224,0.875,bilinear -resnest26d,93.440,6.560,98.600,1.400,17.07,224,0.875,bilinear -mixnet_l,93.440,6.560,98.270,1.730,7.33,224,0.875,bicubic -repvgg_b1,93.410,6.590,98.530,1.470,57.42,224,0.875,bilinear -dla169,93.390,6.610,98.550,1.450,53.39,224,0.875,bilinear -xception,93.380,6.620,98.520,1.480,22.86,299,0.897,bicubic -tf_mixnet_l,93.360,6.640,98.040,1.960,7.33,224,0.875,bicubic -legacy_seresnet152,93.330,6.670,98.380,1.620,66.82,224,0.875,bilinear -tv_resnet152,93.330,6.670,98.370,1.630,60.19,224,0.875,bilinear -selecsls60b,93.300,6.700,98.310,1.690,32.77,224,0.875,bicubic -legacy_seresnet101,93.280,6.720,98.470,1.530,49.33,224,0.875,bilinear -tf_inception_v3,93.270,6.730,98.050,1.950,23.83,299,0.875,bicubic -efficientnet_b1,93.250,6.750,98.170,1.830,7.79,240,0.875,bicubic -regnety_016,93.250,6.750,98.400,1.600,11.20,224,0.875,bicubic -dla60_res2net,93.190,6.810,98.390,1.610,20.85,224,0.875,bilinear -dla60_res2next,93.170,6.830,98.430,1.570,17.03,224,0.875,bilinear -dla60x,93.130,6.870,98.520,1.480,17.35,224,0.875,bilinear -hrnet_w30,93.130,6.870,98.400,1.600,37.71,224,0.875,bilinear -dla102,93.090,6.910,98.490,1.510,33.27,224,0.875,bilinear -rexnet_100,93.080,6.920,98.150,1.850,4.80,224,0.875,bicubic -efficientnet_es,93.070,6.930,98.480,1.520,5.44,224,0.875,bicubic -regnetx_032,93.060,6.940,98.340,1.660,15.30,224,0.875,bicubic -gluon_resnet50_v1c,93.030,6.970,98.330,1.670,25.58,224,0.875,bicubic -legacy_seresnet50,93.010,6.990,98.180,1.820,28.09,224,0.875,bilinear -selecsls60,92.960,7.040,98.220,1.780,30.67,224,0.875,bicubic -tf_efficientnet_em,92.940,7.060,98.190,1.810,6.90,240,0.882,bicubic -adv_inception_v3,92.890,7.110,98.170,1.830,23.83,299,0.875,bicubic -res2next50,92.890,7.110,98.190,1.810,24.67,224,0.875,bilinear -repvgg_b1g4,92.820,7.180,98.380,1.620,39.97,224,0.875,bilinear -tf_efficientnet_cc_b0_8e,92.820,7.180,98.260,1.740,24.01,224,0.875,bicubic -tv_resnet101,92.810,7.190,98.260,1.740,44.55,224,0.875,bilinear -res2net50_14w_8s,92.800,7.200,98.170,1.830,25.06,224,0.875,bilinear -resnet34d,92.770,7.230,98.260,1.740,21.82,224,0.875,bicubic -tv_resnext50_32x4d,92.770,7.230,98.200,1.800,25.03,224,0.875,bilinear -efficientnet_b1_pruned,92.760,7.240,98.040,1.960,6.33,240,0.882,bicubic -vit_small_patch16_224,92.730,7.270,97.920,2.080,48.75,224,0.900,bicubic -inception_v3,92.710,7.290,97.960,2.040,23.83,299,0.875,bicubic -seresnext26t_32x4d,92.700,7.300,98.380,1.620,16.81,224,0.875,bicubic -tf_efficientnet_lite2,92.690,7.310,98.220,1.780,6.09,260,0.890,bicubic -densenet161,92.680,7.320,98.350,1.650,28.68,224,0.875,bicubic -seresnext26d_32x4d,92.680,7.320,98.130,1.870,16.81,224,0.875,bicubic -densenet201,92.670,7.330,98.260,1.740,20.01,224,0.875,bicubic -gluon_resnet50_v1b,92.620,7.380,98.170,1.830,25.56,224,0.875,bicubic -tf_efficientnet_lite1,92.600,7.400,98.050,1.950,5.42,240,0.882,bicubic -res2net50_48w_2s,92.580,7.420,98.070,1.930,25.29,224,0.875,bilinear -tf_efficientnet_cc_b0_4e,92.560,7.440,98.140,1.860,13.31,224,0.875,bicubic -efficientnet_b0,92.550,7.450,98.080,1.920,5.29,224,0.875,bicubic -legacy_seresnext26_32x4d,92.520,7.480,98.150,1.850,16.79,224,0.875,bicubic -res2net50_26w_4s,92.480,7.520,98.140,1.860,25.70,224,0.875,bilinear -mobilenetv2_120d,92.470,7.530,98.000,2.000,5.83,224,0.875,bicubic -mixnet_m,92.450,7.550,97.870,2.130,5.01,224,0.875,bicubic -skresnet34,92.410,7.590,98.220,1.780,22.28,224,0.875,bicubic -tf_mixnet_m,92.380,7.620,97.910,2.090,5.01,224,0.875,bicubic -hrnet_w18,92.320,7.680,98.310,1.690,21.30,224,0.875,bilinear -ese_vovnet19b_dw,92.300,7.700,98.080,1.920,6.54,224,0.875,bicubic -tf_efficientnet_b0,92.260,7.740,97.900,2.100,5.29,224,0.875,bicubic -selecsls42b,92.240,7.760,98.200,1.800,32.46,224,0.875,bicubic -tf_efficientnet_b0_ap,92.180,7.820,98.050,1.950,5.29,224,0.875,bicubic -dla60,92.140,7.860,98.060,1.940,22.04,224,0.875,bilinear -regnetx_016,92.140,7.860,98.280,1.720,9.19,224,0.875,bicubic -repvgg_a2,92.120,7.880,98.200,1.800,28.21,224,0.875,bilinear -densenet169,92.080,7.920,98.170,1.830,14.15,224,0.875,bicubic -resnet26d,92.080,7.920,98.000,2.000,16.01,224,0.875,bicubic -dpn68,92.060,7.940,98.060,1.940,12.61,224,0.875,bicubic -tf_efficientnet_es,92.000,8.000,97.890,2.110,5.44,224,0.875,bicubic -gernet_s,91.960,8.040,98.210,1.790,8.17,224,0.875,bilinear -tv_resnet50,91.910,8.090,98.060,1.940,25.56,224,0.875,bilinear -mobilenetv2_140,91.860,8.140,97.870,2.130,6.11,224,0.875,bicubic -regnety_008,91.860,8.140,98.190,1.810,6.26,224,0.875,bicubic +vit_deit_base_distilled_patch16_224,96.090,3.910,99.190,0.810,87.34,224,0.900,bicubic +nfnet_l0,96.090,3.910,99.260,0.740,35.07,288,1.000,bicubic +resnetv2_101x1_bitm,96.090,3.910,99.300,0.700,44.54,480,1.000,bilinear +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 +vit_large_patch16_224,95.950,4.050,99.240,0.760,304.33,224,0.900,bicubic +eca_nfnet_l0,95.930,4.070,99.210,0.790,24.14,288,1.000,bicubic +swin_small_patch4_window7_224,95.910,4.090,99.020,0.980,49.61,224,0.900,bicubic +tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic +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 +resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear +vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic +vit_base_patch32_384,95.810,4.190,99.150,0.850,88.30,384,1.000,bicubic +ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear +tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic +efficientnet_b3a,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic +pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic +nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic +pit_b_224,95.640,4.360,98.660,1.340,73.76,224,0.900,bicubic +efficientnet_b3,95.580,4.420,99.100,0.900,12.23,300,0.904,bicubic +efficientnet_v2s,95.540,4.460,98.960,1.040,23.94,224,1.000,bicubic +ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic +ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic +ssl_resnext101_32x8d,95.470,4.530,99.110,0.890,88.79,224,0.875,bilinear +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 +vit_deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic +swsl_resnet50,95.410,4.590,99.290,0.710,25.56,224,0.875,bilinear +vit_base_patch16_224,95.330,4.670,99.000,1.000,86.57,224,0.900,bicubic +tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic +tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear +pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic +tf_efficientnet_b1_ns,95.170,4.830,99.110,0.890,7.79,240,0.882,bicubic +swin_tiny_patch4_window7_224,95.140,4.860,98.850,1.150,28.29,224,0.900,bicubic +efficientnet_el,95.120,4.880,98.990,1.010,10.59,300,0.904,bicubic +gernet_l,95.090,4.910,98.900,1.100,31.08,256,0.875,bilinear +ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic +wide_resnet50_2,95.080,4.920,98.970,1.030,68.88,224,0.875,bicubic +legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear +resnetv2_50x1_bitm,95.050,4.950,99.160,0.840,25.55,480,1.000,bilinear +seresnext50_32x4d,95.040,4.960,98.880,1.120,27.56,224,0.875,bicubic +tnt_s_patch16_224,95.040,4.960,98.830,1.170,23.76,224,0.900,bicubic +gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic +tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic +tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear +resnest50d_4s2x40d,94.960,5.040,99.070,0.930,30.42,224,0.875,bicubic +rexnet_200,94.940,5.060,99.010,0.990,16.37,224,0.875,bicubic +gluon_seresnext101_64x4d,94.930,5.070,98.830,1.170,88.23,224,0.875,bicubic +gluon_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic +gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic +tf_efficientnet_lite4,94.890,5.110,99.020,0.980,13.01,380,0.920,bilinear +ssl_resnext50_32x4d,94.870,5.130,98.880,1.120,25.03,224,0.875,bilinear +resnest50d,94.830,5.170,98.880,1.120,27.48,224,0.875,bilinear +ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic +resnest50d_1s4x24d,94.750,5.250,98.980,1.020,25.68,224,0.875,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 +vit_deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic +efficientnet_b2,94.700,5.300,98.670,1.330,9.11,260,0.875,bicubic +gluon_resnext101_64x4d,94.670,5.330,98.650,1.350,83.46,224,0.875,bicubic +cspdarknet53,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear +ecaresnet50d,94.630,5.370,98.890,1.110,25.58,224,0.875,bicubic +efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic +tresnet_m,94.620,5.380,98.550,1.450,31.39,224,0.875,bilinear +gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear +efficientnet_b2a,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic +nf_resnet50,94.590,5.410,98.810,1.190,25.56,288,0.940,bicubic +pit_s_224,94.590,5.410,98.710,1.290,23.46,224,0.900,bicubic +repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear +seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic +inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic +regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic +gluon_resnext101_32x4d,94.530,5.470,98.630,1.370,44.18,224,0.875,bicubic +repvgg_b3g4,94.520,5.480,98.970,1.030,83.83,224,0.875,bilinear +tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic +cspresnext50,94.480,5.520,98.680,1.320,20.57,224,0.875,bilinear +regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic +rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic +regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic +ssl_resnet50,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear +tf_efficientnet_el,94.410,5.590,98.710,1.290,10.59,300,0.904,bicubic +efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic +vit_deit_small_patch16_224,94.400,5.600,98.690,1.310,22.05,224,0.900,bicubic +inception_v4,94.380,5.620,98.580,1.420,42.68,299,0.875,bicubic +legacy_seresnext101_32x4d,94.370,5.630,98.650,1.350,48.96,224,0.875,bilinear +tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic +gluon_seresnext50_32x4d,94.340,5.660,98.610,1.390,27.56,224,0.875,bicubic +dpn107,94.310,5.690,98.480,1.520,86.92,224,0.875,bicubic +ecaresnet26t,94.310,5.690,98.720,1.280,16.01,320,0.950,bicubic +xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,bicubic +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 +dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic +gluon_resnet101_v1d,94.220,5.780,98.550,1.450,44.57,224,0.875,bicubic +ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic +tf_efficientnet_lite3,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear +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 +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 +regnety_064,94.150,5.850,98.730,1.270,30.58,224,0.875,bicubic +efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic +nf_regnet_b1,94.130,5.870,98.630,1.370,10.22,288,0.900,bicubic +dpn98,94.130,5.870,98.570,1.430,61.57,224,0.875,bicubic +regnetx_160,94.120,5.880,98.750,1.250,54.28,224,0.875,bicubic +resnext50_32x4d,94.100,5.900,98.350,1.650,25.03,224,0.875,bicubic +ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic +gluon_resnet152_v1b,94.080,5.920,98.450,1.550,60.19,224,0.875,bicubic +dpn131,94.010,5.990,98.720,1.280,79.25,224,0.875,bicubic +hrnet_w64,94.010,5.990,98.610,1.390,128.06,224,0.875,bilinear +resnetblur50,93.960,6.040,98.590,1.410,25.56,224,0.875,bicubic +dla102x2,93.950,6.050,98.490,1.510,41.28,224,0.875,bilinear +hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear +tf_efficientnet_cc_b1_8e,93.900,6.100,98.260,1.740,39.72,240,0.882,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_b2g4,93.860,6.140,98.590,1.410,61.76,224,0.875,bilinear +efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic +resnext101_32x8d,93.830,6.170,98.580,1.420,88.79,224,0.875,bilinear +gluon_resnext50_32x4d,93.810,6.190,98.410,1.590,25.03,224,0.875,bicubic +pit_xs_distilled_224,93.810,6.190,98.670,1.330,11.00,224,0.900,bicubic +resnet50,93.810,6.190,98.390,1.610,25.56,224,0.875,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 +res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear +gluon_resnet101_v1b,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic +cspresnet50,93.740,6.260,98.640,1.360,21.62,256,0.887,bilinear +legacy_seresnext50_32x4d,93.730,6.270,98.580,1.420,27.56,224,0.875,bilinear +wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear +dpn68b,93.690,6.310,98.510,1.490,12.61,224,0.875,bicubic +tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic +gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,bicubic +tf_efficientnet_b0_ns,93.630,6.370,98.640,1.360,5.29,224,0.875,bicubic +gluon_resnet50_v1s,93.620,6.380,98.460,1.540,25.68,224,0.875,bicubic +regnetx_040,93.560,6.440,98.540,1.460,22.12,224,0.875,bicubic +hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear +res2net50_26w_8s,93.540,6.460,98.260,1.740,48.40,224,0.875,bilinear +hrnet_w32,93.530,6.470,98.450,1.550,41.23,224,0.875,bilinear +dla102x,93.520,6.480,98.510,1.490,26.31,224,0.875,bilinear +repvgg_b2,93.500,6.500,98.730,1.270,89.02,224,0.875,bilinear +tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic +hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear +gluon_inception_v3,93.460,6.540,98.570,1.430,23.83,299,0.875,bicubic +xception,93.460,6.540,98.530,1.470,22.86,299,0.897,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_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear +legacy_seresnet152,93.400,6.600,98.350,1.650,66.82,224,0.875,bilinear +dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear +repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear +resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear +tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic +tf_mixnet_l,93.310,6.690,98.030,1.970,7.33,224,0.875,bicubic +selecsls60b,93.300,6.700,98.280,1.720,32.77,224,0.875,bicubic +tv_resnet152,93.300,6.700,98.390,1.610,60.19,224,0.875,bilinear +legacy_seresnet101,93.280,6.720,98.510,1.490,49.33,224,0.875,bilinear +efficientnet_b1,93.260,6.740,98.170,1.830,7.79,240,0.875,bicubic +hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,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 +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_224,93.110,6.890,98.310,1.690,10.62,224,0.900,bicubic +dla102,93.060,6.940,98.540,1.460,33.27,224,0.875,bilinear +rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic +selecsls60,93.030,6.970,98.300,1.700,30.67,224,0.875,bicubic +regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic +gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,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 +hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear +tf_efficientnet_em,92.930,7.070,98.190,1.810,6.90,240,0.882,bicubic +adv_inception_v3,92.880,7.120,98.140,1.860,23.83,299,0.875,bicubic +res2next50,92.840,7.160,98.180,1.820,24.67,224,0.875,bilinear +tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic +seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic +tv_resnet101,92.810,7.190,98.250,1.750,44.55,224,0.875,bilinear +efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic +vit_small_patch16_224,92.760,7.240,97.930,2.070,48.75,224,0.900,bicubic +densenet201,92.750,7.250,98.230,1.770,20.01,224,0.875,bicubic +res2net50_14w_8s,92.740,7.260,98.180,1.820,25.06,224,0.875,bilinear +tv_resnext50_32x4d,92.740,7.260,98.270,1.730,25.03,224,0.875,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 +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_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic +tf_efficientnet_cc_b0_4e,92.590,7.410,98.080,1.920,13.31,224,0.875,bicubic +hardcorenas_e,92.570,7.430,98.110,1.890,8.07,224,0.875,bilinear +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 +densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic +res2net50_26w_4s,92.500,7.500,98.060,1.940,25.70,224,0.875,bilinear +mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic +mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic +hardcorenas_d,92.400,7.600,98.070,1.930,7.50,224,0.875,bilinear +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_w18,92.320,7.680,98.240,1.760,21.30,224,0.875,bilinear +ese_vovnet19b_dw,92.290,7.710,98.090,1.910,6.54,224,0.875,bicubic +selecsls42b,92.280,7.720,98.150,1.850,32.46,224,0.875,bicubic +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 +tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic +regnetx_016,92.170,7.830,98.210,1.790,9.19,224,0.875,bicubic +gernet_s,92.140,7.860,98.190,1.810,8.17,224,0.875,bilinear +resnet26d,92.070,7.930,97.960,2.040,16.01,224,0.875,bicubic +hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear +dpn68,92.010,7.990,98.050,1.950,12.61,224,0.875,bicubic +tf_efficientnet_es,91.980,8.020,97.860,2.140,5.44,224,0.875,bicubic +repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear +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 mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic -densenetblur121d,91.750,8.250,98.100,1.900,8.00,224,0.875,bicubic -densenet121,91.700,8.300,98.010,1.990,7.98,224,0.875,bicubic -resnest14d,91.530,8.470,97.950,2.050,10.61,224,0.875,bilinear -repvgg_b0,91.420,8.580,97.920,2.080,15.82,224,0.875,bilinear -tf_mixnet_s,91.420,8.580,97.610,2.390,4.13,224,0.875,bicubic -hrnet_w18_small_v2,91.340,8.660,97.950,2.050,15.60,224,0.875,bilinear -regnety_006,91.280,8.720,97.810,2.190,6.06,224,0.875,bicubic -semnasnet_100,91.260,8.740,97.560,2.440,3.89,224,0.875,bicubic -mobilenetv3_rw,91.200,8.800,97.650,2.350,5.48,224,0.875,bicubic -resnet34,91.180,8.820,97.550,2.450,21.80,224,0.875,bilinear -resnet26,91.180,8.820,97.800,2.200,16.00,224,0.875,bicubic -regnetx_008,91.180,8.820,97.730,2.270,7.26,224,0.875,bicubic -mobilenetv3_large_100,91.120,8.880,97.700,2.300,5.48,224,0.875,bicubic -tf_mobilenetv3_large_100,91.110,8.890,97.670,2.330,5.48,224,0.875,bilinear -efficientnet_lite0,91.070,8.930,97.660,2.340,4.65,224,0.875,bicubic -tf_efficientnet_lite0,91.020,8.980,97.420,2.580,4.65,224,0.875,bicubic -tv_densenet121,90.980,9.020,97.740,2.260,7.98,224,0.875,bicubic -gluon_resnet34_v1b,90.970,9.030,97.640,2.360,21.80,224,0.875,bicubic -legacy_seresnet34,90.970,9.030,97.610,2.390,21.96,224,0.875,bilinear -mobilenetv2_110d,90.860,9.140,97.610,2.390,4.52,224,0.875,bicubic -fbnetc_100,90.850,9.150,97.240,2.760,5.57,224,0.875,bilinear -dla34,90.790,9.210,97.590,2.410,15.74,224,0.875,bilinear -swsl_resnet18,90.770,9.230,97.770,2.230,11.69,224,0.875,bilinear -vit_deit_tiny_distilled_patch16_224,90.670,9.330,97.560,2.440,5.91,224,0.900,bicubic -regnety_004,90.480,9.520,97.510,2.490,4.34,224,0.875,bicubic -mnasnet_100,90.460,9.540,97.490,2.510,4.38,224,0.875,bicubic -regnetx_006,90.380,9.620,97.320,2.680,6.20,224,0.875,bicubic -spnasnet_100,90.370,9.630,97.160,2.840,4.42,224,0.875,bilinear -ssl_resnet18,90.250,9.750,97.620,2.380,11.69,224,0.875,bilinear -vgg19_bn,90.090,9.910,97.610,2.390,143.68,224,0.875,bilinear -vgg16_bn,90.040,9.960,97.360,2.640,138.37,224,0.875,bilinear -tv_resnet34,89.970,10.030,97.390,2.610,21.80,224,0.875,bilinear -skresnet18,89.760,10.240,97.320,2.680,11.96,224,0.875,bicubic -tf_mobilenetv3_large_075,89.660,10.340,97.280,2.720,3.99,224,0.875,bilinear -vit_deit_tiny_patch16_224,89.650,10.350,97.440,2.560,5.72,224,0.900,bicubic -mobilenetv2_100,89.460,10.540,97.200,2.800,3.50,224,0.875,bicubic -resnet18d,89.150,10.850,97.220,2.780,11.71,224,0.875,bicubic -vgg19,89.120,10.880,96.900,3.100,143.67,224,0.875,bilinear -regnetx_004,89.030,10.970,97.090,2.910,5.16,224,0.875,bicubic -tf_mobilenetv3_large_minimal_100,88.940,11.060,96.810,3.190,3.92,224,0.875,bilinear -legacy_seresnet18,88.910,11.090,96.990,3.010,11.78,224,0.875,bicubic -vgg13_bn,88.840,11.160,96.980,3.020,133.05,224,0.875,bilinear -hrnet_w18_small,88.810,11.190,96.990,3.010,13.19,224,0.875,bilinear -vgg16,88.640,11.360,96.780,3.220,138.36,224,0.875,bilinear -gluon_resnet18_v1b,88.280,11.720,96.640,3.360,11.69,224,0.875,bicubic -vgg11_bn,87.560,12.440,96.800,3.200,132.87,224,0.875,bilinear -regnety_002,87.400,12.600,96.670,3.330,3.16,224,0.875,bicubic -resnet18,87.400,12.600,96.280,3.720,11.69,224,0.875,bilinear -vgg13,87.060,12.940,96.240,3.760,133.05,224,0.875,bilinear -vgg11,86.560,13.440,96.220,3.780,132.86,224,0.875,bilinear -dla60x_c,86.260,13.740,96.100,3.900,1.32,224,0.875,bilinear -regnetx_002,86.150,13.850,96.020,3.980,2.68,224,0.875,bicubic -tf_mobilenetv3_small_100,85.350,14.650,95.640,4.360,2.54,224,0.875,bilinear -dla46x_c,84.430,15.570,95.340,4.660,1.07,224,0.875,bilinear -dla46_c,83.560,16.440,94.890,5.110,1.30,224,0.875,bilinear -tf_mobilenetv3_small_075,83.470,16.530,94.700,5.300,2.04,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,81.550,18.450,93.710,6.290,2.04,224,0.875,bilinear +mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic +hardcorenas_b,91.770,8.230,97.780,2.220,5.18,224,0.875,bilinear +regnety_008,91.750,8.250,98.180,1.820,6.26,224,0.875,bicubic +resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear +densenet121,91.570,8.430,98.030,1.970,7.98,224,0.875,bicubic +tf_mixnet_s,91.510,8.490,97.620,2.380,4.13,224,0.875,bicubic +repvgg_b0,91.430,8.570,97.990,2.010,15.82,224,0.875,bilinear +regnety_006,91.370,8.630,97.710,2.290,6.06,224,0.875,bicubic +hardcorenas_a,91.350,8.650,97.860,2.140,5.26,224,0.875,bilinear +mobilenetv3_large_100,91.320,8.680,97.710,2.290,5.48,224,0.875,bicubic +semnasnet_100,91.280,8.720,97.560,2.440,3.89,224,0.875,bicubic +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_lite0,91.140,8.860,97.630,2.370,4.65,224,0.875,bicubic +resnet34,91.130,8.870,97.620,2.380,21.80,224,0.875,bilinear +resnet26,91.110,8.890,97.740,2.260,16.00,224,0.875,bicubic +regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic +tf_efficientnet_lite0,91.040,8.960,97.590,2.410,4.65,224,0.875,bicubic +gluon_resnet34_v1b,90.960,9.040,97.630,2.370,21.80,224,0.875,bicubic +mobilenetv2_110d,90.950,9.050,97.550,2.450,4.52,224,0.875,bicubic +pit_ti_distilled_224,90.900,9.100,97.700,2.300,5.10,224,0.900,bicubic +legacy_seresnet34,90.890,9.110,97.580,2.420,21.96,224,0.875,bilinear +tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic +dla34,90.760,9.240,97.660,2.340,15.74,224,0.875,bilinear +fbnetc_100,90.700,9.300,97.210,2.790,5.57,224,0.875,bilinear +vit_deit_tiny_distilled_patch16_224,90.700,9.300,97.570,2.430,5.91,224,0.900,bicubic +swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear +mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic +regnety_004,90.500,9.500,97.540,2.460,4.34,224,0.875,bicubic +regnetx_006,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic +spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear +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 +pit_ti_224,89.940,10.060,97.450,2.550,4.85,224,0.900,bicubic +tv_resnet34,89.940,10.060,97.340,2.660,21.80,224,0.875,bilinear +tf_mobilenetv3_large_075,89.680,10.320,97.210,2.790,3.99,224,0.875,bilinear +vit_deit_tiny_patch16_224,89.670,10.330,97.450,2.550,5.72,224,0.900,bicubic +skresnet18,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic +mobilenetv2_100,89.600,10.400,97.140,2.860,3.50,224,0.875,bicubic +resnet18d,89.280,10.720,97.150,2.850,11.71,224,0.875,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_100,88.970,11.030,96.860,3.140,3.92,224,0.875,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 +vgg13_bn,88.760,11.240,96.970,3.030,133.05,224,0.875,bilinear +vgg16,88.550,11.450,96.790,3.210,138.36,224,0.875,bilinear +gluon_resnet18_v1b,88.400,11.600,96.680,3.320,11.69,224,0.875,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 +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 +tf_mobilenetv3_small_100,85.190,14.810,95.770,4.230,2.54,224,0.875,bilinear +dla46x_c,84.250,15.750,95.270,4.730,1.07,224,0.875,bilinear +dla46_c,83.650,16.350,94.920,5.080,1.30,224,0.875,bilinear +tf_mobilenetv3_small_075,83.520,16.480,94.790,5.210,2.04,224,0.875,bilinear +tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv index 112de06c..4abcb049 100644 --- a/results/results-imagenet-a.csv +++ b/results/results-imagenet-a.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -tf_efficientnet_l2_ns,84.733,15.267,96.107,3.893,480.31,800,0.960,bicubic,-13.797,-3.713,0 -tf_efficientnet_l2_ns_475,83.520,16.480,95.453,4.547,480.31,475,0.936,bicubic,-15.010,-4.387,0 -tf_efficientnet_b7_ns,67.093,32.907,88.640,11.360,66.35,600,0.949,bicubic,-30.827,-11.080,0 -tf_efficientnet_b6_ns,62.293,37.707,85.160,14.840,43.04,528,0.942,bicubic,-35.337,-14.430,+1 -dm_nfnet_f6,62.253,37.747,84.653,15.347,438.36,576,0.956,bicubic,-35.487,-14.927,-1 -dm_nfnet_f5,61.653,38.347,84.027,15.973,377.21,544,0.954,bicubic,-35.927,-15.523,+1 -ig_resnext101_32x48d,60.853,39.147,83.240,16.760,828.41,224,0.875,bilinear,-36.727,-16.450,+1 -resnetv2_152x4_bitm,60.640,39.360,83.533,16.467,936.53,480,1.000,bilinear,-36.830,-16.067,+2 -dm_nfnet_f4,60.600,39.400,83.453,16.547,316.07,512,0.951,bicubic,-36.980,-16.077,-3 -tf_efficientnet_b5_ns,60.280,39.720,84.533,15.467,30.39,456,0.934,bicubic,-37.220,-15.117,-1 -dm_nfnet_f3,58.213,41.787,82.373,17.627,254.92,416,0.940,bicubic,-39.187,-17.217,0 -ig_resnext101_32x32d,57.960,42.040,80.920,19.080,468.53,224,0.875,bilinear,-39.360,-18.740,0 -resnetv2_152x2_bitm,54.867,45.133,82.800,17.200,236.34,480,1.000,bilinear,-42.293,-16.780,+4 -vit_base_resnet50_384,54.627,45.373,81.307,18.693,98.95,384,1.000,bicubic,-42.563,-18.253,+2 -resnetv2_101x3_bitm,53.813,46.187,81.107,18.893,387.93,480,1.000,bilinear,-43.227,-18.413,+7 -vit_large_patch16_384,53.760,46.240,80.347,19.653,304.72,384,1.000,bicubic,-43.370,-19.293,+3 -ig_resnext101_32x16d,53.520,46.480,77.347,22.653,194.03,224,0.875,bilinear,-43.300,-22.263,+11 -swsl_resnext101_32x8d,51.373,48.627,78.347,21.653,88.79,224,0.875,bilinear,-45.827,-21.193,-3 -tf_efficientnet_b4_ns,51.067,48.933,79.360,20.640,19.34,380,0.922,bicubic,-45.893,-20.240,+5 -dm_nfnet_f2,50.680,49.320,78.000,22.000,193.78,352,0.920,bicubic,-46.210,-21.450,+7 -vit_base_patch16_384,50.533,49.467,78.240,21.760,86.86,384,1.000,bicubic,-46.207,-21.240,+10 -vit_deit_base_distilled_patch16_384,49.280,50.720,79.240,20.760,87.63,384,1.000,bicubic,-47.680,-20.250,+3 -tf_efficientnet_b8,48.853,51.147,77.213,22.787,87.41,672,0.954,bicubic,-48.377,-22.287,-10 -resnest269e,47.987,52.013,74.480,25.520,110.93,416,0.928,bicubic,-48.563,-24.870,+13 -resnetv2_50x3_bitm,47.880,52.120,77.573,22.427,217.32,480,1.000,bilinear,-48.890,-21.857,+5 -tf_efficientnet_b8_ap,46.880,53.120,76.560,23.440,87.41,672,0.954,bicubic,-50.220,-23.100,-5 -dm_nfnet_f1,46.707,53.293,74.840,25.160,132.63,320,0.910,bicubic,-50.223,-24.540,-1 -swsl_resnext101_32x16d,46.147,53.853,72.013,27.987,194.03,224,0.875,bilinear,-50.463,-27.507,+7 -ecaresnet269d,45.920,54.080,75.253,24.747,102.09,352,1.000,bicubic,-51.220,-24.207,-11 -tf_efficientnet_b7_ap,45.347,54.653,74.187,25.813,66.35,600,0.949,bicubic,-51.863,-25.363,-16 -ig_resnext101_32x8d,45.173,54.827,71.240,28.760,88.79,224,0.875,bilinear,-51.097,-28.170,+12 -resnest200e,44.107,55.893,73.693,26.307,70.20,320,0.909,bicubic,-52.443,-25.627,+4 -tresnet_xl_448,43.533,56.467,72.427,27.573,78.44,448,0.875,bilinear,-52.397,-26.733,+17 -tf_efficientnet_b7,43.013,56.987,73.200,26.800,66.35,600,0.949,bicubic,-53.997,-26.320,-11 -swsl_resnext101_32x4d,41.347,58.653,71.480,28.520,44.18,224,0.875,bilinear,-55.053,-27.970,+3 -tf_efficientnet_b6_ap,40.840,59.160,71.653,28.347,43.04,528,0.942,bicubic,-56.270,-27.957,-16 -vit_deit_base_patch16_384,40.187,59.813,70.787,29.213,86.86,384,1.000,bicubic,-55.983,-28.353,+7 -tresnet_l_448,40.160,59.840,69.987,30.013,55.99,448,0.875,bilinear,-55.690,-29.153,+16 -resnetv2_101x1_bitm,39.360,60.640,71.480,28.520,44.54,480,1.000,bilinear,-56.730,-27.830,+9 -vit_large_patch32_384,38.867,61.133,68.813,31.187,306.63,384,1.000,bicubic,-56.943,-30.337,+16 -resnet200d,38.267,61.733,68.573,31.427,64.69,320,1.000,bicubic,-58.453,-30.767,-9 -seresnet152d,37.587,62.413,69.573,30.427,66.84,320,1.000,bicubic,-59.223,-29.877,-13 -tf_efficientnet_b3_ns,35.653,64.347,67.853,32.147,12.23,300,0.904,bicubic,-60.727,-31.487,-4 -vit_large_patch16_224,35.600,64.400,64.333,35.667,304.33,224,0.900,bicubic,-60.340,-34.887,+5 -tf_efficientnet_b6,35.253,64.747,67.773,32.227,43.04,528,0.942,bicubic,-61.437,-31.597,-12 -tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.870,-32.003,-12 -resnet152d,34.320,65.680,65.960,34.040,60.21,320,1.000,bicubic,-62.030,-33.360,-6 -tresnet_m_448,34.000,66.000,64.507,35.493,31.39,448,0.875,bilinear,-60.980,-34.483,+37 -vit_base_patch32_384,33.640,66.360,65.173,34.827,88.30,384,1.000,bicubic,-62.180,-33.977,+6 -swsl_resnext50_32x4d,33.467,66.533,65.227,34.773,25.03,224,0.875,bilinear,-62.433,-34.023,+2 -ssl_resnext101_32x16d,32.320,67.680,63.720,36.280,194.03,224,0.875,bilinear,-63.320,-35.410,+10 -vit_base_patch16_224,32.187,67.813,61.627,38.373,86.57,224,0.900,bicubic,-63.173,-37.373,+18 -tf_efficientnet_b5,31.867,68.133,65.293,34.707,30.39,456,0.934,bicubic,-64.483,-34.077,-13 -resnest101e,31.307,68.693,64.453,35.547,48.28,256,0.875,bilinear,-64.603,-34.727,-3 -dm_nfnet_f0,31.133,68.867,63.373,36.627,71.49,256,0.900,bicubic,-65.007,-35.867,-9 -swsl_resnet50,29.973,70.027,64.120,35.880,25.56,224,0.875,bilinear,-65.577,-35.140,+6 -vit_deit_base_distilled_patch16_224,29.453,70.547,64.307,35.693,87.34,224,0.900,bicubic,-66.657,-34.873,-10 -ssl_resnext101_32x8d,29.240,70.760,61.093,38.907,88.79,224,0.875,bilinear,-66.200,-38.047,+9 -resnet101d,29.053,70.947,62.107,37.893,44.57,320,1.000,bicubic,-67.247,-37.133,-17 -resnetv2_50x1_bitm,27.440,72.560,63.533,36.467,25.55,480,1.000,bilinear,-67.590,-35.637,+21 -vit_deit_base_patch16_224,27.333,72.667,58.840,41.160,86.57,224,0.900,bicubic,-68.107,-39.980,+7 -tf_efficientnet_b4_ap,26.333,73.667,60.067,39.933,19.34,380,0.922,bicubic,-69.817,-39.183,-17 -tf_efficientnet_b4,26.213,73.787,60.267,39.733,19.34,380,0.922,bicubic,-69.657,-38.873,-10 -ecaresnet50t,26.173,73.827,59.907,40.093,25.57,320,0.950,bicubic,-69.347,-39.203,-1 -ecaresnet101d,26.053,73.947,58.893,41.107,44.57,224,0.875,bicubic,-69.437,-40.197,0 -tf_efficientnet_b2_ns,24.147,75.853,57.000,43.000,9.11,260,0.890,bicubic,-71.603,-42.150,-9 -ssl_resnext101_32x4d,24.053,75.947,57.387,42.613,44.18,224,0.875,bilinear,-71.457,-41.673,-3 -pnasnet5large,23.547,76.453,53.427,46.573,86.06,331,0.911,bicubic,-72.143,-45.523,-9 -nasnetalarge,23.480,76.520,55.053,44.947,88.75,331,0.911,bicubic,-72.210,-43.847,-9 -efficientnet_b3,23.373,76.627,56.467,43.533,12.23,300,0.904,bicubic,-72.047,-42.633,-1 -efficientnet_b3a,23.200,76.800,55.960,44.040,12.23,320,1.000,bicubic,-72.520,-43.090,-13 -regnety_032,21.747,78.253,55.133,44.867,19.44,224,0.875,bicubic,-73.433,-44.007,+1 -vit_deit_small_distilled_patch16_224,20.773,79.227,55.173,44.827,22.44,224,0.900,bicubic,-73.947,-43.857,+19 -resnest50d_4s2x40d,20.507,79.493,52.800,47.200,30.42,224,0.875,bicubic,-74.533,-46.190,+6 -ssl_resnext50_32x4d,20.093,79.907,53.573,46.427,25.03,224,0.875,bilinear,-74.837,-45.277,+14 -tresnet_xl,19.613,80.387,52.813,47.187,78.44,224,0.875,bilinear,-75.857,-46.327,-10 -rexnet_200,19.333,80.667,52.387,47.613,16.37,224,0.875,bicubic,-75.667,-46.583,+6 -gluon_senet154,19.293,80.707,47.560,52.440,115.09,224,0.875,bicubic,-75.657,-51.180,+9 -repvgg_b3,19.093,80.907,49.787,50.213,123.09,224,0.875,bilinear,-75.457,-48.963,+29 -legacy_senet154,19.080,80.920,48.280,51.720,115.09,224,0.875,bilinear,-75.890,-50.590,+6 -vit_deit_small_patch16_224,18.933,81.067,51.080,48.920,22.05,224,0.900,bicubic,-75.417,-47.590,+41 -gluon_seresnext101_64x4d,18.893,81.107,49.107,50.893,88.23,224,0.875,bicubic,-75.987,-49.733,+8 -tf_efficientnet_b1_ns,18.667,81.333,51.613,48.387,7.79,240,0.882,bicubic,-76.513,-47.467,-9 -ecaresnet50d,18.653,81.347,51.893,48.107,25.58,224,0.875,bicubic,-75.957,-46.947,+19 -seresnext50_32x4d,18.400,81.600,50.987,49.013,27.56,224,0.875,bicubic,-76.680,-47.923,-7 -tf_efficientnet_lite4,17.973,82.027,51.240,48.760,13.01,380,0.920,bilinear,-77.007,-47.750,-2 -resnest50d_1s4x24d,17.640,82.360,49.813,50.187,25.68,224,0.875,bicubic,-77.020,-49.187,+10 -tf_efficientnet_b3_ap,17.187,82.813,49.867,50.133,12.23,300,0.904,bicubic,-78.123,-49.073,-17 -resnest50d,17.173,82.827,50.600,49.400,27.48,224,0.875,bilinear,-77.497,-48.190,+6 -gluon_resnext101_64x4d,17.133,82.867,44.400,55.600,83.46,224,0.875,bicubic,-77.417,-54.240,+17 -gluon_seresnext101_32x4d,17.133,82.867,46.773,53.227,48.96,224,0.875,bicubic,-77.807,-51.957,-3 -inception_v4,17.133,82.867,45.853,54.147,42.68,299,0.875,bicubic,-77.227,-52.707,+29 -xception71,17.027,82.973,45.427,54.573,42.34,299,0.903,bicubic,-77.253,-53.193,+36 -tf_efficientnet_b3,16.907,83.093,49.707,50.293,12.23,300,0.904,bicubic,-78.113,-49.193,-12 -inception_resnet_v2,16.720,83.280,44.893,55.107,55.84,299,0.897,bicubic,-77.770,-54.057,+16 -tresnet_l,16.680,83.320,50.040,49.960,55.99,224,0.875,bilinear,-78.500,-48.970,-21 -wide_resnet50_2,16.653,83.347,48.787,51.213,68.88,224,0.875,bicubic,-78.387,-50.303,-18 -gluon_resnet152_v1d,16.600,83.400,44.520,55.480,60.21,224,0.875,bicubic,-78.060,-54.260,-2 -gluon_resnet152_v1s,16.587,83.413,44.693,55.307,60.32,224,0.875,bicubic,-78.523,-54.237,-23 -gernet_l,16.360,83.640,47.333,52.667,31.08,256,0.875,bilinear,-78.830,-51.537,-28 -gluon_xception65,16.333,83.667,46.147,53.853,39.92,299,0.903,bicubic,-77.917,-52.443,+30 -ens_adv_inception_resnet_v2,16.133,83.867,43.627,56.373,55.84,299,0.897,bicubic,-78.027,-54.893,+39 -xception65,16.040,83.960,43.787,56.213,39.92,299,0.903,bicubic,-77.720,-54.563,+63 -repvgg_b3g4,15.960,84.040,48.013,51.987,83.83,224,0.875,bilinear,-78.530,-50.757,+6 -ssl_resnet50,15.867,84.133,49.360,50.640,25.56,224,0.875,bilinear,-78.563,-49.510,+11 -ecaresnet101d_pruned,15.507,84.493,47.813,52.187,24.88,224,0.875,bicubic,-79.573,-51.147,-29 -ecaresnet26t,15.453,84.547,47.853,52.147,16.01,320,0.950,bicubic,-78.867,-50.857,+19 -regnety_320,15.440,84.560,44.800,55.200,145.05,224,0.875,bicubic,-79.170,-54.070,-6 -skresnext50_32x4d,15.107,84.893,44.747,55.253,27.48,224,0.875,bicubic,-79.093,-53.713,+26 -ecaresnetlight,15.107,84.893,45.827,54.173,30.16,224,0.875,bicubic,-79.583,-52.973,-16 -rexnet_150,14.800,85.200,46.693,53.307,9.73,224,0.875,bicubic,-79.600,-51.917,+9 -efficientnet_b2a,14.400,85.600,46.107,53.893,9.11,288,1.000,bicubic,-80.220,-52.673,-11 -seresnet50,14.360,85.640,45.613,54.387,28.09,224,0.875,bicubic,-80.140,-53.097,-4 -legacy_seresnext101_32x4d,14.307,85.693,43.200,56.800,48.96,224,0.875,bilinear,-80.123,-55.380,0 -gluon_resnext101_32x4d,14.080,85.920,41.893,58.107,44.18,224,0.875,bicubic,-80.550,-56.737,-16 -gernet_m,13.827,86.173,46.067,53.933,21.14,224,0.875,bilinear,-80.843,-52.773,-22 -efficientnet_b2,13.627,86.373,44.840,55.160,9.11,260,0.875,bicubic,-80.933,-53.880,-11 -gluon_seresnext50_32x4d,13.507,86.493,43.773,56.227,27.56,224,0.875,bicubic,-80.803,-54.817,+9 -ese_vovnet39b,13.360,86.640,43.760,56.240,24.57,224,0.875,bicubic,-80.800,-54.780,+24 -repvgg_b2g4,13.360,86.640,43.667,56.333,61.76,224,0.875,bilinear,-80.560,-54.933,+36 -mixnet_xl,13.253,86.747,43.440,56.560,11.90,224,0.875,bicubic,-80.937,-54.910,+16 -efficientnet_b3_pruned,13.213,86.787,45.347,54.653,9.86,300,0.904,bicubic,-81.417,-53.423,-24 -nf_regnet_b1,13.107,86.893,44.360,55.640,10.22,288,0.900,bicubic,-81.033,-54.240,+21 -gluon_resnet101_v1d,13.093,86.907,41.573,58.427,44.57,224,0.875,bicubic,-81.177,-57.067,+6 -regnetx_320,12.907,87.093,40.547,59.453,107.81,224,0.875,bicubic,-81.433,-58.263,-2 -gluon_inception_v3,12.627,87.373,40.387,59.613,23.83,299,0.875,bicubic,-80.833,-58.213,+57 -regnety_160,12.600,87.400,41.400,58.600,83.59,224,0.875,bicubic,-81.810,-57.480,-9 -regnety_120,12.440,87.560,42.147,57.853,51.82,224,0.875,bicubic,-81.990,-56.723,-13 -efficientnet_em,12.387,87.613,43.907,56.093,6.90,240,0.882,bicubic,-81.513,-54.633,+29 -nf_resnet50,12.360,87.640,46.747,53.253,25.56,288,0.940,bicubic,-82.260,-51.983,-30 -tresnet_m,12.293,87.707,42.173,57.827,31.39,224,0.875,bilinear,-82.307,-56.387,-27 -vit_small_patch16_224,12.093,87.907,40.213,59.787,48.75,224,0.900,bicubic,-80.637,-57.707,+89 -hrnet_w64,11.987,88.013,40.973,59.027,128.06,224,0.875,bilinear,-82.043,-57.517,+15 -cspdarknet53,11.947,88.053,43.147,56.853,27.64,256,0.887,bilinear,-82.643,-55.633,-29 -gluon_resnet101_v1s,11.920,88.080,40.493,59.507,44.67,224,0.875,bicubic,-82.830,-58.397,-44 -resnet50d,11.760,88.240,42.560,57.440,25.58,224,0.875,bicubic,-82.580,-56.170,-12 -xception41,11.653,88.347,39.107,60.893,26.97,299,0.903,bicubic,-81.807,-59.303,+47 -dla102x2,11.547,88.453,41.080,58.920,41.28,224,0.875,bilinear,-82.393,-57.480,+14 -regnety_080,11.453,88.547,40.880,59.120,39.18,224,0.875,bicubic,-82.707,-57.750,0 -efficientnet_b2_pruned,11.360,88.640,41.867,58.133,8.31,260,0.890,bicubic,-82.730,-56.653,+7 -dpn92,11.253,88.747,40.293,59.707,37.67,224,0.875,bicubic,-82.957,-58.437,-6 -ecaresnet50d_pruned,11.253,88.747,42.160,57.840,19.94,224,0.875,bicubic,-83.027,-56.630,-14 -tf_efficientnet_el,11.200,88.800,42.200,57.800,10.59,300,0.904,bicubic,-83.220,-56.550,-26 -adv_inception_v3,11.040,88.960,36.840,63.160,23.83,299,0.875,bicubic,-81.850,-61.330,+68 -dpn107,11.027,88.973,38.667,61.333,86.92,224,0.875,bicubic,-83.303,-59.863,-20 -hrnet_w48,11.027,88.973,40.693,59.307,77.47,224,0.875,bilinear,-82.803,-57.937,+17 -tf_inception_v3,10.920,89.080,37.027,62.973,23.83,299,0.875,bicubic,-82.350,-61.023,+50 -tf_efficientnet_b0_ns,10.880,89.120,40.307,59.693,5.29,224,0.875,bicubic,-82.640,-58.313,+32 -gluon_resnet152_v1c,10.800,89.200,37.067,62.933,60.21,224,0.875,bicubic,-83.380,-61.573,-11 -resnext50_32x4d,10.787,89.213,40.667,59.333,25.03,224,0.875,bicubic,-83.223,-57.723,-1 -rexnet_130,10.720,89.280,41.560,58.440,7.56,224,0.875,bicubic,-83.120,-56.840,+11 -dpn131,10.640,89.360,37.440,62.560,79.25,224,0.875,bicubic,-83.240,-61.300,+7 -hrnet_w44,10.547,89.453,39.467,60.533,67.06,224,0.875,bilinear,-83.113,-59.223,+20 -tf_efficientnet_b2_ap,10.493,89.507,39.813,60.187,9.11,260,0.890,bicubic,-83.967,-58.827,-42 -resnext50d_32x4d,10.480,89.520,39.907,60.093,25.05,224,0.875,bicubic,-83.680,-58.783,-15 -legacy_seresnext50_32x4d,10.347,89.653,39.027,60.973,27.56,224,0.875,bilinear,-83.393,-59.483,+12 -regnety_064,10.227,89.773,39.320,60.680,30.58,224,0.875,bicubic,-84.003,-59.430,-24 -dpn98,10.147,89.853,36.587,63.413,61.57,224,0.875,bicubic,-83.953,-61.993,-12 -xception,10.133,89.867,38.013,61.987,22.86,299,0.897,bicubic,-83.247,-60.507,+32 -gluon_resnet152_v1b,10.120,89.880,35.853,64.147,60.19,224,0.875,bicubic,-84.040,-62.847,-18 -resnext101_32x8d,10.027,89.973,37.720,62.280,88.79,224,0.875,bilinear,-83.833,-60.930,0 -regnetx_160,9.973,90.027,38.120,61.880,54.28,224,0.875,bicubic,-84.247,-60.680,-28 -cspresnext50,9.920,90.080,40.267,59.733,20.57,224,0.875,bilinear,-84.520,-58.453,-50 -inception_v3,9.920,90.080,35.320,64.680,23.83,299,0.875,bicubic,-82.790,-62.640,+58 -dpn68b,9.813,90.187,38.213,61.787,12.61,224,0.875,bicubic,-83.787,-60.297,+11 -res2net101_26w_4s,9.707,90.293,35.027,64.973,45.21,224,0.875,bilinear,-83.943,-63.373,+9 -tf_efficientnet_b2,9.667,90.333,39.000,61.000,9.11,260,0.890,bicubic,-84.733,-59.820,-48 -tf_efficientnet_cc_b1_8e,9.573,90.427,36.880,63.120,39.72,240,0.882,bicubic,-84.387,-61.360,-17 -legacy_seresnet152,9.507,90.493,37.400,62.600,66.82,224,0.875,bilinear,-83.823,-60.980,+24 -tf_efficientnet_lite3,9.373,90.627,39.267,60.733,8.20,300,0.904,bilinear,-84.867,-59.363,-38 -cspresnet50,9.213,90.787,39.747,60.253,21.62,256,0.887,bilinear,-84.537,-58.923,-4 -gluon_resnext50_32x4d,9.173,90.827,36.613,63.387,25.03,224,0.875,bicubic,-84.547,-61.857,-3 -seresnext26d_32x4d,9.160,90.840,37.000,63.000,16.81,224,0.875,bicubic,-83.520,-61.130,+53 -efficientnet_b1,9.147,90.853,37.360,62.640,7.79,240,0.875,bicubic,-84.103,-60.810,+24 -hrnet_w40,9.120,90.880,37.147,62.853,57.56,224,0.875,bilinear,-84.330,-61.423,+10 -seresnext26t_32x4d,9.040,90.960,36.813,63.187,16.81,224,0.875,bicubic,-83.660,-61.567,+47 -rexnet_100,9.027,90.973,36.533,63.467,4.80,224,0.875,bicubic,-84.053,-61.617,+28 -regnetx_120,9.013,90.987,37.173,62.827,46.11,224,0.875,bicubic,-85.107,-61.567,-33 -resnest26d,8.880,91.120,37.853,62.147,17.07,224,0.875,bilinear,-84.560,-60.847,+8 -regnety_040,8.787,91.213,36.707,63.293,20.65,224,0.875,bicubic,-85.143,-61.983,-26 -legacy_seresnet101,8.733,91.267,35.840,64.160,49.33,224,0.875,bilinear,-84.547,-62.630,+15 -mixnet_l,8.693,91.307,36.333,63.667,7.33,224,0.875,bicubic,-84.747,-62.267,+6 -hrnet_w30,8.587,91.413,37.453,62.547,37.71,224,0.875,bilinear,-84.543,-60.947,+20 -tf_efficientnet_b1_ap,8.520,91.480,35.213,64.787,7.79,240,0.882,bicubic,-85.180,-63.157,-12 -repvgg_b2,8.440,91.560,36.320,63.680,89.02,224,0.875,bilinear,-85.000,-61.950,+1 -dla169,8.360,91.640,36.040,63.960,53.39,224,0.875,bilinear,-85.030,-62.510,+4 -resnetblur50,8.200,91.800,36.920,63.080,25.56,224,0.875,bicubic,-85.780,-61.600,-37 -dla102x,8.187,91.813,36.907,63.093,26.31,224,0.875,bilinear,-85.373,-61.653,-11 -hrnet_w32,8.120,91.880,37.507,62.493,41.23,224,0.875,bilinear,-85.350,-60.883,-7 -res2net50_26w_8s,8.053,91.947,34.093,65.907,48.40,224,0.875,bilinear,-85.597,-64.177,-16 -gluon_resnet101_v1c,8.000,92.000,32.853,67.147,44.57,224,0.875,bicubic,-85.790,-65.547,-27 -gluon_resnet50_v1d,7.947,92.053,35.093,64.907,25.58,224,0.875,bicubic,-85.763,-63.297,-22 -vit_deit_tiny_distilled_patch16_224,7.853,92.147,33.747,66.253,5.91,224,0.900,bicubic,-82.817,-63.813,+86 -dla60_res2next,7.827,92.173,34.773,65.227,17.03,224,0.875,bilinear,-85.343,-63.657,+7 -densenetblur121d,7.600,92.400,34.173,65.827,8.00,224,0.875,bicubic,-84.150,-63.927,+61 -dla60_res2net,7.573,92.427,34.733,65.267,20.85,224,0.875,bilinear,-85.617,-63.657,+4 -wide_resnet101_2,7.560,92.440,34.493,65.507,126.89,224,0.875,bilinear,-86.320,-64.077,-37 -efficientnet_b1_pruned,7.480,92.520,34.467,65.533,6.33,240,0.882,bicubic,-85.280,-63.573,+22 -regnetx_064,7.427,92.573,34.120,65.880,26.21,224,0.875,bicubic,-86.513,-64.550,-46 -gluon_resnet101_v1b,7.320,92.680,32.627,67.373,44.55,224,0.875,bicubic,-86.440,-65.843,-35 -vit_deit_tiny_patch16_224,7.240,92.760,30.707,69.293,5.72,224,0.900,bicubic,-82.410,-66.733,+89 -gluon_resnet50_v1s,7.147,92.853,33.267,66.733,25.68,224,0.875,bicubic,-86.553,-65.203,-31 -tf_efficientnet_cc_b0_8e,7.133,92.867,31.800,68.200,24.01,224,0.875,bicubic,-85.687,-66.460,+12 -tf_efficientnet_b1,7.093,92.907,33.027,66.973,7.79,240,0.882,bicubic,-86.397,-65.313,-23 -efficientnet_b0,7.000,93.000,34.213,65.787,5.29,224,0.875,bicubic,-85.550,-63.867,+27 -tf_mixnet_l,6.947,93.053,31.800,68.200,7.33,224,0.875,bicubic,-86.413,-66.240,-14 -ese_vovnet19b_dw,6.827,93.173,33.093,66.907,6.54,224,0.875,bicubic,-85.473,-64.987,+33 -res2net50_26w_6s,6.787,93.213,31.907,68.093,37.05,224,0.875,bilinear,-86.743,-66.523,-29 -resnet34d,6.733,93.267,31.760,68.240,21.82,224,0.875,bicubic,-86.037,-66.500,+9 -selecsls60b,6.693,93.307,33.453,66.547,32.77,224,0.875,bicubic,-86.607,-64.857,-15 -mixnet_m,6.667,93.333,32.200,67.800,5.01,224,0.875,bicubic,-85.783,-65.670,+25 -efficientnet_es,6.627,93.373,34.333,65.667,5.44,224,0.875,bicubic,-86.443,-64.147,-6 -skresnet34,6.627,93.373,31.560,68.440,22.28,224,0.875,bicubic,-85.783,-66.660,+24 -legacy_seresnext26_32x4d,6.600,93.400,33.253,66.747,16.79,224,0.875,bicubic,-85.920,-64.897,+19 -dla60x,6.560,93.440,33.680,66.320,17.35,224,0.875,bilinear,-86.570,-64.840,-13 -repvgg_b1,6.547,93.453,33.760,66.240,57.42,224,0.875,bilinear,-86.863,-64.770,-27 -regnetx_080,6.347,93.653,32.253,67.747,39.57,224,0.875,bicubic,-87.553,-66.567,-60 -tv_resnet152,6.240,93.760,32.440,67.560,60.19,224,0.875,bilinear,-87.090,-65.930,-24 -legacy_seresnet50,6.213,93.787,32.760,67.240,28.09,224,0.875,bilinear,-86.797,-65.420,-10 -swsl_resnet18,6.120,93.880,31.680,68.320,11.69,224,0.875,bilinear,-84.650,-66.090,+58 -tf_efficientnet_cc_b0_4e,6.027,93.973,29.587,70.413,13.31,224,0.875,bicubic,-86.533,-68.553,+10 -dla102,6.000,94.000,32.867,67.133,33.27,224,0.875,bilinear,-87.090,-65.623,-18 -res2next50,5.907,94.093,30.827,69.173,24.67,224,0.875,bilinear,-86.983,-67.363,-10 -resnet50,5.867,94.133,28.893,71.107,25.56,224,0.875,bicubic,-88.063,-69.447,-69 -regnetx_040,5.667,94.333,31.653,68.347,22.12,224,0.875,bicubic,-87.883,-66.807,-47 -selecsls60,5.613,94.387,32.427,67.573,30.67,224,0.875,bicubic,-87.347,-65.793,-16 -regnety_016,5.453,94.547,30.507,69.493,11.20,224,0.875,bicubic,-87.797,-67.893,-28 -hrnet_w18,5.440,94.560,31.160,68.840,21.30,224,0.875,bilinear,-86.880,-67.150,+11 -resnest14d,5.400,94.600,28.747,71.253,10.61,224,0.875,bilinear,-86.130,-69.203,+29 -tf_efficientnet_em,5.400,94.600,31.133,68.867,6.90,240,0.882,bicubic,-87.540,-67.057,-19 -res2net50_14w_8s,5.347,94.653,28.960,71.040,25.06,224,0.875,bilinear,-87.453,-69.210,-14 -tf_efficientnet_lite2,5.320,94.680,30.893,69.107,6.09,260,0.890,bicubic,-87.370,-67.327,-8 -repvgg_b1g4,5.253,94.747,30.733,69.267,39.97,224,0.875,bilinear,-87.567,-67.647,-19 -tf_efficientnet_b0_ap,5.240,94.760,28.947,71.053,5.29,224,0.875,bicubic,-86.940,-69.103,+8 -densenet121,5.240,94.760,29.827,70.173,7.98,224,0.875,bicubic,-86.460,-68.183,+23 -tf_mixnet_m,5.133,94.867,28.200,71.800,5.01,224,0.875,bicubic,-87.247,-69.710,+2 -res2net50_26w_4s,5.107,94.893,29.293,70.707,25.70,224,0.875,bilinear,-87.373,-68.847,-3 -gernet_s,5.080,94.920,30.480,69.520,8.17,224,0.875,bilinear,-86.880,-67.730,+13 -regnetx_032,5.053,94.947,30.360,69.640,15.30,224,0.875,bicubic,-88.007,-67.980,-32 -tf_efficientnet_b0,5.000,95.000,28.667,71.333,5.29,224,0.875,bicubic,-87.260,-69.233,+1 -mobilenetv3_large_100,4.920,95.080,28.427,71.573,5.48,224,0.875,bicubic,-86.200,-69.273,+27 -gluon_resnet50_v1c,4.907,95.093,28.120,71.880,25.58,224,0.875,bicubic,-88.123,-70.210,-34 -mobilenetv3_rw,4.853,95.147,30.213,69.787,5.48,224,0.875,bicubic,-86.347,-67.437,+21 -mixnet_s,4.840,95.160,28.533,71.467,4.13,224,0.875,bicubic,-86.990,-69.157,+10 -densenet161,4.840,95.160,29.613,70.387,28.68,224,0.875,bicubic,-87.840,-68.737,-19 -selecsls42b,4.827,95.173,28.893,71.107,32.46,224,0.875,bicubic,-87.413,-69.307,-4 -tv_resnext50_32x4d,4.800,95.200,30.520,69.480,25.03,224,0.875,bilinear,-87.970,-67.680,-28 -tv_resnet101,4.627,95.373,29.293,70.707,44.55,224,0.875,bilinear,-88.183,-68.967,-32 -tf_efficientnet_lite1,4.547,95.453,28.320,71.680,5.42,240,0.882,bicubic,-88.053,-69.730,-20 -mobilenetv2_120d,4.493,95.507,29.867,70.133,5.83,224,0.875,bicubic,-87.977,-68.133,-15 -resnet26d,4.120,95.880,28.413,71.587,16.01,224,0.875,bicubic,-87.960,-69.587,-3 -semnasnet_100,4.080,95.920,27.227,72.773,3.89,224,0.875,bicubic,-87.180,-70.333,+11 -densenet201,4.040,95.960,27.640,72.360,20.01,224,0.875,bicubic,-88.630,-70.620,-26 -gluon_resnet50_v1b,3.973,96.027,26.920,73.080,25.56,224,0.875,bicubic,-88.647,-71.250,-27 -fbnetc_100,3.973,96.027,26.053,73.947,5.57,224,0.875,bilinear,-86.877,-71.187,+22 -repvgg_a2,3.920,96.080,26.827,73.173,28.21,224,0.875,bilinear,-88.200,-71.373,-10 -mobilenetv2_140,3.853,96.147,26.533,73.467,6.11,224,0.875,bicubic,-88.007,-71.337,-4 -dpn68,3.840,96.160,25.987,74.013,12.61,224,0.875,bicubic,-88.220,-72.073,-9 -tf_efficientnet_es,3.840,96.160,26.347,73.653,5.44,224,0.875,bicubic,-88.160,-71.543,-9 -regnety_008,3.800,96.200,27.427,72.573,6.26,224,0.875,bicubic,-88.060,-70.763,-6 -tf_mixnet_s,3.773,96.227,25.373,74.627,4.13,224,0.875,bicubic,-87.647,-72.237,-1 -densenet169,3.760,96.240,25.720,74.280,14.15,224,0.875,bicubic,-88.320,-72.450,-15 -res2net50_48w_2s,3.680,96.320,26.827,73.173,25.29,224,0.875,bilinear,-88.900,-71.243,-33 -ssl_resnet18,3.653,96.347,25.307,74.693,11.69,224,0.875,bilinear,-86.597,-72.313,+19 -dla60,3.653,96.347,27.800,72.200,22.04,224,0.875,bilinear,-88.487,-70.260,-20 -regnetx_016,3.640,96.360,26.413,73.587,9.19,224,0.875,bicubic,-88.500,-71.867,-21 -tf_mobilenetv3_large_100,3.587,96.413,24.907,75.093,5.48,224,0.875,bilinear,-87.523,-72.763,+2 -spnasnet_100,3.547,96.453,24.533,75.467,4.42,224,0.875,bilinear,-86.823,-72.627,+15 -regnety_006,3.533,96.467,25.280,74.720,6.06,224,0.875,bicubic,-87.747,-72.530,-7 -legacy_seresnet34,3.253,96.747,23.813,76.187,21.96,224,0.875,bilinear,-87.717,-73.797,+4 -dla34,3.227,96.773,23.853,76.147,15.74,224,0.875,bilinear,-87.563,-73.737,+6 -efficientnet_lite0,3.200,96.800,25.773,74.227,4.65,224,0.875,bicubic,-87.870,-71.887,-2 -mnasnet_100,3.120,96.880,24.267,75.733,4.38,224,0.875,bicubic,-87.340,-73.223,+8 -mobilenetv2_110d,3.053,96.947,24.507,75.493,4.52,224,0.875,bicubic,-87.807,-73.103,+1 -regnety_004,3.027,96.973,23.080,76.920,4.34,224,0.875,bicubic,-87.453,-74.430,+5 -skresnet18,3.013,96.987,23.027,76.973,11.96,224,0.875,bicubic,-86.747,-74.293,+12 -tf_efficientnet_lite0,3.013,96.987,23.013,76.987,4.65,224,0.875,bicubic,-88.007,-74.407,-6 -resnet34,2.960,97.040,24.000,76.000,21.80,224,0.875,bilinear,-88.220,-73.730,-13 -vgg19_bn,2.947,97.053,23.333,76.667,143.68,224,0.875,bilinear,-87.143,-74.277,+6 -vgg16_bn,2.893,97.107,23.840,76.160,138.37,224,0.875,bilinear,-87.147,-73.520,+6 -hrnet_w18_small_v2,2.880,97.120,23.680,76.320,15.60,224,0.875,bilinear,-88.460,-74.270,-20 -tf_mobilenetv3_large_075,2.880,97.120,21.747,78.253,3.99,224,0.875,bilinear,-86.780,-75.533,+7 -resnet18d,2.853,97.147,21.800,78.200,11.71,224,0.875,bicubic,-86.297,-75.420,+9 -tv_densenet121,2.667,97.333,22.760,77.240,7.98,224,0.875,bicubic,-88.313,-74.980,-12 -gluon_resnet34_v1b,2.560,97.440,21.773,78.227,21.80,224,0.875,bicubic,-88.410,-75.867,-12 -repvgg_b0,2.560,97.440,24.120,75.880,15.82,224,0.875,bilinear,-88.860,-73.800,-27 -vgg16,2.560,97.440,20.293,79.707,138.36,224,0.875,bilinear,-86.080,-76.487,+12 -regnetx_008,2.547,97.453,22.333,77.667,7.26,224,0.875,bicubic,-88.633,-75.217,-21 -resnet26,2.480,97.520,23.053,76.947,16.00,224,0.875,bicubic,-88.700,-74.747,-23 -legacy_seresnet18,2.440,97.560,19.880,80.120,11.78,224,0.875,bicubic,-86.470,-77.110,+6 -regnetx_006,2.307,97.693,20.760,79.240,6.20,224,0.875,bicubic,-88.073,-76.560,-9 -mobilenetv2_100,2.240,97.760,19.707,80.293,3.50,224,0.875,bicubic,-87.220,-77.493,-1 -vgg13_bn,2.227,97.773,20.480,79.520,133.05,224,0.875,bilinear,-86.613,-76.500,+4 -vgg19,2.213,97.787,20.920,79.080,143.67,224,0.875,bilinear,-86.907,-75.980,-1 -tf_mobilenetv3_small_100,2.053,97.947,15.840,84.160,2.54,224,0.875,bilinear,-83.297,-79.800,+13 -regnety_002,2.040,97.960,18.587,81.413,3.16,224,0.875,bicubic,-85.360,-78.083,+6 -regnetx_004,1.960,98.040,18.920,81.080,5.16,224,0.875,bicubic,-87.070,-78.170,-3 -tf_mobilenetv3_small_075,1.907,98.093,15.040,84.960,2.04,224,0.875,bilinear,-81.563,-79.660,+13 -tv_resnet34,1.853,98.147,20.027,79.973,21.80,224,0.875,bilinear,-88.117,-77.363,-12 -dla60x_c,1.800,98.200,17.920,82.080,1.32,224,0.875,bilinear,-84.460,-78.180,+6 -vgg11_bn,1.800,98.200,18.427,81.573,132.87,224,0.875,bilinear,-85.760,-78.373,0 -vgg13,1.747,98.253,18.120,81.880,133.05,224,0.875,bilinear,-85.313,-78.120,+2 -dla46x_c,1.640,98.360,16.360,83.640,1.07,224,0.875,bilinear,-82.790,-78.980,+6 -tf_mobilenetv3_large_minimal_100,1.613,98.387,17.213,82.787,3.92,224,0.875,bilinear,-87.327,-79.597,-9 -hrnet_w18_small,1.573,98.427,18.133,81.867,13.19,224,0.875,bilinear,-87.237,-78.857,-7 -gluon_resnet18_v1b,1.533,98.467,16.773,83.227,11.69,224,0.875,bicubic,-86.747,-79.867,-6 -vgg11,1.507,98.493,16.213,83.787,132.86,224,0.875,bilinear,-85.053,-80.007,-2 -dla46_c,1.453,98.547,15.280,84.720,1.30,224,0.875,bilinear,-82.107,-79.610,+2 -regnetx_002,1.320,98.680,15.267,84.733,2.68,224,0.875,bicubic,-84.830,-80.753,-2 -tf_mobilenetv3_small_minimal_100,1.040,98.960,11.640,88.360,2.04,224,0.875,bilinear,-80.510,-82.070,+2 -resnet18,1.000,99.000,16.253,83.747,11.69,224,0.875,bilinear,-86.400,-80.027,-8 -tv_resnet50,0.040,99.960,14.960,85.040,25.56,224,0.875,bilinear,-91.870,-83.100,-60 +tf_efficientnet_l2_ns,84.760,15.240,96.147,3.853,480.31,800,0.960,bicubic,-13.790,-3.673,0 +tf_efficientnet_l2_ns_475,83.373,16.627,95.453,4.547,480.31,475,0.936,bicubic,-15.127,-4.377,0 +swin_large_patch4_window12_384,69.627,30.373,89.560,10.440,196.74,384,1.000,bicubic,-28.413,-10.130,0 +tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,0 +swin_base_patch4_window12_384,64.480,35.520,87.493,12.507,87.90,384,1.000,bicubic,-33.410,-12.217,0 +tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+2 +dm_nfnet_f6,62.253,37.747,84.667,15.333,438.36,576,0.956,bicubic,-35.477,-14.913,-1 +dm_nfnet_f5,61.587,38.413,84.027,15.973,377.21,544,0.954,bicubic,-36.013,-15.523,+2 +ig_resnext101_32x48d,61.013,38.987,83.347,16.653,828.41,224,0.875,bilinear,-36.607,-16.353,0 +swin_large_patch4_window7_224,60.893,39.107,85.840,14.160,196.53,224,0.900,bicubic,-36.757,-13.740,-3 +resnetv2_152x4_bitm,60.733,39.267,83.600,16.400,936.53,480,1.000,bilinear,-36.757,-16.000,+2 +dm_nfnet_f4,60.720,39.280,83.427,16.573,316.07,512,0.951,bicubic,-36.850,-16.093,-1 +tf_efficientnet_b5_ns,60.320,39.680,84.493,15.507,30.39,456,0.934,bicubic,-37.180,-15.137,-1 +dm_nfnet_f3,58.373,41.627,82.360,17.640,254.92,416,0.940,bicubic,-38.987,-17.220,0 +ig_resnext101_32x32d,58.093,41.907,80.653,19.347,468.53,224,0.875,bilinear,-39.267,-19.027,0 +resnetv2_152x2_bitm,54.973,45.027,82.813,17.187,236.34,480,1.000,bilinear,-42.177,-16.777,+5 +vit_base_r50_s16_384,54.627,45.373,81.213,18.787,98.95,384,1.000,bicubic,-42.553,-18.347,+3 +vit_large_patch16_384,53.867,46.133,80.320,19.680,304.72,384,1.000,bicubic,-43.243,-19.340,+4 +resnetv2_101x3_bitm,53.813,46.187,81.093,18.907,387.93,480,1.000,bilinear,-43.237,-18.427,+7 +ig_resnext101_32x16d,53.067,46.933,76.907,23.093,194.03,224,0.875,bilinear,-43.753,-22.683,+12 +swin_base_patch4_window7_224,51.453,48.547,79.973,20.027,87.77,224,0.900,bicubic,-45.797,-19.557,-5 +tf_efficientnet_b4_ns,51.213,48.787,79.187,20.813,19.34,380,0.922,bicubic,-45.737,-20.393,+8 +swsl_resnext101_32x8d,51.187,48.813,78.240,21.760,88.79,224,0.875,bilinear,-46.013,-21.330,-6 +dm_nfnet_f2,50.773,49.227,78.013,21.987,193.78,352,0.920,bicubic,-46.187,-21.437,+4 +vit_base_patch16_384,50.613,49.387,78.200,21.800,86.86,384,1.000,bicubic,-46.087,-21.310,+12 +vit_deit_base_distilled_patch16_384,49.333,50.667,79.253,20.747,87.63,384,1.000,bicubic,-47.627,-20.227,+3 +tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.260,-8 +resnest269e,48.187,51.813,74.333,25.667,110.93,416,0.928,bicubic,-48.333,-25.017,+15 +resnetv2_50x3_bitm,47.787,52.213,77.627,22.373,217.32,480,1.000,bilinear,-48.983,-21.823,+5 +tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.133,-7 +dm_nfnet_f1,46.600,53.400,74.773,25.227,132.63,320,0.910,bicubic,-50.320,-24.617,0 +swsl_resnext101_32x16d,46.200,53.800,72.200,27.800,194.03,224,0.875,bilinear,-50.400,-27.320,+10 +ecaresnet269d,45.893,54.107,75.133,24.867,102.09,352,1.000,bicubic,-51.187,-24.487,-8 +tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.327,-16 +ig_resnext101_32x8d,45.320,54.680,70.867,29.133,88.79,224,0.875,bilinear,-51.000,-28.563,+14 +resnest200e,44.147,55.853,73.467,26.533,70.20,320,0.909,bicubic,-52.463,-25.883,+5 +tresnet_xl_448,43.480,56.520,72.453,27.547,78.44,448,0.875,bilinear,-52.490,-26.677,+21 +tf_efficientnet_b7,42.960,57.040,73.133,26.867,66.35,600,0.949,bicubic,-54.050,-26.387,-11 +swsl_resnext101_32x4d,41.560,58.440,71.760,28.240,44.18,224,0.875,bilinear,-54.860,-27.710,+5 +tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.843,-16 +tresnet_l_448,40.200,59.800,69.893,30.107,55.99,448,0.875,bilinear,-55.660,-29.317,+23 +vit_deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.380,+10 +resnetv2_101x1_bitm,39.307,60.693,71.493,28.507,44.54,480,1.000,bilinear,-56.783,-27.697,+13 +vit_large_patch32_384,38.933,61.067,68.920,31.080,306.63,384,1.000,bicubic,-56.897,-30.230,+22 +resnet200d,38.147,61.853,68.613,31.387,64.69,320,1.000,bicubic,-58.573,-30.717,-10 +eca_nfnet_l1,38.107,61.893,71.293,28.707,41.41,320,1.000,bicubic,-58.593,-27.977,-10 +seresnet152d,37.640,62.360,69.480,30.520,66.84,320,1.000,bicubic,-59.130,-29.950,-14 +regnety_160,36.747,63.253,69.107,30.893,83.59,288,1.000,bicubic,-59.603,-30.223,-1 +pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.053,-30.230,-11 +tf_efficientnet_b3_ns,35.520,64.480,67.773,32.227,12.23,300,0.904,bicubic,-60.870,-31.577,-5 +vit_large_patch16_224,35.493,64.507,64.427,35.573,304.33,224,0.900,bicubic,-60.457,-34.813,+8 +tf_efficientnet_b6,35.213,64.787,67.720,32.280,43.04,528,0.942,bicubic,-61.457,-31.650,-12 +tf_efficientnet_b5_ap,34.787,65.213,67.493,32.507,30.39,456,0.934,bicubic,-61.893,-31.967,-14 +resnet152d,34.320,65.680,65.907,34.093,60.21,320,1.000,bicubic,-62.040,-33.483,-8 +tresnet_m_448,34.107,65.893,64.493,35.507,31.39,448,0.875,bilinear,-60.883,-34.487,+44 +vit_base_patch32_384,33.613,66.387,65.240,34.760,88.30,384,1.000,bicubic,-62.197,-33.910,+11 +pit_b_224,33.173,66.827,62.320,37.680,73.76,224,0.900,bicubic,-62.467,-36.340,+16 +swsl_resnext50_32x4d,33.013,66.987,65.067,34.933,25.03,224,0.875,bilinear,-62.857,-34.183,+5 +ssl_resnext101_32x16d,32.600,67.400,64.000,36.000,194.03,224,0.875,bilinear,-63.200,-35.180,+9 +swin_small_patch4_window7_224,32.600,67.400,65.440,34.560,49.61,224,0.900,bicubic,-63.310,-33.580,+1 +vit_base_patch16_224,32.053,67.947,61.573,38.427,86.57,224,0.900,bicubic,-63.277,-37.427,+22 +tf_efficientnet_b5,31.840,68.160,65.293,34.707,30.39,456,0.934,bicubic,-64.510,-34.017,-14 +resnest101e,31.413,68.587,64.360,35.640,48.28,256,0.875,bilinear,-64.447,-34.760,+2 +dm_nfnet_f0,31.280,68.720,63.347,36.653,71.49,256,0.900,bicubic,-64.860,-35.893,-11 +swsl_resnet50,29.867,70.133,63.853,36.147,25.56,224,0.875,bilinear,-65.543,-35.437,+17 +vit_deit_base_distilled_patch16_224,29.600,70.400,64.453,35.547,87.34,224,0.900,bicubic,-66.490,-34.807,-12 +ssl_resnext101_32x8d,29.040,70.960,60.973,39.027,88.79,224,0.875,bilinear,-66.430,-38.137,+11 +resnet101d,28.987,71.013,62.053,37.947,44.57,320,1.000,bicubic,-67.303,-37.177,-18 +vit_deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-39.947,+12 +resnetv2_50x1_bitm,27.347,72.653,63.547,36.453,25.55,480,1.000,bilinear,-67.703,-35.613,+24 +nfnet_l0,26.493,73.507,61.987,38.013,35.07,288,1.000,bicubic,-69.597,-37.313,-16 +tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-10 +tf_efficientnet_b4_ap,26.240,73.760,60.227,39.773,19.34,380,0.922,bicubic,-69.920,-39.053,-22 +regnety_032,26.213,73.787,60.987,39.013,19.44,288,1.000,bicubic,-69.757,-38.203,-17 +ecaresnet50t,26.133,73.867,60.027,39.973,25.57,320,0.950,bicubic,-69.377,-39.093,+2 +ecaresnet101d,26.027,73.973,58.987,41.013,44.57,224,0.875,bicubic,-69.503,-40.143,0 +eca_nfnet_l0,25.013,74.987,60.360,39.640,24.14,288,1.000,bicubic,-70.917,-38.850,-17 +tnt_s_patch16_224,24.733,75.267,58.187,41.813,23.76,224,0.900,bicubic,-70.307,-40.693,+18 +ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,0 +tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-11 +nasnetalarge,23.493,76.507,55.027,44.973,88.75,331,0.911,bicubic,-72.187,-43.903,-9 +efficientnet_b3,23.453,76.547,56.587,43.413,12.23,300,0.904,bicubic,-72.127,-42.513,-8 +pnasnet5large,23.333,76.667,53.640,46.360,86.06,331,0.911,bicubic,-72.377,-45.280,-12 +efficientnet_b3a,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-14 +pit_s_distilled_224,22.360,77.640,57.120,42.880,24.04,224,0.900,bicubic,-72.880,-41.930,+1 +swin_tiny_patch4_window7_224,21.173,78.827,55.973,44.027,28.29,224,0.900,bicubic,-73.967,-42.877,+2 +pit_s_224,21.080,78.920,53.573,46.427,23.46,224,0.900,bicubic,-73.510,-45.137,+35 +efficientnet_v2s,21.013,78.987,52.840,47.160,23.94,224,1.000,bicubic,-74.527,-46.120,-13 +vit_deit_small_distilled_patch16_224,20.707,79.293,55.133,44.867,22.44,224,0.900,bicubic,-74.003,-43.897,+23 +resnest50d_4s2x40d,20.387,79.613,52.800,47.200,30.42,224,0.875,bicubic,-74.573,-46.270,+10 +ssl_resnext50_32x4d,20.000,80.000,53.613,46.387,25.03,224,0.875,bilinear,-74.870,-45.267,+15 +tresnet_xl,19.640,80.360,53.133,46.867,78.44,224,0.875,bilinear,-75.800,-45.917,-12 +gluon_senet154,19.307,80.693,47.533,52.467,115.09,224,0.875,bicubic,-75.613,-51.227,+10 +rexnet_200,19.227,80.773,52.720,47.280,16.37,224,0.875,bicubic,-75.713,-46.290,+7 +repvgg_b3,19.107,80.893,50.253,49.747,123.09,224,0.875,bilinear,-75.463,-48.527,+28 +legacy_senet154,19.053,80.947,47.947,52.053,115.09,224,0.875,bilinear,-76.017,-50.883,-3 +vit_deit_small_patch16_224,18.907,81.093,51.413,48.587,22.05,224,0.900,bicubic,-75.493,-47.277,+39 +gluon_seresnext101_64x4d,18.907,81.093,49.187,50.813,88.23,224,0.875,bicubic,-76.023,-49.643,+5 +tf_efficientnet_b1_ns,18.693,81.307,51.667,48.333,7.79,240,0.882,bicubic,-76.477,-47.443,-12 +seresnext50_32x4d,18.360,81.640,50.973,49.027,27.56,224,0.875,bicubic,-76.680,-47.957,-5 +ecaresnet50d,18.227,81.773,51.880,48.120,25.58,224,0.875,bicubic,-76.403,-47.010,+15 +tf_efficientnet_lite4,18.133,81.867,50.707,49.293,13.01,380,0.920,bilinear,-76.757,-48.313,+3 +resnest50d_1s4x24d,17.693,82.307,49.800,50.200,25.68,224,0.875,bicubic,-77.057,-49.180,+6 +gluon_seresnext101_32x4d,17.373,82.627,46.373,53.627,48.96,224,0.875,bicubic,-77.547,-52.437,0 +resnest50d,17.373,82.627,50.707,49.293,27.48,224,0.875,bilinear,-77.457,-48.173,+2 +efficientnet_el,17.347,82.653,49.987,50.013,10.59,300,0.904,bicubic,-77.773,-49.003,-17 +inception_v4,17.267,82.733,45.920,54.080,42.68,299,0.875,bicubic,-77.113,-52.660,+31 +tf_efficientnet_b3_ap,17.187,82.813,49.680,50.320,12.23,300,0.904,bicubic,-78.133,-49.220,-24 +tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.643,-11 +xception71,17.000,83.000,45.520,54.480,42.34,299,0.903,bicubic,-77.280,-53.120,+34 +gluon_resnext101_64x4d,16.853,83.147,44.213,55.787,83.46,224,0.875,bicubic,-77.817,-54.437,+3 +tresnet_l,16.600,83.400,49.920,50.080,55.99,224,0.875,bilinear,-78.690,-49.090,-27 +gluon_resnet152_v1d,16.573,83.427,44.280,55.720,60.21,224,0.875,bicubic,-78.167,-54.460,-3 +gluon_resnet152_v1s,16.573,83.427,44.533,55.467,60.32,224,0.875,bicubic,-78.467,-54.297,-17 +inception_resnet_v2,16.573,83.427,44.960,55.040,55.84,299,0.897,bicubic,-77.967,-53.830,+10 +gluon_xception65,16.440,83.560,46.027,53.973,39.92,299,0.903,bicubic,-77.820,-52.543,+29 +gernet_l,16.373,83.627,47.213,52.787,31.08,256,0.875,bilinear,-78.717,-51.687,-27 +wide_resnet50_2,16.280,83.720,48.347,51.653,68.88,224,0.875,bicubic,-78.800,-50.623,-26 +ens_adv_inception_resnet_v2,16.240,83.760,43.640,56.360,55.84,299,0.897,bicubic,-77.920,-54.960,+37 +repvgg_b3g4,16.213,83.787,47.653,52.347,83.83,224,0.875,bilinear,-78.307,-51.317,+8 +xception65,16.027,83.973,43.773,56.227,39.92,299,0.903,bicubic,-77.733,-54.597,+62 +ssl_resnet50,15.960,84.040,49.467,50.533,25.56,224,0.875,bilinear,-78.490,-49.453,+12 +regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-54.023,+3 +ecaresnet101d_pruned,15.600,84.400,48.027,51.973,24.88,224,0.875,bicubic,-79.480,-50.953,-33 +ecaresnet26t,15.467,84.533,47.920,52.080,16.01,320,0.950,bicubic,-78.843,-50.800,+18 +skresnext50_32x4d,15.373,84.627,44.493,55.507,27.48,224,0.875,bicubic,-78.887,-53.967,+21 +ecaresnetlight,15.160,84.840,45.827,54.173,30.16,224,0.875,bicubic,-79.610,-52.973,-19 +rexnet_150,14.720,85.280,46.907,53.093,9.73,224,0.875,bicubic,-79.760,-51.883,+4 +efficientnet_el_pruned,14.480,85.520,46.120,53.880,10.59,300,0.904,bicubic,-79.920,-52.620,+7 +efficientnet_b2a,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-10 +legacy_seresnext101_32x4d,14.147,85.853,42.973,57.027,48.96,224,0.875,bilinear,-80.223,-55.677,+8 +seresnet50,14.147,85.853,45.467,54.533,28.09,224,0.875,bicubic,-80.403,-53.283,-8 +gernet_m,14.013,85.987,46.067,53.933,21.14,224,0.875,bilinear,-80.607,-52.483,-14 +gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.663,-56.977,-7 +gluon_seresnext50_32x4d,13.600,86.400,43.760,56.240,27.56,224,0.875,bicubic,-80.740,-54.850,+6 +repvgg_b2g4,13.440,86.560,43.787,56.213,61.76,224,0.875,bilinear,-80.420,-54.803,+40 +ese_vovnet39b,13.320,86.680,43.813,56.187,24.57,224,0.875,bicubic,-80.770,-54.847,+27 +efficientnet_b2,13.307,86.693,44.440,55.560,9.11,260,0.875,bicubic,-81.393,-54.230,-25 +regnetx_320,13.307,86.693,40.720,59.280,107.81,224,0.875,bicubic,-81.153,-58.020,-6 +pit_xs_distilled_224,13.240,86.760,44.573,55.427,11.00,224,0.900,bicubic,-80.570,-54.097,+40 +efficientnet_b3_pruned,13.173,86.827,45.213,54.787,9.86,300,0.904,bicubic,-81.457,-53.547,-24 +gluon_resnet101_v1d,13.160,86.840,41.493,58.507,44.57,224,0.875,bicubic,-81.060,-57.237,+8 +mixnet_xl,13.120,86.880,43.253,56.747,11.90,224,0.875,bicubic,-81.070,-55.087,+10 +nf_regnet_b1,13.027,86.973,44.413,55.587,10.22,288,0.900,bicubic,-81.103,-54.157,+16 +pit_xs_224,12.813,87.187,42.840,57.160,10.62,224,0.900,bicubic,-80.297,-55.470,+78 +gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.820,-58.077,+56 +tresnet_m,12.600,87.400,41.893,58.107,31.39,224,0.875,bilinear,-82.020,-56.967,-29 +regnety_120,12.427,87.573,42.200,57.800,51.82,224,0.875,bicubic,-82.053,-56.610,-17 +efficientnet_em,12.360,87.640,43.880,56.120,6.90,240,0.882,bicubic,-81.480,-54.930,+28 +nf_resnet50,12.320,87.680,46.760,53.240,25.56,288,0.940,bicubic,-82.270,-52.050,-29 +vit_small_patch16_224,12.147,87.853,40.320,59.680,48.75,224,0.900,bicubic,-80.613,-57.610,+88 +hrnet_w64,12.027,87.973,40.787,59.213,128.06,224,0.875,bilinear,-81.983,-57.823,+15 +cspdarknet53,12.013,87.987,43.253,56.747,27.64,256,0.887,bilinear,-82.647,-55.547,-38 +gluon_resnet101_v1s,11.880,88.120,40.973,59.027,44.67,224,0.875,bicubic,-82.840,-57.847,-43 +resnet50d,11.693,88.307,42.453,57.547,25.58,224,0.875,bicubic,-82.567,-56.267,-9 +dpn92,11.627,88.373,40.267,59.733,37.67,224,0.875,bicubic,-82.603,-58.463,-7 +xception41,11.600,88.400,39.133,60.867,26.97,299,0.903,bicubic,-81.830,-59.297,+48 +dla102x2,11.573,88.427,41.293,58.707,41.28,224,0.875,bilinear,-82.377,-57.197,+11 +regnety_080,11.413,88.587,40.613,59.387,39.18,224,0.875,bicubic,-82.757,-58.067,-4 +efficientnet_b2_pruned,11.360,88.640,42.027,57.973,8.31,260,0.890,bicubic,-82.780,-56.503,-1 +tf_efficientnet_el,11.333,88.667,42.040,57.960,10.59,300,0.904,bicubic,-83.077,-56.670,-26 +gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,-5 +dpn107,11.080,88.920,38.693,61.307,86.92,224,0.875,bicubic,-83.230,-59.787,-21 +hrnet_w48,11.080,88.920,40.320,59.680,77.47,224,0.875,bilinear,-82.840,-58.290,+6 +ecaresnet50d_pruned,11.027,88.973,41.947,58.053,19.94,224,0.875,bicubic,-83.193,-56.603,-14 +adv_inception_v3,11.013,88.987,36.720,63.280,23.83,299,0.875,bicubic,-81.867,-61.420,+67 +tf_efficientnet_b0_ns,10.933,89.067,40.067,59.933,5.29,224,0.875,bicubic,-82.697,-58.573,+25 +tf_inception_v3,10.840,89.160,36.853,63.147,23.83,299,0.875,bicubic,-82.480,-61.177,+43 +resnext50_32x4d,10.800,89.200,40.307,59.693,25.03,224,0.875,bicubic,-83.300,-58.043,-6 +dpn131,10.787,89.213,37.200,62.800,79.25,224,0.875,bicubic,-83.223,-61.520,-4 +tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-42 +resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.767,-58.837,-18 +rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.713,-1 +hrnet_w44,10.320,89.680,39.507,60.493,67.06,224,0.875,bilinear,-83.230,-59.193,+21 +resnext101_32x8d,10.187,89.813,37.827,62.173,88.79,224,0.875,bilinear,-83.643,-60.753,+3 +regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.973,-60.750,-14 +dpn98,10.133,89.867,36.587,63.413,61.57,224,0.875,bicubic,-83.997,-62.043,-16 +cspresnext50,10.120,89.880,40.373,59.627,20.57,224,0.875,bilinear,-84.360,-58.307,-48 +legacy_seresnext50_32x4d,10.107,89.893,39.200,60.800,27.56,224,0.875,bilinear,-83.623,-59.380,+8 +inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+63 +xception,9.987,90.013,38.027,61.973,22.86,299,0.897,bicubic,-83.473,-60.503,+22 +regnety_064,9.947,90.053,39.067,60.933,30.58,224,0.875,bicubic,-84.203,-59.663,-24 +dpn68b,9.787,90.213,38.053,61.947,12.61,224,0.875,bicubic,-83.903,-60.457,+6 +gluon_resnet152_v1b,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.333,-62.383,-19 +tf_efficientnet_lite3,9.667,90.333,39.000,61.000,8.20,300,0.904,bilinear,-84.533,-59.640,-33 +tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-46 +tf_efficientnet_cc_b1_8e,9.573,90.427,36.773,63.227,39.72,240,0.882,bicubic,-84.327,-61.627,-16 +res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.353,-4 +legacy_seresnet152,9.347,90.653,37.413,62.587,66.82,224,0.875,bilinear,-84.053,-60.937,+18 +cspresnet50,9.253,90.747,39.640,60.360,21.62,256,0.887,bilinear,-84.487,-59.000,-4 +hrnet_w40,9.227,90.773,36.893,63.107,57.56,224,0.875,bilinear,-84.263,-61.687,+10 +regnetx_120,9.187,90.813,37.200,62.800,46.11,224,0.875,bicubic,-85.053,-61.450,-44 +seresnext26d_32x4d,9.147,90.853,36.840,63.160,16.81,224,0.875,bicubic,-83.553,-61.310,+51 +efficientnet_b1,9.120,90.880,37.360,62.640,7.79,240,0.875,bicubic,-84.140,-60.810,+22 +resnest26d,9.080,90.920,37.853,62.147,17.07,224,0.875,bilinear,-84.250,-60.777,+15 +regnety_040,9.000,91.000,37.053,62.947,20.65,224,0.875,bicubic,-84.860,-61.597,-21 +gluon_resnext50_32x4d,8.947,91.053,36.333,63.667,25.03,224,0.875,bicubic,-84.863,-62.077,-18 +rexnet_100,8.893,91.107,36.373,63.627,4.80,224,0.875,bicubic,-84.137,-62.017,+27 +seresnext26t_32x4d,8.893,91.107,36.907,63.093,16.81,224,0.875,bicubic,-83.927,-61.463,+37 +mixnet_l,8.853,91.147,36.187,63.813,7.33,224,0.875,bicubic,-84.597,-62.033,+4 +dla169,8.640,91.360,36.040,63.960,53.39,224,0.875,bilinear,-84.700,-62.560,+7 +hrnet_w30,8.613,91.387,37.040,62.960,37.71,224,0.875,bilinear,-84.587,-61.370,+15 +legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.747,-62.497,+12 +tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-14 +repvgg_b2,8.427,91.573,36.467,63.533,89.02,224,0.875,bilinear,-85.073,-62.263,-6 +resnetblur50,8.240,91.760,37.400,62.600,25.56,224,0.875,bicubic,-85.720,-61.190,-38 +dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.320,-61.497,-9 +hrnet_w32,8.040,91.960,37.507,62.493,41.23,224,0.875,bilinear,-85.490,-60.943,-11 +res2net50_26w_8s,8.000,92.000,33.853,66.147,48.40,224,0.875,bilinear,-85.540,-64.407,-13 +gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-19 +gluon_resnet50_v1d,7.920,92.080,35.000,65.000,25.58,224,0.875,bicubic,-85.850,-63.390,-29 +dla60_res2next,7.787,92.213,34.987,65.013,17.03,224,0.875,bilinear,-85.393,-63.423,+7 +densenetblur121d,7.720,92.280,34.733,65.267,8.00,224,0.875,bicubic,-84.190,-63.337,+62 +vit_deit_tiny_distilled_patch16_224,7.707,92.293,33.560,66.440,5.91,224,0.900,bicubic,-82.993,-64.010,+91 +dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.793,+3 +efficientnet_b1_pruned,7.440,92.560,34.533,65.467,6.33,240,0.882,bicubic,-85.330,-63.507,+22 +wide_resnet101_2,7.360,92.640,34.147,65.853,126.89,224,0.875,bilinear,-86.360,-64.393,-29 +regnetx_064,7.333,92.667,34.373,65.627,26.21,224,0.875,bicubic,-86.557,-64.257,-45 +vit_deit_tiny_patch16_224,7.307,92.693,30.707,69.293,5.72,224,0.900,bicubic,-82.363,-66.743,+98 +hardcorenas_e,7.240,92.760,33.293,66.707,8.07,224,0.875,bilinear,-85.330,-64.817,+31 +gluon_resnet101_v1b,7.227,92.773,32.773,67.227,44.55,224,0.875,bicubic,-86.523,-65.537,-36 +efficientnet_b0,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.057,+23 +gluon_resnet50_v1s,7.213,92.787,33.507,66.493,25.68,224,0.875,bicubic,-86.407,-64.953,-30 +tf_mixnet_l,7.147,92.853,31.613,68.387,7.33,224,0.875,bicubic,-86.163,-66.417,-12 +tf_efficientnet_b1,7.133,92.867,33.040,66.960,7.79,240,0.882,bicubic,-86.367,-65.320,-25 +tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.393,+9 +hardcorenas_f,6.827,93.173,34.093,65.907,8.20,224,0.875,bilinear,-86.123,-64.067,+4 +ese_vovnet19b_dw,6.733,93.267,33.413,66.587,6.54,224,0.875,bicubic,-85.557,-64.677,+34 +selecsls60b,6.733,93.267,33.267,66.733,32.77,224,0.875,bicubic,-86.567,-65.013,-16 +efficientnet_es,6.707,93.293,33.840,66.160,5.44,224,0.875,bicubic,-86.433,-64.580,-10 +res2net50_26w_6s,6.693,93.307,31.653,68.347,37.05,224,0.875,bilinear,-86.717,-66.627,-25 +legacy_seresnext26_32x4d,6.627,93.373,33.253,66.747,16.79,224,0.875,bicubic,-86.013,-64.877,+16 +mixnet_m,6.627,93.373,32.053,67.947,5.01,224,0.875,bicubic,-85.803,-65.817,+23 +pit_ti_distilled_224,6.627,93.373,30.760,69.240,5.10,224,0.900,bicubic,-84.273,-66.940,+66 +skresnet34,6.480,93.520,31.547,68.453,22.28,224,0.875,bicubic,-85.910,-66.603,+24 +repvgg_b1,6.467,93.533,33.827,66.173,57.42,224,0.875,bilinear,-86.863,-64.683,-27 +hardcorenas_d,6.440,93.560,32.213,67.787,7.50,224,0.875,bilinear,-85.960,-65.837,+21 +dla60x,6.427,93.573,34.080,65.920,17.35,224,0.875,bilinear,-86.693,-64.430,-17 +resnet34d,6.400,93.600,31.493,68.507,21.82,224,0.875,bicubic,-86.280,-66.817,+7 +regnetx_080,6.307,93.693,32.320,67.680,39.57,224,0.875,bicubic,-87.563,-66.200,-66 +swsl_resnet18,6.240,93.760,31.600,68.400,11.69,224,0.875,bilinear,-84.450,-66.100,+65 +legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.773,-65.537,-12 +pit_ti_224,6.120,93.880,30.227,69.773,4.85,224,0.900,bicubic,-83.820,-67.223,+71 +tv_resnet152,6.040,93.960,32.053,67.947,60.19,224,0.875,bilinear,-87.260,-66.337,-30 +tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.617,-68.480,+4 +regnetx_040,5.973,94.027,31.547,68.453,22.12,224,0.875,bicubic,-87.587,-66.993,-51 +resnet50,5.933,94.067,29.093,70.907,25.56,224,0.875,bicubic,-87.877,-69.297,-66 +dla102,5.880,94.120,32.707,67.293,33.27,224,0.875,bilinear,-87.180,-65.833,-24 +regnety_016,5.680,94.320,30.413,69.587,11.20,224,0.875,bicubic,-87.350,-67.777,-22 +selecsls60,5.653,94.347,32.507,67.493,30.67,224,0.875,bicubic,-87.377,-65.853,-24 +hardcorenas_c,5.640,94.360,30.400,69.600,5.52,224,0.875,bilinear,-86.380,-67.440,+19 +res2next50,5.627,94.373,30.867,69.133,24.67,224,0.875,bilinear,-87.213,-67.313,-18 +hrnet_w18,5.493,94.507,30.960,69.040,21.30,224,0.875,bilinear,-86.827,-67.280,+8 +resnest14d,5.480,94.520,28.547,71.453,10.61,224,0.875,bilinear,-86.240,-69.323,+27 +tf_efficientnet_lite2,5.360,94.640,30.907,69.093,6.09,260,0.890,bicubic,-87.290,-67.323,-8 +tf_efficientnet_em,5.347,94.653,31.107,68.893,6.90,240,0.882,bicubic,-87.583,-67.083,-24 +gernet_s,5.307,94.693,30.133,69.867,8.17,224,0.875,bilinear,-86.833,-68.057,+11 +tf_efficientnet_b0_ap,5.307,94.693,28.813,71.187,5.29,224,0.875,bicubic,-86.893,-69.207,+8 +densenet121,5.293,94.707,29.907,70.093,7.98,224,0.875,bicubic,-86.277,-68.123,+23 +repvgg_b1g4,5.293,94.707,30.813,69.187,39.97,224,0.875,bilinear,-87.687,-67.617,-31 +res2net50_26w_4s,5.160,94.840,29.360,70.640,25.70,224,0.875,bilinear,-87.340,-68.700,-6 +tf_mixnet_m,5.080,94.920,28.147,71.853,5.01,224,0.875,bicubic,-87.250,-69.743,-2 +mobilenetv3_large_100,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.253,-69.523,+24 +tf_efficientnet_b0,5.067,94.933,28.800,71.200,5.29,224,0.875,bicubic,-87.183,-69.200,0 +res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-24 +hardcorenas_b,4.947,95.053,28.120,71.880,5.18,224,0.875,bilinear,-86.823,-69.660,+13 +mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+22 +mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.117,+10 +gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.153,-41 +hardcorenas_a,4.867,95.133,28.093,71.907,5.26,224,0.875,bilinear,-86.483,-69.767,+16 +regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-49 +tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.900,-67.963,-30 +tv_resnet101,4.707,95.293,29.333,70.667,44.55,224,0.875,bilinear,-88.103,-68.917,-36 +densenet161,4.693,95.307,29.547,70.453,28.68,224,0.875,bicubic,-87.807,-68.743,-20 +selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.563,-12 +tf_efficientnet_lite1,4.613,95.387,28.387,71.613,5.42,240,0.882,bicubic,-88.007,-69.693,-27 +mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.790,-20 +efficientnet_es_pruned,4.187,95.813,26.520,73.480,5.44,224,0.875,bicubic,-86.993,-71.230,+14 +fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.567,-71.277,+25 +densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-40 +gluon_resnet50_v1b,4.120,95.880,26.933,73.067,25.56,224,0.875,bicubic,-88.420,-71.237,-28 +resnet26d,4.040,95.960,28.520,71.480,16.01,224,0.875,bicubic,-88.030,-69.440,-13 +semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.320,-70.613,+5 +repvgg_a2,3.947,96.053,27.267,72.733,28.21,224,0.875,bilinear,-87.993,-70.883,-11 +tf_mixnet_s,3.880,96.120,25.253,74.747,4.13,224,0.875,bicubic,-87.630,-72.367,-2 +dpn68,3.867,96.133,26.080,73.920,12.61,224,0.875,bicubic,-88.143,-71.970,-15 +tf_efficientnet_es,3.827,96.173,26.107,73.893,5.44,224,0.875,bicubic,-88.153,-71.753,-15 +regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.937,-71.047,-8 +dla60,3.773,96.227,27.933,72.067,22.04,224,0.875,bilinear,-88.457,-70.177,-24 +ssl_resnet18,3.747,96.253,25.427,74.573,11.69,224,0.875,bilinear,-86.473,-72.123,+21 +mobilenetv2_140,3.720,96.280,26.747,73.253,6.11,224,0.875,bicubic,-88.110,-71.113,-13 +densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.223,-72.487,-18 +regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.543,-71.917,-26 +res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.963,-71.467,-42 +spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+15 +tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-7 +regnety_006,3.467,96.533,24.893,75.107,6.06,224,0.875,bicubic,-87.903,-72.817,-12 +legacy_seresnet34,3.333,96.667,23.800,76.200,21.96,224,0.875,bilinear,-87.557,-73.780,+3 +efficientnet_lite0,3.253,96.747,25.867,74.133,4.65,224,0.875,bicubic,-87.887,-71.763,-6 +dla34,3.227,96.773,23.573,76.427,15.74,224,0.875,bilinear,-87.533,-74.087,+3 +regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.300,-74.887,+7 +mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.777,-72.963,-3 +mnasnet_100,3.120,96.880,24.227,75.773,4.38,224,0.875,bicubic,-87.390,-73.243,+4 +tf_efficientnet_lite0,3.080,96.920,22.907,77.093,4.65,224,0.875,bicubic,-87.960,-74.683,-7 +skresnet18,3.013,96.987,22.800,77.200,11.96,224,0.875,bicubic,-86.647,-74.430,+13 +vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-74.100,+7 +resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-13 +tf_mobilenetv3_large_075,2.867,97.133,21.573,78.427,3.99,224,0.875,bilinear,-86.813,-75.637,+8 +hrnet_w18_small_v2,2.720,97.280,23.693,76.307,15.60,224,0.875,bilinear,-88.470,-74.207,-18 +gluon_resnet34_v1b,2.667,97.333,21.680,78.320,21.80,224,0.875,bicubic,-88.293,-75.950,-12 +vgg16_bn,2.653,97.347,23.773,76.227,138.37,224,0.875,bilinear,-87.437,-73.597,0 +regnetx_008,2.653,97.347,22.453,77.547,7.26,224,0.875,bicubic,-88.397,-75.257,-15 +vgg16,2.640,97.360,20.427,79.573,138.36,224,0.875,bilinear,-85.910,-76.363,+14 +resnet18d,2.600,97.400,21.613,78.387,11.71,224,0.875,bicubic,-86.680,-75.537,+6 +tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-13 +repvgg_b0,2.547,97.453,24.013,75.987,15.82,224,0.875,bilinear,-88.883,-73.977,-32 +regnetx_006,2.507,97.493,20.653,79.347,6.20,224,0.875,bicubic,-87.843,-76.777,-8 +legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.900,+7 +resnet26,2.480,97.520,22.987,77.013,16.00,224,0.875,bicubic,-88.630,-74.753,-24 +regnety_002,2.147,97.853,18.880,81.120,3.16,224,0.875,bicubic,-85.233,-77.710,+10 +mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.453,-77.233,-1 +vgg19,2.107,97.893,20.733,79.267,143.67,224,0.875,bilinear,-86.933,-76.137,0 +vgg13_bn,2.093,97.907,20.307,79.693,133.05,224,0.875,bilinear,-86.667,-76.663,+3 +tf_mobilenetv3_small_100,2.013,97.987,15.867,84.133,2.54,224,0.875,bilinear,-83.177,-79.903,+12 +tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.520,-79.977,+14 +regnetx_004,1.960,98.040,19.173,80.827,5.16,224,0.875,bicubic,-86.940,-77.947,-2 +tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.073,-77.340,-12 +vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,+4 +dla46x_c,1.760,98.240,16.480,83.520,1.07,224,0.875,bilinear,-82.490,-78.790,+8 +vgg11_bn,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-1 +tf_mobilenetv3_large_minimal_100,1.627,98.373,17.120,82.880,3.92,224,0.875,bilinear,-87.343,-79.740,-8 +dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,+2 +vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,0 +gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-6 +hrnet_w18_small,1.533,98.467,18.120,81.880,13.19,224,0.875,bilinear,-87.517,-78.990,-14 +dla46_c,1.520,98.480,15.267,84.733,1.30,224,0.875,bilinear,-82.130,-79.653,+2 +regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-2 +resnet18,1.160,98.840,16.213,83.787,11.69,224,0.875,bilinear,-86.230,-80.077,-8 +tf_mobilenetv3_small_minimal_100,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,+1 +tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.880,-83.587,-64 diff --git a/results/results-imagenet-r-clean.csv b/results/results-imagenet-r-clean.csv index b709067a..f0508ce7 100644 --- a/results/results-imagenet-r-clean.csv +++ b/results/results-imagenet-r-clean.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns,97.760,2.240,99.880,0.120,480.31,800,0.960,bicubic -tf_efficientnet_l2_ns_475,97.760,2.240,99.820,0.180,480.31,475,0.936,bicubic +tf_efficientnet_l2_ns,97.780,2.220,99.890,0.110,480.31,800,0.960,bicubic +tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,bicubic -tf_efficientnet_b6_ns,97.010,2.990,99.710,0.290,43.04,528,0.942,bicubic -ig_resnext101_32x48d,96.980,3.020,99.660,0.340,828.41,224,0.875,bilinear -dm_nfnet_f6,96.970,3.030,99.740,0.260,438.36,576,0.956,bicubic -tf_efficientnet_b5_ns,96.880,3.120,99.640,0.360,30.39,456,0.934,bicubic -resnetv2_152x4_bitm,96.860,3.140,99.660,0.340,936.53,480,1.000,bilinear -ig_resnext101_32x32d,96.850,3.150,99.520,0.480,468.53,224,0.875,bilinear -dm_nfnet_f4,96.800,3.200,99.640,0.360,316.07,512,0.951,bicubic -dm_nfnet_f5,96.720,3.280,99.680,0.320,377.21,544,0.954,bicubic -tf_efficientnet_b8,96.700,3.300,99.520,0.480,87.41,672,0.954,bicubic -tf_efficientnet_b4_ns,96.680,3.320,99.680,0.320,19.34,380,0.922,bicubic -dm_nfnet_f3,96.660,3.340,99.640,0.360,254.92,416,0.940,bicubic -tf_efficientnet_b7,96.580,3.420,99.520,0.480,66.35,600,0.949,bicubic -tf_efficientnet_b8_ap,96.560,3.440,99.540,0.460,87.41,672,0.954,bicubic -resnetv2_152x2_bitm,96.510,3.490,99.620,0.380,236.34,480,1.000,bilinear -vit_deit_base_distilled_patch16_384,96.490,3.510,99.590,0.410,87.63,384,1.000,bicubic -vit_base_resnet50_384,96.460,3.540,99.670,0.330,98.95,384,1.000,bicubic -dm_nfnet_f2,96.460,3.540,99.560,0.440,193.78,352,0.920,bicubic -ecaresnet269d,96.420,3.580,99.640,0.360,102.09,352,1.000,bicubic -ig_resnext101_32x16d,96.380,3.620,99.560,0.440,194.03,224,0.875,bilinear -vit_large_patch16_384,96.380,3.620,99.640,0.360,304.72,384,1.000,bicubic +swin_large_patch4_window12_384,97.170,2.830,99.680,0.320,196.74,384,1.000,bicubic +swin_base_patch4_window12_384,97.120,2.880,99.780,0.220,87.90,384,1.000,bicubic +tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic +dm_nfnet_f6,96.990,3.010,99.740,0.260,438.36,576,0.956,bicubic +ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear +swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,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 +dm_nfnet_f4,96.820,3.180,99.600,0.400,316.07,512,0.951,bicubic +ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear +dm_nfnet_f5,96.710,3.290,99.680,0.320,377.21,544,0.954,bicubic +tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,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 +dm_nfnet_f3,96.630,3.370,99.640,0.360,254.92,416,0.940,bicubic +tf_efficientnet_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,bicubic +tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic +vit_deit_base_distilled_patch16_384,96.510,3.490,99.590,0.410,87.63,384,1.000,bicubic +dm_nfnet_f2,96.500,3.500,99.570,0.430,193.78,352,0.920,bicubic +resnetv2_152x2_bitm,96.500,3.500,99.620,0.380,236.34,480,1.000,bilinear +ecaresnet269d,96.460,3.540,99.610,0.390,102.09,352,1.000,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 +dm_nfnet_f1,96.370,3.630,99.470,0.530,132.63,320,0.910,bicubic tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic -resnetv2_101x3_bitm,96.350,3.650,99.600,0.400,387.93,480,1.000,bilinear +resnetv2_101x3_bitm,96.360,3.640,99.600,0.400,387.93,480,1.000,bilinear +vit_large_patch16_384,96.360,3.640,99.630,0.370,304.72,384,1.000,bicubic tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic -dm_nfnet_f1,96.340,3.660,99.460,0.540,132.63,320,0.910,bicubic -tf_efficientnet_b6,96.320,3.680,99.530,0.470,43.04,528,0.942,bicubic -swsl_resnext101_32x16d,96.290,3.710,99.540,0.460,194.03,224,0.875,bilinear -seresnet152d,96.280,3.720,99.510,0.490,66.84,320,1.000,bicubic -swsl_resnext101_32x8d,96.270,3.730,99.590,0.410,88.79,224,0.875,bilinear -vit_base_patch16_384,96.190,3.810,99.550,0.450,86.86,384,1.000,bicubic -resnest269e,96.140,3.860,99.540,0.460,110.93,416,0.928,bicubic -resnet200d,96.130,3.870,99.440,0.560,64.69,320,1.000,bicubic -resnetv2_50x3_bitm,96.130,3.870,99.620,0.380,217.32,480,1.000,bilinear -resnest200e,96.080,3.920,99.450,0.550,70.20,320,0.909,bicubic +seresnet152d,96.310,3.690,99.510,0.490,66.84,320,1.000,bicubic +tf_efficientnet_b6,96.290,3.710,99.520,0.480,43.04,528,0.942,bicubic +swsl_resnext101_32x16d,96.270,3.730,99.500,0.500,194.03,224,0.875,bilinear +swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear +vit_base_patch16_384,96.190,3.810,99.530,0.470,86.86,384,1.000,bicubic +resnetv2_50x3_bitm,96.140,3.860,99.620,0.380,217.32,480,1.000,bilinear +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 -tf_efficientnet_b3_ns,96.040,3.960,99.460,0.540,12.23,300,0.904,bicubic -swsl_resnext101_32x4d,96.030,3.970,99.540,0.460,44.18,224,0.875,bilinear -tf_efficientnet_b5,95.970,4.030,99.460,0.540,30.39,456,0.934,bicubic -ig_resnext101_32x8d,95.880,4.120,99.350,0.650,88.79,224,0.875,bilinear -resnet152d,95.870,4.130,99.420,0.580,60.21,320,1.000,bicubic -resnet101d,95.740,4.260,99.420,0.580,44.57,320,1.000,bicubic -vit_deit_base_distilled_patch16_224,95.730,4.270,99.290,0.710,87.34,224,0.900,bicubic -dm_nfnet_f0,95.650,4.350,99.300,0.700,71.49,256,0.900,bicubic -swsl_resnext50_32x4d,95.630,4.370,99.450,0.550,25.03,224,0.875,bilinear -vit_deit_base_patch16_384,95.620,4.380,99.240,0.760,86.86,384,1.000,bicubic -tf_efficientnet_b4,95.580,4.420,99.290,0.710,19.34,380,0.922,bicubic -resnest101e,95.560,4.440,99.280,0.720,48.28,256,0.875,bilinear -tresnet_xl_448,95.520,4.480,99.340,0.660,78.44,448,0.875,bilinear -tf_efficientnet_b4_ap,95.520,4.480,99.420,0.580,19.34,380,0.922,bicubic -resnetv2_101x1_bitm,95.510,4.490,99.520,0.480,44.54,480,1.000,bilinear -ssl_resnext101_32x16d,95.470,4.530,99.410,0.590,194.03,224,0.875,bilinear -tf_efficientnet_b2_ns,95.460,4.540,99.390,0.610,9.11,260,0.890,bicubic -tresnet_l_448,95.420,4.580,99.300,0.700,55.99,448,0.875,bilinear -pnasnet5large,95.370,4.630,99.120,0.880,86.06,331,0.911,bicubic -nasnetalarge,95.320,4.680,99.140,0.860,88.75,331,0.911,bicubic -swsl_resnet50,95.290,4.710,99.350,0.650,25.56,224,0.875,bilinear -vit_base_patch16_224,95.290,4.710,99.230,0.770,86.57,224,0.900,bicubic -ssl_resnext101_32x8d,95.290,4.710,99.310,0.690,88.79,224,0.875,bilinear -vit_large_patch16_224,95.280,4.720,99.310,0.690,304.33,224,0.900,bicubic -vit_base_patch32_384,95.270,4.730,99.190,0.810,88.30,384,1.000,bicubic -vit_large_patch32_384,95.240,4.760,99.310,0.690,306.63,384,1.000,bicubic -ecaresnet101d,95.210,4.790,99.240,0.760,44.57,224,0.875,bicubic -efficientnet_b3a,95.170,4.830,99.220,0.780,12.23,320,1.000,bicubic -ssl_resnext101_32x4d,95.150,4.850,99.320,0.680,44.18,224,0.875,bilinear -regnety_032,95.130,4.870,99.220,0.780,19.44,224,0.875,bicubic -ecaresnet50t,95.080,4.920,99.270,0.730,25.57,320,0.950,bicubic -tresnet_xl,94.990,5.010,99.220,0.780,78.44,224,0.875,bilinear -vit_deit_base_patch16_224,94.970,5.030,99.000,1.000,86.57,224,0.900,bicubic -gernet_l,94.940,5.060,99.180,0.820,31.08,256,0.875,bilinear -tf_efficientnet_b3,94.900,5.100,99.140,0.860,12.23,300,0.904,bicubic -efficientnet_b3,94.890,5.110,99.190,0.810,12.23,300,0.904,bicubic -tf_efficientnet_b3_ap,94.890,5.110,99.130,0.870,12.23,300,0.904,bicubic -tf_efficientnet_lite4,94.880,5.120,99.110,0.890,13.01,380,0.920,bilinear -tf_efficientnet_b1_ns,94.850,5.150,99.240,0.760,7.79,240,0.882,bicubic -tresnet_l,94.830,5.170,99.060,0.940,55.99,224,0.875,bilinear -seresnext50_32x4d,94.770,5.230,99.120,0.880,27.56,224,0.875,bicubic -legacy_senet154,94.760,5.240,99.100,0.900,115.09,224,0.875,bilinear -resnest50d_4s2x40d,94.720,5.280,99.130,0.870,30.42,224,0.875,bicubic -ssl_resnext50_32x4d,94.720,5.280,99.190,0.810,25.03,224,0.875,bilinear -wide_resnet50_2,94.690,5.310,99.090,0.910,68.88,224,0.875,bicubic -tresnet_m_448,94.670,5.330,99.140,0.860,31.39,448,0.875,bilinear -gluon_resnet152_v1s,94.650,5.350,99.070,0.930,60.32,224,0.875,bicubic -gluon_senet154,94.650,5.350,98.990,1.010,115.09,224,0.875,bicubic -repvgg_b3,94.630,5.370,98.990,1.010,123.09,224,0.875,bilinear -rexnet_200,94.600,5.400,99.060,0.940,16.37,224,0.875,bicubic -repvgg_b3g4,94.570,5.430,99.000,1.000,83.83,224,0.875,bilinear -vit_deit_small_distilled_patch16_224,94.570,5.430,99.100,0.900,22.44,224,0.900,bicubic -efficientnet_b3_pruned,94.550,5.450,99.060,0.940,9.86,300,0.904,bicubic -gluon_seresnext101_64x4d,94.500,5.500,98.970,1.030,88.23,224,0.875,bicubic -regnety_320,94.500,5.500,99.150,0.850,145.05,224,0.875,bicubic -resnetv2_50x1_bitm,94.500,5.500,99.260,0.740,25.55,480,1.000,bilinear -resnest50d,94.490,5.510,99.000,1.000,27.48,224,0.875,bilinear -gernet_m,94.480,5.520,98.910,1.090,21.14,224,0.875,bilinear -gluon_resnet152_v1d,94.470,5.530,98.990,1.010,60.21,224,0.875,bicubic -ecaresnet101d_pruned,94.460,5.540,99.130,0.870,24.88,224,0.875,bicubic -tf_efficientnet_el,94.450,5.550,99.100,0.900,10.59,300,0.904,bicubic -nf_resnet50,94.420,5.580,99.100,0.900,25.56,288,0.940,bicubic -efficientnet_b2a,94.400,5.600,99.050,0.950,9.11,288,1.000,bicubic -gluon_seresnext101_32x4d,94.400,5.600,99.110,0.890,48.96,224,0.875,bicubic -inception_v4,94.390,5.610,98.830,1.170,42.68,299,0.875,bicubic -tf_efficientnet_b2_ap,94.360,5.640,98.970,1.030,9.11,260,0.890,bicubic -gluon_resnext101_64x4d,94.350,5.650,98.830,1.170,83.46,224,0.875,bicubic -efficientnet_b2,94.340,5.660,99.120,0.880,9.11,260,0.875,bicubic -resnest50d_1s4x24d,94.340,5.660,99.060,0.940,25.68,224,0.875,bicubic -gluon_resnet101_v1s,94.290,5.710,99.040,0.960,44.67,224,0.875,bicubic -rexnet_150,94.280,5.720,99.070,0.930,9.73,224,0.875,bicubic -regnety_160,94.280,5.720,99.020,0.980,83.59,224,0.875,bicubic -inception_resnet_v2,94.260,5.740,98.830,1.170,55.84,299,0.897,bicubic -mixnet_xl,94.250,5.750,98.840,1.160,11.90,224,0.875,bicubic -ssl_resnet50,94.250,5.750,99.080,0.920,25.56,224,0.875,bilinear -dpn92,94.240,5.760,98.950,1.050,37.67,224,0.875,bicubic -regnetx_120,94.240,5.760,99.190,0.810,46.11,224,0.875,bicubic -regnetx_320,94.230,5.770,99.060,0.940,107.81,224,0.875,bicubic -gluon_resnext101_32x4d,94.190,5.810,98.920,1.080,44.18,224,0.875,bicubic -tf_efficientnet_b2,94.190,5.810,99.030,0.970,9.11,260,0.890,bicubic -tf_efficientnet_lite3,94.140,5.860,98.940,1.060,8.20,300,0.904,bilinear -ecaresnet50d,94.140,5.860,99.030,0.970,25.58,224,0.875,bicubic -ecaresnetlight,94.120,5.880,98.940,1.060,30.16,224,0.875,bicubic -gluon_resnet101_v1d,94.120,5.880,98.920,1.080,44.57,224,0.875,bicubic -legacy_seresnext101_32x4d,94.110,5.890,98.950,1.050,48.96,224,0.875,bilinear -regnety_064,94.110,5.890,99.020,0.980,30.58,224,0.875,bicubic -resnet50d,94.110,5.890,98.960,1.040,25.58,224,0.875,bicubic -seresnet50,94.100,5.900,98.980,1.020,28.09,224,0.875,bicubic -cspdarknet53,94.090,5.910,98.970,1.030,27.64,256,0.887,bilinear -ens_adv_inception_resnet_v2,94.070,5.930,98.790,1.210,55.84,299,0.897,bicubic -gluon_seresnext50_32x4d,94.040,5.960,98.900,1.100,27.56,224,0.875,bicubic -dla102x2,94.040,5.960,99.070,0.930,41.28,224,0.875,bilinear -tresnet_m,94.020,5.980,98.820,1.180,31.39,224,0.875,bilinear -gluon_xception65,94.010,5.990,99.010,0.990,39.92,299,0.903,bicubic -regnetx_160,94.010,5.990,99.120,0.880,54.28,224,0.875,bicubic -gluon_resnet152_v1b,94.000,6.000,98.770,1.230,60.19,224,0.875,bicubic -dpn107,93.990,6.010,98.870,1.130,86.92,224,0.875,bicubic -resnext50d_32x4d,93.990,6.010,98.790,1.210,25.05,224,0.875,bicubic -regnety_120,93.960,6.040,99.060,0.940,51.82,224,0.875,bicubic -hrnet_w64,93.950,6.050,98.960,1.040,128.06,224,0.875,bilinear -ese_vovnet39b,93.940,6.060,98.930,1.070,24.57,224,0.875,bicubic -hrnet_w48,93.930,6.070,99.020,0.980,77.47,224,0.875,bilinear -ecaresnet26t,93.920,6.080,98.940,1.060,16.01,320,0.950,bicubic -efficientnet_b2_pruned,93.920,6.080,98.910,1.090,8.31,260,0.890,bicubic -regnetx_080,93.910,6.090,98.910,1.090,39.57,224,0.875,bicubic -dpn98,93.900,6.100,98.930,1.070,61.57,224,0.875,bicubic -gluon_resnet152_v1c,93.900,6.100,98.850,1.150,60.21,224,0.875,bicubic -skresnext50_32x4d,93.900,6.100,98.800,1.200,27.48,224,0.875,bicubic +resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic +pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic +swsl_resnext101_32x4d,96.050,3.950,99.530,0.470,44.18,224,0.875,bilinear +tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic +eca_nfnet_l1,95.930,4.070,99.500,0.500,41.41,320,1.000,bicubic +ig_resnext101_32x8d,95.930,4.070,99.380,0.620,88.79,224,0.875,bilinear +regnety_160,95.880,4.120,99.560,0.440,83.59,288,1.000,bicubic +resnet152d,95.870,4.130,99.430,0.570,60.21,320,1.000,bicubic +resnet101d,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic +vit_deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic +swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic +vit_deit_base_patch16_384,95.650,4.350,99.240,0.760,86.86,384,1.000,bicubic +dm_nfnet_f0,95.630,4.370,99.300,0.700,71.49,256,0.900,bicubic +swsl_resnext50_32x4d,95.620,4.380,99.440,0.560,25.03,224,0.875,bilinear +tf_efficientnet_b4,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic +resnest101e,95.570,4.430,99.270,0.730,48.28,256,0.875,bilinear +tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic +resnetv2_101x1_bitm,95.510,4.490,99.510,0.490,44.54,480,1.000,bilinear +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 +eca_nfnet_l0,95.470,4.530,99.380,0.620,24.14,288,1.000,bicubic +regnety_032,95.470,4.530,99.320,0.680,19.44,288,1.000,bicubic +tresnet_l_448,95.410,4.590,99.300,0.700,55.99,448,0.875,bilinear +ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear +nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic +pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic +ssl_resnext101_32x8d,95.340,4.660,99.320,0.680,88.79,224,0.875,bilinear +vit_large_patch16_224,95.290,4.710,99.310,0.690,304.33,224,0.900,bicubic +vit_base_patch32_384,95.260,4.740,99.180,0.820,88.30,384,1.000,bicubic +vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic +vit_base_patch16_224,95.210,4.790,99.230,0.770,86.57,224,0.900,bicubic +swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear +ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic +ssl_resnext101_32x4d,95.160,4.840,99.300,0.700,44.18,224,0.875,bilinear +nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic +efficientnet_b3a,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic +ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic +tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear +vit_deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic +efficientnet_v2s,94.990,5.010,99.080,0.920,23.94,224,1.000,bicubic +efficientnet_b3,94.970,5.030,99.230,0.770,12.23,300,0.904,bicubic +tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic +gernet_l,94.930,5.070,99.200,0.800,31.08,256,0.875,bilinear +tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic +tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear +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 +seresnext50_32x4d,94.820,5.180,99.130,0.870,27.56,224,0.875,bicubic +pit_b_224,94.790,5.210,98.820,1.180,73.76,224,0.900,bicubic +legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear +pit_s_distilled_224,94.730,5.270,99.190,0.810,24.04,224,0.900,bicubic +gluon_resnet152_v1s,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic +gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic +resnest50d_4s2x40d,94.710,5.290,99.130,0.870,30.42,224,0.875,bicubic +ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear +efficientnet_el,94.670,5.330,99.130,0.870,10.59,300,0.904,bicubic +wide_resnet50_2,94.670,5.330,99.050,0.950,68.88,224,0.875,bicubic +tresnet_m_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear +rexnet_200,94.660,5.340,99.090,0.910,16.37,224,0.875,bicubic +gluon_seresnext101_64x4d,94.650,5.350,98.980,1.020,88.23,224,0.875,bicubic +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 +pit_s_224,94.590,5.410,98.930,1.070,23.46,224,0.900,bicubic +vit_deit_small_distilled_patch16_224,94.590,5.410,99.100,0.900,22.44,224,0.900,bicubic +efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic +tnt_s_patch16_224,94.580,5.420,99.180,0.820,23.76,224,0.900,bicubic +resnetv2_50x1_bitm,94.550,5.450,99.250,0.750,25.55,480,1.000,bilinear +repvgg_b3,94.550,5.450,98.910,1.090,123.09,224,0.875,bilinear +gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear +regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic +repvgg_b3g4,94.490,5.510,99.020,0.980,83.83,224,0.875,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 +gluon_resnet152_v1d,94.440,5.560,99.010,0.990,60.21,224,0.875,bicubic +nf_resnet50,94.410,5.590,99.100,0.900,25.56,288,0.940,bicubic +resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic +inception_v4,94.380,5.620,98.820,1.180,42.68,299,0.875,bicubic +efficientnet_b2a,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 +gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic +efficientnet_b2,94.340,5.660,99.100,0.900,9.11,260,0.875,bicubic +inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,bicubic +ssl_resnet50,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear +regnetx_120,94.270,5.730,99.190,0.810,46.11,224,0.875,bicubic +rexnet_150,94.270,5.730,99.080,0.920,9.73,224,0.875,bicubic +tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic +mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic +tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic +regnetx_320,94.210,5.790,99.050,0.950,107.81,224,0.875,bicubic +dpn92,94.190,5.810,98.930,1.070,37.67,224,0.875,bicubic +ecaresnet50d,94.190,5.810,99.020,0.980,25.58,224,0.875,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 +regnety_064,94.140,5.860,99.030,0.970,30.58,224,0.875,bicubic +ens_adv_inception_resnet_v2,94.130,5.870,98.790,1.210,55.84,299,0.897,bicubic +legacy_seresnext101_32x4d,94.130,5.870,98.970,1.030,48.96,224,0.875,bilinear +tf_efficientnet_lite3,94.130,5.870,98.960,1.040,8.20,300,0.904,bilinear +gluon_resnext101_32x4d,94.120,5.880,98.930,1.070,44.18,224,0.875,bicubic +efficientnet_el_pruned,94.090,5.910,99.010,0.990,10.59,300,0.904,bicubic +cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear +seresnet50,94.080,5.920,98.970,1.030,28.09,224,0.875,bicubic +resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic +tresnet_m,94.070,5.930,98.830,1.170,31.39,224,0.875,bilinear +gluon_resnet152_v1b,94.030,5.970,98.740,1.260,60.19,224,0.875,bicubic +hrnet_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear +gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic +regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,bicubic +vit_deit_small_patch16_224,94.000,6.000,98.960,1.040,22.05,224,0.900,bicubic +dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear +dpn107,93.960,6.040,98.840,1.160,86.92,224,0.875,bicubic +skresnext50_32x4d,93.950,6.050,98.820,1.180,27.48,224,0.875,bicubic +dpn98,93.940,6.060,98.920,1.080,61.57,224,0.875,bicubic +ecaresnet26t,93.940,6.060,98.920,1.080,16.01,320,0.950,bicubic +nf_regnet_b1,93.890,6.110,98.750,1.250,10.22,288,0.900,bicubic +regnety_080,93.890,6.110,99.000,1.000,39.18,224,0.875,bicubic xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,bicubic -vit_deit_small_patch16_224,93.890,6.110,98.970,1.030,22.05,224,0.900,bicubic -repvgg_b2g4,93.890,6.110,98.920,1.080,61.76,224,0.875,bilinear -nf_regnet_b1,93.890,6.110,98.790,1.210,10.22,288,0.900,bicubic -resnext50_32x4d,93.850,6.150,98.790,1.210,25.03,224,0.875,bicubic -cspresnet50,93.840,6.160,98.900,1.100,21.62,256,0.887,bilinear -ecaresnet50d_pruned,93.840,6.160,98.980,1.020,19.94,224,0.875,bicubic -wide_resnet101_2,93.840,6.160,98.800,1.200,126.89,224,0.875,bilinear -cspresnext50,93.820,6.180,98.840,1.160,20.57,224,0.875,bilinear -resnext101_32x8d,93.820,6.180,98.950,1.050,88.79,224,0.875,bilinear -xception65,93.810,6.190,98.850,1.150,39.92,299,0.903,bicubic -regnety_080,93.800,6.200,99.000,1.000,39.18,224,0.875,bicubic -dpn131,93.770,6.230,98.800,1.200,79.25,224,0.875,bicubic -gluon_resnet101_v1c,93.750,6.250,98.800,1.200,44.57,224,0.875,bicubic -gluon_resnet101_v1b,93.750,6.250,98.720,1.280,44.55,224,0.875,bicubic -efficientnet_em,93.730,6.270,98.940,1.060,6.90,240,0.882,bicubic -resnetblur50,93.730,6.270,98.810,1.190,25.56,224,0.875,bicubic -regnetx_040,93.710,6.290,98.880,1.120,22.12,224,0.875,bicubic +gluon_resnet152_v1c,93.880,6.120,98.800,1.200,60.21,224,0.875,bicubic +regnetx_160,93.880,6.120,99.090,0.910,54.28,224,0.875,bicubic +cspresnet50,93.860,6.140,98.870,1.130,21.62,256,0.887,bilinear +ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic +resnext50_32x4d,93.840,6.160,98.830,1.170,25.03,224,0.875,bicubic +hrnet_w64,93.830,6.170,98.930,1.070,128.06,224,0.875,bilinear +ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic +repvgg_b2g4,93.820,6.180,98.930,1.070,61.76,224,0.875,bilinear +resnext50d_32x4d,93.810,6.190,98.740,1.260,25.05,224,0.875,bicubic +dla169,93.800,6.200,98.840,1.160,53.39,224,0.875,bilinear +efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic +regnetx_080,93.790,6.210,98.910,1.090,39.57,224,0.875,bicubic +resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear +gluon_resnet101_v1b,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic +xception65,93.760,6.240,98.860,1.140,39.92,299,0.903,bicubic +cspresnext50,93.760,6.240,98.840,1.160,20.57,224,0.875,bilinear +dpn131,93.760,6.240,98.800,1.200,79.25,224,0.875,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_2,93.730,6.270,98.810,1.190,126.89,224,0.875,bilinear +hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear +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 -gluon_resnext50_32x4d,93.700,6.300,98.700,1.300,25.03,224,0.875,bicubic -tf_efficientnet_b1_ap,93.680,6.320,98.810,1.190,7.79,240,0.882,bicubic -xception,93.680,6.320,98.820,1.180,22.86,299,0.897,bicubic -dla169,93.670,6.330,98.890,1.110,53.39,224,0.875,bilinear -hrnet_w44,93.660,6.340,98.930,1.070,67.06,224,0.875,bilinear -regnetx_064,93.640,6.360,99.040,0.960,26.21,224,0.875,bicubic -rexnet_130,93.620,6.380,98.720,1.280,7.56,224,0.875,bicubic -dpn68b,93.610,6.390,98.770,1.230,12.61,224,0.875,bicubic -regnety_040,93.600,6.400,98.990,1.010,20.65,224,0.875,bicubic -repvgg_b2,93.590,6.410,99.090,0.910,89.02,224,0.875,bilinear -res2net50_26w_8s,93.590,6.410,98.710,1.290,48.40,224,0.875,bilinear -res2net101_26w_4s,93.590,6.410,98.700,1.300,45.21,224,0.875,bilinear -tf_efficientnet_b0_ns,93.580,6.420,99.010,0.990,5.29,224,0.875,bicubic -gluon_inception_v3,93.580,6.420,98.830,1.170,23.83,299,0.875,bicubic -gluon_resnet50_v1s,93.560,6.440,98.820,1.180,25.68,224,0.875,bicubic -legacy_seresnext50_32x4d,93.560,6.440,98.750,1.250,27.56,224,0.875,bilinear -tf_efficientnet_cc_b1_8e,93.560,6.440,98.680,1.320,39.72,240,0.882,bicubic -res2net50_26w_6s,93.550,6.450,98.800,1.200,37.05,224,0.875,bilinear -dla102x,93.530,6.470,98.860,1.140,26.31,224,0.875,bilinear -gluon_resnet50_v1d,93.530,6.470,98.830,1.170,25.58,224,0.875,bicubic -hrnet_w40,93.520,6.480,98.810,1.190,57.56,224,0.875,bilinear -xception41,93.510,6.490,98.750,1.250,26.97,299,0.903,bicubic -resnet50,93.500,6.500,98.580,1.420,25.56,224,0.875,bicubic -selecsls60b,93.450,6.550,98.850,1.150,32.77,224,0.875,bicubic -dla60_res2net,93.440,6.560,98.870,1.130,20.85,224,0.875,bilinear -repvgg_b1,93.440,6.560,98.740,1.260,57.42,224,0.875,bilinear -dla60_res2next,93.370,6.630,98.820,1.180,17.03,224,0.875,bilinear -hrnet_w30,93.370,6.630,98.880,1.120,37.71,224,0.875,bilinear -regnetx_032,93.350,6.650,98.660,1.340,15.30,224,0.875,bicubic -legacy_seresnet152,93.330,6.670,98.760,1.240,66.82,224,0.875,bilinear -dla102,93.270,6.730,98.800,1.200,33.27,224,0.875,bilinear -legacy_seresnet101,93.250,6.750,98.760,1.240,49.33,224,0.875,bilinear -tv_resnet152,93.220,6.780,98.790,1.210,60.19,224,0.875,bilinear -res2net50_26w_4s,93.210,6.790,98.630,1.370,25.70,224,0.875,bilinear -tf_inception_v3,93.200,6.800,98.510,1.490,23.83,299,0.875,bicubic -res2next50,93.180,6.820,98.670,1.330,24.67,224,0.875,bilinear -tf_efficientnet_em,93.160,6.840,98.670,1.330,6.90,240,0.882,bicubic -mixnet_l,93.150,6.850,98.680,1.320,7.33,224,0.875,bicubic -resnest26d,93.150,6.850,98.900,1.100,17.07,224,0.875,bilinear -efficientnet_b1,93.100,6.900,98.590,1.410,7.79,240,0.875,bicubic -dla60x,93.080,6.920,98.710,1.290,17.35,224,0.875,bilinear -regnety_016,93.070,6.930,98.740,1.260,11.20,224,0.875,bicubic -efficientnet_es,93.010,6.990,98.740,1.260,5.44,224,0.875,bicubic -tf_mixnet_l,93.010,6.990,98.540,1.460,7.33,224,0.875,bicubic -efficientnet_b1_pruned,93.000,7.000,98.520,1.480,6.33,240,0.882,bicubic -hrnet_w32,93.000,7.000,98.860,1.140,41.23,224,0.875,bilinear -densenet161,92.990,7.010,98.780,1.220,28.68,224,0.875,bicubic -gluon_resnet50_v1c,92.990,7.010,98.640,1.360,25.58,224,0.875,bicubic -res2net50_14w_8s,92.980,7.020,98.620,1.380,25.06,224,0.875,bilinear -selecsls60,92.980,7.020,98.750,1.250,30.67,224,0.875,bicubic -inception_v3,92.970,7.030,98.330,1.670,23.83,299,0.875,bicubic -adv_inception_v3,92.960,7.040,98.500,1.500,23.83,299,0.875,bicubic -repvgg_b1g4,92.940,7.060,98.800,1.200,39.97,224,0.875,bilinear -tv_resnet101,92.940,7.060,98.640,1.360,44.55,224,0.875,bilinear -tv_resnext50_32x4d,92.940,7.060,98.720,1.280,25.03,224,0.875,bilinear -hrnet_w18,92.860,7.140,98.690,1.310,21.30,224,0.875,bilinear -tf_efficientnet_cc_b0_8e,92.850,7.150,98.480,1.520,24.01,224,0.875,bicubic -legacy_seresnet50,92.820,7.180,98.650,1.350,28.09,224,0.875,bilinear -mobilenetv2_120d,92.770,7.230,98.480,1.520,5.83,224,0.875,bicubic -rexnet_100,92.760,7.240,98.630,1.370,4.80,224,0.875,bicubic -tf_efficientnet_cc_b0_4e,92.740,7.260,98.520,1.480,13.31,224,0.875,bicubic -seresnext26t_32x4d,92.740,7.260,98.550,1.450,16.81,224,0.875,bicubic -gluon_resnet50_v1b,92.730,7.270,98.560,1.440,25.56,224,0.875,bicubic -dla60,92.710,7.290,98.650,1.350,22.04,224,0.875,bilinear -repvgg_a2,92.700,7.300,98.600,1.400,28.21,224,0.875,bilinear -res2net50_48w_2s,92.670,7.330,98.460,1.540,25.29,224,0.875,bilinear -densenet201,92.660,7.340,98.680,1.320,20.01,224,0.875,bicubic -regnetx_016,92.620,7.380,98.530,1.470,9.19,224,0.875,bicubic -vit_small_patch16_224,92.620,7.380,98.400,1.600,48.75,224,0.900,bicubic -resnet34d,92.610,7.390,98.430,1.570,21.82,224,0.875,bicubic -tf_efficientnet_lite2,92.590,7.410,98.570,1.430,6.09,260,0.890,bicubic -tf_efficientnet_b0_ap,92.570,7.430,98.410,1.590,5.29,224,0.875,bicubic -efficientnet_b0,92.550,7.450,98.640,1.360,5.29,224,0.875,bicubic -legacy_seresnext26_32x4d,92.530,7.470,98.450,1.550,16.79,224,0.875,bicubic -gernet_s,92.480,7.520,98.460,1.540,8.17,224,0.875,bilinear -selecsls42b,92.470,7.530,98.510,1.490,32.46,224,0.875,bicubic -seresnext26d_32x4d,92.440,7.560,98.550,1.450,16.81,224,0.875,bicubic -tf_efficientnet_b0,92.360,7.640,98.470,1.530,5.29,224,0.875,bicubic -skresnet34,92.340,7.660,98.520,1.480,22.28,224,0.875,bicubic -tf_efficientnet_lite1,92.330,7.670,98.510,1.490,5.42,240,0.882,bicubic -densenetblur121d,92.310,7.690,98.390,1.610,8.00,224,0.875,bicubic -dpn68,92.290,7.710,98.580,1.420,12.61,224,0.875,bicubic -tf_mixnet_m,92.270,7.730,98.490,1.510,5.01,224,0.875,bicubic -mixnet_m,92.210,7.790,98.360,1.640,5.01,224,0.875,bicubic -densenet169,92.200,7.800,98.570,1.430,14.15,224,0.875,bicubic -tv_resnet50,92.180,7.820,98.420,1.580,25.56,224,0.875,bilinear -mobilenetv2_140,92.110,7.890,98.250,1.750,6.11,224,0.875,bicubic -resnet26d,92.100,7.900,98.460,1.540,16.01,224,0.875,bicubic -ese_vovnet19b_dw,92.090,7.910,98.510,1.490,6.54,224,0.875,bicubic -tf_efficientnet_es,92.080,7.920,98.460,1.540,5.44,224,0.875,bicubic -densenet121,91.950,8.050,98.180,1.820,7.98,224,0.875,bicubic -regnety_008,91.810,8.190,98.410,1.590,6.26,224,0.875,bicubic -mixnet_s,91.800,8.200,98.330,1.670,4.13,224,0.875,bicubic -tf_mixnet_s,91.660,8.340,98.160,1.840,4.13,224,0.875,bicubic -semnasnet_100,91.620,8.380,98.310,1.690,3.89,224,0.875,bicubic -repvgg_b0,91.600,8.400,98.450,1.550,15.82,224,0.875,bilinear -regnety_006,91.570,8.430,98.390,1.610,6.06,224,0.875,bicubic -mobilenetv3_rw,91.550,8.450,98.340,1.660,5.48,224,0.875,bicubic -legacy_seresnet34,91.530,8.470,98.320,1.680,21.96,224,0.875,bilinear -mobilenetv3_large_100,91.490,8.510,98.310,1.690,5.48,224,0.875,bicubic -tv_densenet121,91.430,8.570,98.280,1.720,7.98,224,0.875,bicubic -tf_mobilenetv3_large_100,91.410,8.590,98.290,1.710,5.48,224,0.875,bilinear -resnet26,91.390,8.610,98.360,1.640,16.00,224,0.875,bicubic -regnetx_008,91.340,8.660,98.350,1.650,7.26,224,0.875,bicubic -resnet34,91.330,8.670,98.160,1.840,21.80,224,0.875,bilinear -hrnet_w18_small_v2,91.290,8.710,98.400,1.600,15.60,224,0.875,bilinear -tf_efficientnet_lite0,91.280,8.720,98.060,1.940,4.65,224,0.875,bicubic -dla34,91.230,8.770,98.140,1.860,15.74,224,0.875,bilinear -efficientnet_lite0,91.220,8.780,98.190,1.810,4.65,224,0.875,bicubic -mnasnet_100,91.210,8.790,98.030,1.970,4.38,224,0.875,bicubic -resnest14d,91.170,8.830,98.300,1.700,10.61,224,0.875,bilinear -fbnetc_100,91.140,8.860,97.870,2.130,5.57,224,0.875,bilinear -swsl_resnet18,91.130,8.870,98.230,1.770,11.69,224,0.875,bilinear -vgg19_bn,91.120,8.880,98.160,1.840,143.68,224,0.875,bilinear -vit_deit_tiny_distilled_patch16_224,91.120,8.880,98.310,1.690,5.91,224,0.900,bicubic -mobilenetv2_110d,91.100,8.900,98.140,1.860,4.52,224,0.875,bicubic -gluon_resnet34_v1b,91.020,8.980,98.140,1.860,21.80,224,0.875,bicubic -regnetx_006,90.920,9.080,98.070,1.930,6.20,224,0.875,bicubic -ssl_resnet18,90.840,9.160,98.020,1.980,11.69,224,0.875,bilinear -regnety_004,90.750,9.250,98.070,1.930,4.34,224,0.875,bicubic -spnasnet_100,90.640,9.360,97.920,2.080,4.42,224,0.875,bilinear -vgg16_bn,90.620,9.380,98.050,1.950,138.37,224,0.875,bilinear -tv_resnet34,90.390,9.610,97.930,2.070,21.80,224,0.875,bilinear -tf_mobilenetv3_large_075,90.360,9.640,97.840,2.160,3.99,224,0.875,bilinear -skresnet18,90.180,9.820,97.860,2.140,11.96,224,0.875,bicubic -mobilenetv2_100,89.890,10.110,97.850,2.150,3.50,224,0.875,bicubic -resnet18d,89.860,10.140,97.900,2.100,11.71,224,0.875,bicubic -vgg19,89.690,10.310,97.580,2.420,143.67,224,0.875,bilinear -hrnet_w18_small,89.640,10.360,97.840,2.160,13.19,224,0.875,bilinear -vit_deit_tiny_patch16_224,89.630,10.370,97.930,2.070,5.72,224,0.900,bicubic -regnetx_004,89.610,10.390,97.780,2.220,5.16,224,0.875,bicubic -vgg16,89.490,10.510,97.530,2.470,138.36,224,0.875,bilinear -legacy_seresnet18,89.290,10.710,97.790,2.210,11.78,224,0.875,bicubic -tf_mobilenetv3_large_minimal_100,89.290,10.710,97.380,2.620,3.92,224,0.875,bilinear -vgg13_bn,89.200,10.800,97.640,2.360,133.05,224,0.875,bilinear -gluon_resnet18_v1b,88.770,11.230,97.080,2.920,11.69,224,0.875,bicubic -vgg11_bn,88.310,11.690,97.290,2.710,132.87,224,0.875,bilinear -regnety_002,88.180,11.820,97.430,2.570,3.16,224,0.875,bicubic -resnet18,88.050,11.950,97.110,2.890,11.69,224,0.875,bilinear -vgg13,87.560,12.440,97.160,2.840,133.05,224,0.875,bilinear -vgg11,87.370,12.630,97.010,2.990,132.86,224,0.875,bilinear -regnetx_002,87.210,12.790,96.900,3.100,2.68,224,0.875,bicubic -dla60x_c,87.190,12.810,97.090,2.910,1.32,224,0.875,bilinear -tf_mobilenetv3_small_100,85.870,14.130,96.310,3.690,2.54,224,0.875,bilinear -dla46x_c,85.690,14.310,96.460,3.540,1.07,224,0.875,bilinear -tf_mobilenetv3_small_075,84.770,15.230,95.880,4.120,2.04,224,0.875,bilinear -dla46_c,84.690,15.310,96.220,3.780,1.30,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,82.770,17.230,95.080,4.920,2.04,224,0.875,bilinear +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_130,93.670,6.330,98.710,1.290,7.56,224,0.875,bicubic +gluon_resnext50_32x4d,93.650,6.350,98.690,1.310,25.03,224,0.875,bicubic +xception,93.640,6.360,98.770,1.230,22.86,299,0.897,bicubic +regnetx_064,93.630,6.370,99.050,0.950,26.21,224,0.875,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 +hrnet_w44,93.620,6.380,98.960,1.040,67.06,224,0.875,bilinear +regnety_040,93.620,6.380,98.950,1.050,20.65,224,0.875,bicubic +res2net50_26w_6s,93.590,6.410,98.750,1.250,37.05,224,0.875,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,93.570,6.430,98.800,1.200,17.03,224,0.875,bilinear +tf_efficientnet_cc_b1_8e,93.570,6.430,98.690,1.310,39.72,240,0.882,bicubic +gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic +dla102x,93.530,6.470,98.850,1.150,26.31,224,0.875,bilinear +gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic +res2net101_26w_4s,93.520,6.480,98.600,1.400,45.21,224,0.875,bilinear +selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic +xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic +resnet50,93.460,6.540,98.600,1.400,25.56,224,0.875,bicubic +res2net50_26w_8s,93.450,6.550,98.700,1.300,48.40,224,0.875,bilinear +legacy_seresnet152,93.440,6.560,98.850,1.150,66.82,224,0.875,bilinear +legacy_seresnext50_32x4d,93.430,6.570,98.800,1.200,27.56,224,0.875,bilinear +repvgg_b1,93.410,6.590,98.790,1.210,57.42,224,0.875,bilinear +dla60_res2net,93.380,6.620,98.860,1.140,20.85,224,0.875,bilinear +hrnet_w30,93.370,6.630,98.830,1.170,37.71,224,0.875,bilinear +dla102,93.260,6.740,98.780,1.220,33.27,224,0.875,bilinear +legacy_seresnet101,93.260,6.740,98.740,1.260,49.33,224,0.875,bilinear +mixnet_l,93.260,6.740,98.700,1.300,7.33,224,0.875,bicubic +regnetx_032,93.250,6.750,98.730,1.270,15.30,224,0.875,bicubic +pit_xs_distilled_224,93.240,6.760,98.820,1.180,11.00,224,0.900,bicubic +tv_resnet152,93.240,6.760,98.750,1.250,60.19,224,0.875,bilinear +resnest26d,93.240,6.760,98.850,1.150,17.07,224,0.875,bilinear +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,93.170,6.830,98.670,1.330,6.90,240,0.882,bicubic +res2next50,93.150,6.850,98.660,1.340,24.67,224,0.875,bilinear +efficientnet_b1,93.060,6.940,98.540,1.460,7.79,240,0.875,bicubic +tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic +res2net50_14w_8s,93.030,6.970,98.700,1.300,25.06,224,0.875,bilinear +repvgg_b1g4,93.030,6.970,98.820,1.180,39.97,224,0.875,bilinear +adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic +selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic +regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic +efficientnet_b1_pruned,92.980,7.020,98.530,1.470,6.33,240,0.882,bicubic +hardcorenas_f,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear +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 +pit_xs_224,92.910,7.090,98.780,1.220,10.62,224,0.900,bicubic +gluon_resnet50_v1c,92.910,7.090,98.710,1.290,25.58,224,0.875,bicubic +efficientnet_es,92.910,7.090,98.690,1.310,5.44,224,0.875,bicubic +densenet161,92.900,7.100,98.810,1.190,28.68,224,0.875,bicubic +inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic +tv_resnext50_32x4d,92.900,7.100,98.720,1.280,25.03,224,0.875,bilinear +tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear +tf_efficientnet_cc_b0_8e,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic +rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,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 +res2net50_48w_2s,92.790,7.210,98.470,1.530,25.29,224,0.875,bilinear +hrnet_w18,92.760,7.240,98.660,1.340,21.30,224,0.875,bilinear +densenet201,92.690,7.310,98.650,1.350,20.01,224,0.875,bicubic +repvgg_a2,92.680,7.320,98.520,1.480,28.21,224,0.875,bilinear +dla60,92.670,7.330,98.630,1.370,22.04,224,0.875,bilinear +legacy_seresnet50,92.670,7.330,98.650,1.350,28.09,224,0.875,bilinear +resnet34d,92.640,7.360,98.420,1.580,21.82,224,0.875,bicubic +mobilenetv2_120d,92.610,7.390,98.510,1.490,5.83,224,0.875,bicubic +tf_efficientnet_b0_ap,92.610,7.390,98.370,1.630,5.29,224,0.875,bicubic +hardcorenas_d,92.600,7.400,98.430,1.570,7.50,224,0.875,bilinear +vit_small_patch16_224,92.600,7.400,98.390,1.610,48.75,224,0.900,bicubic +tf_efficientnet_lite2,92.590,7.410,98.550,1.450,6.09,260,0.890,bicubic +legacy_seresnext26_32x4d,92.570,7.430,98.420,1.580,16.79,224,0.875,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 +gernet_s,92.440,7.560,98.500,1.500,8.17,224,0.875,bilinear +seresnext26d_32x4d,92.440,7.560,98.540,1.460,16.81,224,0.875,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 +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 +densenet169,92.300,7.700,98.590,1.410,14.15,224,0.875,bicubic +mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic +dpn68,92.240,7.760,98.610,1.390,12.61,224,0.875,bicubic +resnet26d,92.230,7.770,98.450,1.550,16.01,224,0.875,bicubic +tf_mixnet_m,92.200,7.800,98.420,1.580,5.01,224,0.875,bicubic +tv_resnet50,92.140,7.860,98.420,1.580,25.56,224,0.875,bilinear +tf_efficientnet_es,92.100,7.900,98.440,1.560,5.44,224,0.875,bicubic +mobilenetv2_140,92.030,7.970,98.250,1.750,6.11,224,0.875,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 +regnety_008,91.900,8.100,98.420,1.580,6.26,224,0.875,bicubic +mixnet_s,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic +efficientnet_es_pruned,91.700,8.300,98.420,1.580,5.44,224,0.875,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 +hardcorenas_a,91.620,8.380,98.170,1.830,5.26,224,0.875,bilinear +regnety_006,91.570,8.430,98.430,1.570,6.06,224,0.875,bicubic +mobilenetv3_rw,91.550,8.450,98.270,1.730,5.48,224,0.875,bicubic +mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic +legacy_seresnet34,91.480,8.520,98.200,1.800,21.96,224,0.875,bilinear +resnet26,91.440,8.560,98.280,1.720,16.00,224,0.875,bicubic +tf_mobilenetv3_large_100,91.420,8.580,98.260,1.740,5.48,224,0.875,bilinear +tv_densenet121,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic +mobilenetv2_110d,91.350,8.650,98.190,1.810,4.52,224,0.875,bicubic +tf_efficientnet_lite0,91.300,8.700,98.090,1.910,4.65,224,0.875,bicubic +fbnetc_100,91.270,8.730,97.830,2.170,5.57,224,0.875,bilinear +efficientnet_lite0,91.260,8.740,98.250,1.750,4.65,224,0.875,bicubic +dla34,91.240,8.760,98.180,1.820,15.74,224,0.875,bilinear +resnet34,91.200,8.800,98.240,1.760,21.80,224,0.875,bilinear +mnasnet_100,91.200,8.800,98.050,1.950,4.38,224,0.875,bicubic +regnetx_008,91.180,8.820,98.380,1.620,7.26,224,0.875,bicubic +hrnet_w18_small_v2,91.170,8.830,98.340,1.660,15.60,224,0.875,bilinear +resnest14d,91.130,8.870,98.330,1.670,10.61,224,0.875,bilinear +gluon_resnet34_v1b,91.100,8.900,98.180,1.820,21.80,224,0.875,bicubic +vit_deit_tiny_distilled_patch16_224,91.100,8.900,98.270,1.730,5.91,224,0.900,bicubic +swsl_resnet18,91.090,8.910,98.210,1.790,11.69,224,0.875,bilinear +vgg19_bn,90.990,9.010,98.110,1.890,143.68,224,0.875,bilinear +pit_ti_distilled_224,90.900,9.100,98.220,1.780,5.10,224,0.900,bicubic +regnety_004,90.780,9.220,98.080,1.920,4.34,224,0.875,bicubic +regnetx_006,90.760,9.240,98.100,1.900,6.20,224,0.875,bicubic +ssl_resnet18,90.700,9.300,98.020,1.980,11.69,224,0.875,bilinear +spnasnet_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear +vgg16_bn,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear +pit_ti_224,90.420,9.580,98.010,1.990,4.85,224,0.900,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 +skresnet18,90.160,9.840,97.780,2.220,11.96,224,0.875,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 +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 +vit_deit_tiny_patch16_224,89.620,10.380,97.960,2.040,5.72,224,0.900,bicubic +regnetx_004,89.460,10.540,97.770,2.230,5.16,224,0.875,bicubic +vgg16,89.360,10.640,97.520,2.480,138.36,224,0.875,bilinear +legacy_seresnet18,89.270,10.730,97.680,2.320,11.78,224,0.875,bicubic +vgg13_bn,89.200,10.800,97.530,2.470,133.05,224,0.875,bilinear +tf_mobilenetv3_large_minimal_100,89.180,10.820,97.320,2.680,3.92,224,0.875,bilinear +gluon_resnet18_v1b,88.660,11.340,97.100,2.900,11.69,224,0.875,bicubic +vgg11_bn,88.390,11.610,97.270,2.730,132.87,224,0.875,bilinear +regnety_002,88.200,11.800,97.430,2.570,3.16,224,0.875,bicubic +resnet18,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear +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 +tf_mobilenetv3_small_100,85.960,14.040,96.400,3.600,2.54,224,0.875,bilinear +dla46x_c,85.480,14.520,96.440,3.560,1.07,224,0.875,bilinear +dla46_c,84.660,15.340,96.200,3.800,1.30,224,0.875,bilinear +tf_mobilenetv3_small_075,84.530,15.470,95.890,4.110,2.04,224,0.875,bilinear +tf_mobilenetv3_small_minimal_100,82.670,17.330,95.000,5.000,2.04,224,0.875,bilinear diff --git a/results/results-imagenet-r.csv b/results/results-imagenet-r.csv index d8544c27..a52ab62a 100644 --- a/results/results-imagenet-r.csv +++ b/results/results-imagenet-r.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -ig_resnext101_32x48d,79.737,20.263,89.450,10.550,828.41,224,0.875,bilinear,-17.243,-10.210,+4 -ig_resnext101_32x32d,79.447,20.553,89.283,10.717,468.53,224,0.875,bilinear,-17.403,-10.237,+7 -ig_resnext101_32x16d,78.963,21.037,88.437,11.563,194.03,224,0.875,bilinear,-17.417,-11.123,+19 -tf_efficientnet_l2_ns_475,76.537,23.463,88.630,11.370,480.31,475,0.936,bicubic,-21.223,-11.190,-2 -swsl_resnext101_32x16d,76.253,23.747,87.780,12.220,194.03,224,0.875,bilinear,-20.037,-11.760,+24 -ig_resnext101_32x8d,75.897,24.103,86.193,13.807,88.79,224,0.875,bilinear,-19.983,-13.157,+35 -swsl_resnext101_32x8d,75.463,24.537,86.840,13.160,88.79,224,0.875,bilinear,-20.807,-12.750,+24 -tf_efficientnet_l2_ns,74.603,25.397,87.543,12.457,480.31,800,0.960,bicubic,-23.157,-12.337,-7 -swsl_resnext101_32x4d,72.683,27.317,85.157,14.843,44.18,224,0.875,bilinear,-23.347,-14.383,+30 -swsl_resnext50_32x4d,69.027,30.973,82.837,17.163,25.03,224,0.875,bilinear,-26.603,-16.613,+36 -swsl_resnet50,68.220,31.780,83.330,16.670,25.56,224,0.875,bilinear,-27.070,-15.980,+47 -tf_efficientnet_b7_ns,67.513,32.487,81.347,18.653,66.35,600,0.949,bicubic,-29.687,-18.353,-9 -tf_efficientnet_b6_ns,65.577,34.423,79.537,20.463,43.04,528,0.942,bicubic,-31.433,-20.173,-9 -tf_efficientnet_b5_ns,63.050,36.950,77.837,22.163,30.39,456,0.934,bicubic,-33.830,-21.803,-7 -tf_efficientnet_b4_ns,61.277,38.723,76.220,23.780,19.34,380,0.922,bicubic,-35.403,-23.460,-2 -tf_efficientnet_b8_ap,57.840,42.160,72.950,27.050,87.41,672,0.954,bicubic,-38.720,-26.590,0 -tf_efficientnet_b3_ns,57.417,42.583,72.407,27.593,12.23,300,0.904,bicubic,-38.623,-27.053,+21 -vit_large_patch16_384,54.773,45.227,70.040,29.960,304.72,384,1.000,bicubic,-41.607,-29.600,+5 -vit_base_resnet50_384,54.390,45.610,69.590,30.410,98.95,384,1.000,bicubic,-42.070,-29.970,0 -resnetv2_152x4_bitm,54.227,45.773,70.150,29.850,936.53,480,1.000,bilinear,-42.633,-29.510,-12 -dm_nfnet_f6,54.077,45.923,69.017,30.983,438.36,576,0.956,bicubic,-42.893,-30.723,-15 -tf_efficientnet_b5_ap,53.897,46.103,69.160,30.840,30.39,456,0.934,bicubic,-42.183,-30.380,+15 -dm_nfnet_f5,53.723,46.277,68.493,31.507,377.21,544,0.954,bicubic,-42.997,-31.187,-12 -tf_efficientnet_b6_ap,53.577,46.423,68.533,31.467,43.04,528,0.942,bicubic,-42.793,-31.017,0 -tf_efficientnet_b2_ns,53.573,46.427,70.277,29.723,9.11,260,0.890,bicubic,-41.887,-29.113,+29 -tf_efficientnet_b8,53.413,46.587,69.087,30.913,87.41,672,0.954,bicubic,-43.287,-30.433,-14 -tf_efficientnet_b7_ap,53.267,46.733,68.873,31.127,66.35,600,0.949,bicubic,-43.083,-30.717,-1 -dm_nfnet_f3,53.240,46.760,68.100,31.900,254.92,416,0.940,bicubic,-43.420,-31.540,-14 -tf_efficientnet_b4_ap,53.060,46.940,68.157,31.843,19.34,380,0.922,bicubic,-42.460,-31.183,+22 -tf_efficientnet_b7,52.417,47.583,68.210,31.790,66.35,600,0.949,bicubic,-44.163,-31.310,-15 -swsl_resnet18,52.407,47.593,70.577,29.423,11.69,224,0.875,bilinear,-38.723,-27.653,+246 -dm_nfnet_f4,52.290,47.710,67.093,32.907,316.07,512,0.951,bicubic,-44.510,-32.547,-22 -vit_deit_base_distilled_patch16_384,52.277,47.723,67.727,32.273,87.63,384,1.000,bicubic,-44.213,-31.863,-15 -ecaresnet269d,51.687,48.313,66.043,33.957,102.09,352,1.000,bicubic,-44.733,-33.597,-13 -resnetv2_152x2_bitm,51.063,48.937,68.557,31.443,236.34,480,1.000,bilinear,-45.447,-31.063,-18 -vit_large_patch16_224,50.967,49.033,66.170,33.830,304.33,224,0.900,bicubic,-44.313,-33.140,+25 -tf_efficientnet_b1_ns,50.917,49.083,67.963,32.037,7.79,240,0.882,bicubic,-43.933,-31.277,+39 -vit_base_patch16_384,50.907,49.093,65.270,34.730,86.86,384,1.000,bicubic,-45.283,-34.280,-6 -ssl_resnext101_32x16d,50.327,49.673,65.977,34.023,194.03,224,0.875,bilinear,-45.143,-33.433,+14 -resnest269e,50.323,49.677,64.713,35.287,110.93,416,0.928,bicubic,-45.817,-34.827,-7 -tf_efficientnet_b3_ap,50.050,49.950,65.210,34.790,12.23,300,0.904,bicubic,-44.840,-33.920,+33 -vit_deit_base_distilled_patch16_224,50.047,49.953,66.233,33.767,87.34,224,0.900,bicubic,-45.683,-33.057,+2 -resnetv2_101x3_bitm,49.827,50.173,66.987,33.013,387.93,480,1.000,bilinear,-46.523,-32.613,-18 -resnest200e,49.777,50.223,64.693,35.307,70.20,320,0.909,bicubic,-46.303,-34.757,-8 -tf_efficientnet_b5,49.493,50.507,65.667,34.333,30.39,456,0.934,bicubic,-46.477,-33.793,-5 -resnet200d,49.487,50.513,64.347,35.653,64.69,320,1.000,bicubic,-46.643,-35.093,-12 -resnest101e,49.290,50.710,65.487,34.513,48.28,256,0.875,bilinear,-46.270,-33.793,+2 -ssl_resnext101_32x8d,49.223,50.777,65.437,34.563,88.79,224,0.875,bilinear,-46.067,-33.793,+12 -seresnet152d,49.213,50.787,64.167,35.833,66.84,320,1.000,bicubic,-47.067,-35.343,-19 -resnet152d,49.193,50.807,64.413,35.587,60.21,320,1.000,bicubic,-46.677,-35.007,-8 -repvgg_b3,48.993,51.007,64.860,35.140,123.09,224,0.875,bilinear,-45.637,-34.130,+35 -dm_nfnet_f2,48.650,51.350,63.580,36.420,193.78,352,0.920,bicubic,-47.810,-36.090,-32 -efficientnet_b3a,48.520,51.480,64.237,35.763,12.23,320,1.000,bicubic,-46.650,-34.983,+12 -ecaresnet101d,48.507,51.493,64.200,35.800,44.57,224,0.875,bicubic,-46.703,-35.040,+10 -repvgg_b3g4,48.277,51.723,64.747,35.253,83.83,224,0.875,bilinear,-46.293,-34.253,+33 -vit_large_patch32_384,48.183,51.817,61.797,38.203,306.63,384,1.000,bicubic,-47.057,-37.513,+7 -efficientnet_b3,48.147,51.853,64.093,35.907,12.23,300,0.904,bicubic,-46.743,-35.097,+16 -repvgg_b2g4,47.783,52.217,64.430,35.570,61.76,224,0.875,bilinear,-46.107,-34.540,+90 -resnest50d_4s2x40d,47.470,52.530,63.897,36.103,30.42,224,0.875,bicubic,-47.250,-35.233,+21 -efficientnet_b3_pruned,47.423,52.577,62.810,37.190,9.86,300,0.904,bicubic,-47.127,-36.250,+30 -tf_efficientnet_b6,47.220,52.780,63.103,36.897,43.04,528,0.942,bicubic,-49.100,-36.427,-33 -vit_base_patch16_224,47.220,52.780,61.647,38.353,86.57,224,0.900,bicubic,-48.070,-37.703,-3 -ssl_resnext101_32x4d,47.197,52.803,63.290,36.710,44.18,224,0.875,bilinear,-47.953,-36.030,+3 -tf_efficientnet_b4,47.043,52.957,62.823,37.177,19.34,380,0.922,bicubic,-48.537,-36.467,-16 -resnet101d,46.960,53.040,62.340,37.660,44.57,320,1.000,bicubic,-48.780,-37.080,-22 -resnetv2_50x3_bitm,46.763,53.237,64.883,35.117,217.32,480,1.000,bilinear,-49.367,-34.737,-31 -regnety_032,46.663,53.337,62.357,37.643,19.44,224,0.875,bicubic,-48.467,-36.863,0 -dm_nfnet_f1,46.660,53.340,61.560,38.440,132.63,320,0.910,bicubic,-49.680,-37.900,-41 -gluon_seresnext101_64x4d,46.617,53.383,61.373,38.627,88.23,224,0.875,bicubic,-47.883,-37.597,+22 -tresnet_xl,46.280,53.720,62.017,37.983,78.44,224,0.875,bilinear,-48.710,-37.203,-1 -vit_deit_small_distilled_patch16_224,46.153,53.847,62.463,37.537,22.44,224,0.900,bicubic,-48.417,-36.637,+18 -resnest50d_1s4x24d,46.127,53.873,62.353,37.647,25.68,224,0.875,bicubic,-48.213,-36.707,+34 -gernet_m,46.023,53.977,62.747,37.253,21.14,224,0.875,bilinear,-48.457,-36.163,+22 -tf_efficientnet_b0_ns,45.993,54.007,63.237,36.763,5.29,224,0.875,bicubic,-47.587,-35.593,+103 -resnest50d,45.817,54.183,62.650,37.350,27.48,224,0.875,bilinear,-48.673,-36.350,+19 -gluon_seresnext101_32x4d,45.533,54.467,61.103,38.897,48.96,224,0.875,bicubic,-48.867,-38.007,+25 -ssl_resnext50_32x4d,45.493,54.507,62.010,37.990,25.03,224,0.875,bilinear,-49.227,-37.180,+4 -dm_nfnet_f0,45.447,54.553,61.010,38.990,71.49,256,0.900,bicubic,-50.203,-38.290,-33 -gluon_resnet152_v1d,45.337,54.663,60.080,39.920,60.21,224,0.875,bicubic,-49.133,-38.910,+17 -nasnetalarge,45.247,54.753,57.967,42.033,88.75,331,0.911,bicubic,-50.073,-41.173,-23 -tresnet_xl_448,45.223,54.777,61.403,38.597,78.44,448,0.875,bilinear,-50.297,-38.017,-31 -tf_efficientnet_b3,45.113,54.887,60.613,39.387,12.23,300,0.904,bicubic,-49.787,-38.527,-10 -rexnet_200,45.093,54.907,62.343,37.657,16.37,224,0.875,bicubic,-49.507,-36.717,+4 -ecaresnetlight,44.920,55.080,60.753,39.247,30.16,224,0.875,bicubic,-49.200,-38.187,+36 -vit_deit_base_patch16_224,44.917,55.083,59.200,40.800,86.57,224,0.900,bicubic,-50.053,-39.800,-15 -vit_deit_base_patch16_384,44.763,55.237,59.567,40.433,86.86,384,1.000,bicubic,-50.857,-39.673,-39 -gernet_l,44.723,55.277,59.047,40.953,31.08,256,0.875,bilinear,-50.217,-40.133,-16 -vit_base_patch32_384,44.690,55.310,58.527,41.473,88.30,384,1.000,bicubic,-50.580,-40.663,-26 -tf_efficientnet_b2_ap,44.683,55.317,60.673,39.327,9.11,260,0.890,bicubic,-49.677,-38.297,+14 -ens_adv_inception_resnet_v2,44.360,55.640,58.077,41.923,55.84,299,0.897,bicubic,-49.710,-40.713,+37 -tresnet_l,44.353,55.647,59.907,40.093,55.99,224,0.875,bilinear,-50.477,-39.153,-14 -wide_resnet50_2,44.287,55.713,59.620,40.380,68.88,224,0.875,bicubic,-50.403,-39.470,-10 -gluon_resnext101_32x4d,44.180,55.820,59.077,40.923,44.18,224,0.875,bicubic,-50.010,-39.843,+23 -cspresnext50,44.147,55.853,60.513,39.487,20.57,224,0.875,bilinear,-49.673,-38.327,+60 -seresnext50_32x4d,44.133,55.867,59.403,40.597,27.56,224,0.875,bicubic,-50.637,-39.717,-17 -gluon_resnet152_v1s,44.103,55.897,58.697,41.303,60.32,224,0.875,bicubic,-50.547,-40.373,-12 -pnasnet5large,44.043,55.957,56.733,43.267,86.06,331,0.911,bicubic,-51.327,-42.387,-41 -ssl_resnet50,44.020,55.980,61.947,38.053,25.56,224,0.875,bilinear,-50.230,-37.133,+14 -inception_resnet_v2,43.910,56.090,57.870,42.130,55.84,299,0.897,bicubic,-50.350,-40.960,+11 -ecaresnet50d,43.830,56.170,60.340,39.660,25.58,224,0.875,bicubic,-50.310,-38.600,+19 -ecaresnet101d_pruned,43.810,56.190,59.653,40.347,24.88,224,0.875,bicubic,-50.650,-39.477,-4 -gluon_resnext101_64x4d,43.790,56.210,58.703,41.297,83.46,224,0.875,bicubic,-50.560,-40.127,+2 -rexnet_150,43.453,56.547,60.953,39.047,9.73,224,0.875,bicubic,-50.827,-38.067,+5 -ecaresnet50t,43.440,56.560,59.350,40.650,25.57,320,0.950,bicubic,-51.640,-39.920,-36 -gluon_resnet101_v1d,43.440,56.560,58.540,41.460,44.57,224,0.875,bicubic,-50.680,-40.380,+16 -cspdarknet53,43.343,56.657,59.413,40.587,27.64,256,0.887,bilinear,-50.747,-39.557,+20 -gluon_resnet101_v1s,43.260,56.740,58.507,41.493,44.67,224,0.875,bicubic,-51.030,-40.533,0 -dpn68b,43.190,56.810,58.633,41.367,12.61,224,0.875,bicubic,-50.420,-40.137,+64 -resnetv2_101x1_bitm,43.103,56.897,60.920,39.080,44.54,480,1.000,bilinear,-52.407,-38.600,-57 -resnest26d,43.097,56.903,60.630,39.370,17.07,224,0.875,bilinear,-50.053,-38.270,+93 -dpn131,43.033,56.967,57.493,42.507,79.25,224,0.875,bicubic,-50.737,-41.307,+47 -cspresnet50,43.023,56.977,59.107,40.893,21.62,256,0.887,bilinear,-50.817,-39.793,+39 -gluon_resnet152_v1c,42.937,57.063,57.803,42.197,60.21,224,0.875,bicubic,-50.963,-41.047,+31 -tf_efficientnet_lite4,42.900,57.100,57.630,42.370,13.01,380,0.920,bilinear,-51.980,-41.480,-39 -gluon_resnet152_v1b,42.890,57.110,57.580,42.420,60.19,224,0.875,bicubic,-51.110,-41.190,+18 -dpn107,42.877,57.123,57.410,42.590,86.92,224,0.875,bicubic,-51.113,-41.460,+18 -gluon_xception65,42.837,57.163,58.820,41.180,39.92,299,0.903,bicubic,-51.173,-40.190,+14 -tf_efficientnet_b1_ap,42.803,57.197,58.840,41.160,7.79,240,0.882,bicubic,-50.877,-39.970,+48 -tresnet_l_448,42.780,57.220,58.940,41.060,55.99,448,0.875,bilinear,-52.640,-40.360,-64 -resnet50d,42.717,57.283,58.683,41.317,25.58,224,0.875,bicubic,-51.393,-40.277,+4 -gluon_seresnext50_32x4d,42.680,57.320,58.620,41.380,27.56,224,0.875,bicubic,-51.360,-40.450,+7 -tresnet_m,42.663,57.337,58.023,41.977,31.39,224,0.875,bilinear,-51.357,-40.797,+8 -resnext101_32x8d,42.597,57.403,58.153,41.847,88.79,224,0.875,bilinear,-51.223,-40.797,+32 -seresnet50,42.477,57.523,58.730,41.270,28.09,224,0.875,bicubic,-51.623,-40.250,+1 -nf_resnet50,42.387,57.613,59.490,40.510,25.56,288,0.940,bicubic,-52.033,-39.610,-26 -dpn98,42.313,57.687,56.830,43.170,61.57,224,0.875,bicubic,-51.587,-42.100,+17 -tf_efficientnet_cc_b1_8e,42.220,57.780,58.433,41.567,39.72,240,0.882,bicubic,-51.340,-40.247,+54 -vit_deit_small_patch16_224,42.200,57.800,57.930,42.070,22.05,224,0.900,bicubic,-51.690,-40.990,+19 -legacy_senet154,42.163,57.837,56.650,43.350,115.09,224,0.875,bilinear,-52.597,-42.450,-50 -resnet50,42.117,57.883,55.910,44.090,25.56,224,0.875,bicubic,-51.383,-42.670,+57 -gluon_resnext50_32x4d,42.113,57.887,57.653,42.347,25.03,224,0.875,bicubic,-51.587,-41.047,+34 -tf_efficientnet_b2,42.090,57.910,58.133,41.867,9.11,260,0.890,bicubic,-52.100,-40.897,-15 -efficientnet_b2a,41.963,58.037,58.293,41.707,9.11,288,1.000,bicubic,-52.437,-40.757,-33 -ecaresnet50d_pruned,41.937,58.063,58.330,41.670,19.94,224,0.875,bicubic,-51.903,-40.650,+18 -gluon_senet154,41.683,58.317,56.383,43.617,115.09,224,0.875,bicubic,-52.967,-42.607,-50 -dla102x2,41.607,58.393,57.960,42.040,41.28,224,0.875,bilinear,-52.433,-40.940,-7 -efficientnet_b2,41.590,58.410,58.087,41.913,9.11,260,0.875,bicubic,-52.750,-41.033,-32 -inception_v4,41.560,58.440,55.400,44.600,42.68,299,0.875,bicubic,-52.830,-43.430,-36 -hrnet_w64,41.547,58.453,57.107,42.893,128.06,224,0.875,bilinear,-52.403,-41.853,-2 -tf_efficientnet_cc_b0_8e,41.493,58.507,57.223,42.777,24.01,224,0.875,bicubic,-51.357,-41.257,+81 -efficientnet_em,41.477,58.523,58.883,41.117,6.90,240,0.882,bicubic,-52.253,-40.057,+20 -resnext50_32x4d,41.403,58.597,57.007,42.993,25.03,224,0.875,bicubic,-52.447,-41.783,+8 -xception71,41.303,58.697,55.930,44.070,42.34,299,0.903,bicubic,-52.587,-42.860,+3 -adv_inception_v3,41.263,58.737,56.327,43.673,23.83,299,0.875,bicubic,-51.697,-42.173,+72 -tv_resnet152,41.263,58.737,57.510,42.490,60.19,224,0.875,bilinear,-51.957,-41.280,+52 -gernet_s,41.210,58.790,58.700,41.300,8.17,224,0.875,bilinear,-51.270,-39.760,+93 -dpn92,41.207,58.793,56.397,43.603,37.67,224,0.875,bicubic,-53.033,-42.553,-34 -resnetblur50,41.073,58.927,56.980,43.020,25.56,224,0.875,bicubic,-52.657,-41.830,+14 -nf_regnet_b1,40.993,59.007,58.110,41.890,10.22,288,0.900,bicubic,-52.897,-40.840,0 -gluon_inception_v3,40.957,59.043,55.663,44.337,23.83,299,0.875,bicubic,-52.623,-43.347,+28 -gluon_resnet50_v1d,40.930,59.070,57.180,42.820,25.58,224,0.875,bicubic,-52.600,-41.650,+33 -resnet34d,40.910,59.090,56.503,43.497,21.82,224,0.875,bicubic,-51.700,-41.927,+82 -ese_vovnet39b,40.863,59.137,56.943,43.057,24.57,224,0.875,bicubic,-53.077,-41.987,-15 -regnety_320,40.773,59.227,56.200,43.800,145.05,224,0.875,bicubic,-53.727,-42.950,-62 -skresnext50_32x4d,40.707,59.293,56.023,43.977,27.48,224,0.875,bicubic,-53.193,-42.777,-10 -xception,40.687,59.313,56.333,43.667,22.86,299,0.897,bicubic,-52.993,-42.487,+11 -gluon_resnet101_v1b,40.647,59.353,56.217,43.783,44.55,224,0.875,bicubic,-53.103,-42.583,+3 -repvgg_b1,40.637,59.363,57.880,42.120,57.42,224,0.875,bilinear,-52.803,-40.860,+32 -hrnet_w40,40.620,59.380,56.637,43.363,57.56,224,0.875,bilinear,-52.900,-42.173,+26 -tf_efficientnet_lite3,40.607,59.393,56.537,43.463,8.20,300,0.904,bilinear,-53.533,-42.493,-42 -tresnet_m_448,40.517,59.483,56.667,43.333,31.39,448,0.875,bilinear,-54.153,-42.473,-78 -repvgg_b2,40.470,59.530,57.810,42.190,89.02,224,0.875,bilinear,-53.120,-41.280,+12 -dla169,40.447,59.553,57.207,42.793,53.39,224,0.875,bilinear,-53.223,-41.683,+5 -regnetx_320,40.440,59.560,55.640,44.360,107.81,224,0.875,bicubic,-53.790,-43.420,-49 -legacy_seresnext101_32x4d,40.413,59.587,54.847,45.153,48.96,224,0.875,bilinear,-53.697,-44.103,-43 -tf_efficientnet_b0_ap,40.333,59.667,56.850,43.150,5.29,224,0.875,bicubic,-52.237,-41.560,+70 -skresnet34,40.297,59.703,56.840,43.160,22.28,224,0.875,bicubic,-52.043,-41.680,+75 -efficientnet_b2_pruned,40.297,59.703,56.500,43.500,8.31,260,0.890,bicubic,-53.623,-42.410,-26 -wide_resnet101_2,40.257,59.743,55.690,44.310,126.89,224,0.875,bilinear,-53.583,-43.110,-16 -regnetx_160,40.247,59.753,56.033,43.967,54.28,224,0.875,bicubic,-53.763,-43.087,-38 -xception65,40.243,59.757,55.243,44.757,39.92,299,0.903,bicubic,-53.567,-43.607,-15 -hrnet_w48,40.207,59.793,56.510,43.490,77.47,224,0.875,bilinear,-53.723,-42.510,-33 -densenet201,40.200,59.800,56.693,43.307,20.01,224,0.875,bicubic,-52.460,-41.987,+58 -vit_small_patch16_224,40.150,59.850,56.563,43.437,48.75,224,0.900,bicubic,-52.470,-41.837,+59 -hrnet_w30,40.147,59.853,57.083,42.917,37.71,224,0.875,bilinear,-53.223,-41.797,+17 -resnext50d_32x4d,40.120,59.880,55.503,44.497,25.05,224,0.875,bicubic,-53.870,-43.287,-41 -gluon_resnet101_v1c,40.043,59.957,55.203,44.797,44.57,224,0.875,bicubic,-53.707,-43.517,-18 -tf_efficientnet_b1,39.973,60.027,56.087,43.913,7.79,240,0.882,bicubic,-53.737,-42.713,-14 -regnetx_080,39.963,60.037,55.920,44.080,39.57,224,0.875,bicubic,-53.947,-42.990,-37 -legacy_seresnet152,39.940,60.060,55.787,44.213,66.82,224,0.875,bilinear,-53.390,-42.973,+14 -res2net101_26w_4s,39.757,60.243,54.563,45.437,45.21,224,0.875,bilinear,-53.833,-44.137,-5 -hrnet_w44,39.723,60.277,55.357,44.643,67.06,224,0.875,bilinear,-53.937,-43.573,-13 -densenet161,39.697,60.303,56.183,43.817,28.68,224,0.875,bicubic,-53.293,-42.597,+28 -mixnet_xl,39.650,60.350,55.873,44.127,11.90,224,0.875,bicubic,-54.600,-42.967,-73 -res2net50_26w_8s,39.610,60.390,54.533,45.467,48.40,224,0.875,bilinear,-53.980,-44.177,-10 -xception41,39.583,60.417,54.993,45.007,26.97,299,0.903,bicubic,-53.927,-43.757,0 -regnetx_120,39.580,60.420,55.680,44.320,46.11,224,0.875,bicubic,-54.660,-43.510,-73 -dla102x,39.513,60.487,56.313,43.687,26.31,224,0.875,bilinear,-54.017,-42.547,-5 -hrnet_w32,39.503,60.497,56.057,43.943,41.23,224,0.875,bilinear,-53.497,-42.803,+21 -rexnet_130,39.397,60.603,56.647,43.353,7.56,224,0.875,bicubic,-54.223,-42.073,-19 -regnety_120,39.357,60.643,55.270,44.730,51.82,224,0.875,bicubic,-54.603,-43.790,-55 -regnety_064,39.317,60.683,55.823,44.177,30.58,224,0.875,bicubic,-54.793,-43.197,-69 -tv_resnet101,39.297,60.703,55.773,44.227,44.55,224,0.875,bilinear,-53.643,-42.867,+25 -densenetblur121d,39.290,60.710,56.577,43.423,8.00,224,0.875,bicubic,-53.020,-41.813,+51 -tf_efficientnet_el,39.287,60.713,55.347,44.653,10.59,300,0.904,bicubic,-55.163,-43.753,-97 -gluon_resnet50_v1s,39.283,60.717,55.003,44.997,25.68,224,0.875,bicubic,-54.277,-43.817,-17 -regnety_160,39.270,60.730,55.450,44.550,83.59,224,0.875,bicubic,-55.010,-43.620,-88 -tf_inception_v3,39.247,60.753,54.237,45.763,23.83,299,0.875,bicubic,-53.953,-44.273,+1 -densenet169,39.120,60.880,55.850,44.150,14.15,224,0.875,bicubic,-53.080,-42.720,+50 -efficientnet_b1_pruned,39.027,60.973,55.623,44.377,6.33,240,0.882,bicubic,-53.973,-42.897,+9 -legacy_seresnet101,39.017,60.983,55.027,44.973,49.33,224,0.875,bilinear,-54.233,-43.733,-5 -repvgg_b1g4,38.997,61.003,56.370,43.630,39.97,224,0.875,bilinear,-53.943,-42.430,+15 -dpn68,38.983,61.017,54.897,45.103,12.61,224,0.875,bicubic,-53.307,-43.683,+43 -inception_v3,38.973,61.027,53.840,46.160,23.83,299,0.875,bicubic,-53.997,-44.490,+11 -regnety_080,38.947,61.053,55.203,44.797,39.18,224,0.875,bicubic,-54.853,-43.797,-49 -legacy_seresnext50_32x4d,38.947,61.053,54.637,45.363,27.56,224,0.875,bilinear,-54.613,-44.113,-25 -regnety_040,38.857,61.143,55.627,44.373,20.65,224,0.875,bicubic,-54.743,-43.363,-34 -regnetx_032,38.777,61.223,55.257,44.743,15.30,224,0.875,bicubic,-54.573,-43.403,-15 -regnetx_040,38.743,61.257,55.340,44.660,22.12,224,0.875,bicubic,-54.967,-43.540,-46 -densenet121,38.730,61.270,56.310,43.690,7.98,224,0.875,bicubic,-53.220,-41.870,+45 -res2net50_14w_8s,38.713,61.287,54.023,45.977,25.06,224,0.875,bilinear,-54.267,-44.597,+2 -res2net50_26w_6s,38.697,61.303,53.787,46.213,37.05,224,0.875,bilinear,-54.853,-45.013,-30 -dla102,38.677,61.323,55.250,44.750,33.27,224,0.875,bilinear,-54.593,-43.550,-18 -dla60x,38.663,61.337,55.463,44.537,17.35,224,0.875,bilinear,-54.417,-43.247,-9 -tf_efficientnet_b0,38.653,61.347,55.967,44.033,5.29,224,0.875,bicubic,-53.707,-42.503,+27 -dla60_res2net,38.623,61.377,54.710,45.290,20.85,224,0.875,bilinear,-54.817,-44.160,-27 -selecsls60b,38.617,61.383,55.373,44.627,32.77,224,0.875,bicubic,-54.833,-43.477,-29 -selecsls60,38.607,61.393,55.567,44.433,30.67,224,0.875,bicubic,-54.373,-43.183,-4 -repvgg_a2,38.567,61.433,55.827,44.173,28.21,224,0.875,bilinear,-54.133,-42.773,+10 -regnetx_064,38.563,61.437,54.940,45.060,26.21,224,0.875,bicubic,-55.077,-44.100,-50 -tf_efficientnet_cc_b0_4e,38.487,61.513,55.157,44.843,13.31,224,0.875,bicubic,-54.253,-43.393,+4 -dla60_res2next,38.453,61.547,54.860,45.140,17.03,224,0.875,bilinear,-54.917,-43.960,-31 -gluon_resnet50_v1b,38.410,61.590,54.833,45.167,25.56,224,0.875,bicubic,-54.320,-43.727,+4 -resnetv2_50x1_bitm,38.330,61.670,56.980,43.020,25.55,480,1.000,bilinear,-56.170,-42.280,-131 -hrnet_w18,38.267,61.733,55.633,44.367,21.30,224,0.875,bilinear,-54.593,-43.057,-5 -mixnet_l,38.123,61.877,54.793,45.207,7.33,224,0.875,bicubic,-55.027,-43.887,-24 -efficientnet_es,37.850,62.150,54.893,45.107,5.44,224,0.875,bicubic,-55.160,-43.847,-20 -efficientnet_b1,37.800,62.200,53.637,46.363,7.79,240,0.875,bicubic,-55.300,-44.953,-24 -res2net50_26w_4s,37.780,62.220,53.120,46.880,25.70,224,0.875,bilinear,-55.430,-45.510,-31 -resnest14d,37.763,62.237,56.503,43.497,10.61,224,0.875,bilinear,-53.407,-41.797,+45 -gluon_resnet50_v1c,37.717,62.283,54.100,45.900,25.58,224,0.875,bicubic,-55.273,-44.540,-19 -ecaresnet26t,37.663,62.337,54.447,45.553,16.01,320,0.950,bicubic,-56.257,-44.493,-92 -tv_resnext50_32x4d,37.623,62.377,54.100,45.900,25.03,224,0.875,bilinear,-55.317,-44.620,-14 -res2next50,37.523,62.477,52.810,47.190,24.67,224,0.875,bilinear,-55.657,-45.860,-34 -resnet34,37.410,62.590,54.327,45.673,21.80,224,0.875,bilinear,-53.920,-43.833,+34 -res2net50_48w_2s,37.247,62.753,53.293,46.707,25.29,224,0.875,bilinear,-55.423,-45.167,-6 -regnety_016,37.157,62.843,54.107,45.893,11.20,224,0.875,bicubic,-55.913,-44.633,-31 -rexnet_100,37.063,62.937,54.073,45.927,4.80,224,0.875,bicubic,-55.697,-44.557,-14 -tf_mixnet_l,37.040,62.960,52.543,47.457,7.33,224,0.875,bicubic,-55.970,-45.997,-31 -dla60,37.027,62.973,54.283,45.717,22.04,224,0.875,bilinear,-55.683,-44.367,-12 -mobilenetv2_120d,36.790,63.210,53.987,46.013,5.83,224,0.875,bicubic,-55.980,-44.493,-18 -legacy_seresnet50,36.787,63.213,53.363,46.637,28.09,224,0.875,bilinear,-56.033,-45.287,-20 -tv_densenet121,36.763,63.237,54.057,45.943,7.98,224,0.875,bicubic,-54.667,-44.223,+22 -tf_efficientnet_lite1,36.750,63.250,53.487,46.513,5.42,240,0.882,bicubic,-55.580,-45.023,0 -regnetx_016,36.707,63.293,53.350,46.650,9.19,224,0.875,bicubic,-55.913,-45.180,-13 -tf_efficientnet_lite2,36.700,63.300,53.277,46.723,6.09,260,0.890,bicubic,-55.890,-45.293,-11 -efficientnet_b0,36.487,63.513,53.487,46.513,5.29,224,0.875,bicubic,-56.063,-45.153,-10 -tf_efficientnet_em,36.343,63.657,52.767,47.233,6.90,240,0.882,bicubic,-56.817,-45.903,-47 -skresnet18,36.210,63.790,54.160,45.840,11.96,224,0.875,bicubic,-53.970,-43.700,+40 -repvgg_b0,36.197,63.803,53.873,46.127,15.82,224,0.875,bilinear,-55.403,-44.577,+10 -legacy_seresnet34,36.193,63.807,52.517,47.483,21.96,224,0.875,bilinear,-55.337,-45.803,+12 -tv_resnet50,36.110,63.890,52.737,47.263,25.56,224,0.875,bilinear,-56.070,-45.683,-2 -vit_deit_tiny_distilled_patch16_224,36.027,63.973,54.237,45.763,5.91,224,0.900,bicubic,-55.093,-44.073,+26 -tv_resnet34,36.023,63.977,53.493,46.507,21.80,224,0.875,bilinear,-54.367,-44.437,+33 -mobilenetv2_140,35.997,64.003,53.997,46.003,6.11,224,0.875,bicubic,-56.113,-44.253,-4 -tf_efficientnet_lite0,35.993,64.007,53.410,46.590,4.65,224,0.875,bicubic,-55.287,-44.650,+15 -selecsls42b,35.790,64.210,52.427,47.573,32.46,224,0.875,bicubic,-56.680,-46.083,-17 -gluon_resnet34_v1b,35.730,64.270,52.170,47.830,21.80,224,0.875,bicubic,-55.290,-45.970,+23 -efficientnet_lite0,35.643,64.357,53.657,46.343,4.65,224,0.875,bicubic,-55.577,-44.533,+14 -ssl_resnet18,35.637,64.363,53.873,46.127,11.69,224,0.875,bilinear,-55.203,-44.147,+23 -mobilenetv3_rw,35.580,64.420,53.667,46.333,5.48,224,0.875,bicubic,-55.970,-44.673,+1 -mixnet_m,35.570,64.430,52.423,47.577,5.01,224,0.875,bicubic,-56.640,-45.937,-14 -dla34,35.567,64.433,52.770,47.230,15.74,224,0.875,bilinear,-55.663,-45.370,+9 -mobilenetv2_110d,35.337,64.663,52.850,47.150,4.52,224,0.875,bicubic,-55.763,-45.290,+16 -tf_mixnet_m,35.163,64.837,51.053,48.947,5.01,224,0.875,bicubic,-57.107,-47.437,-19 -hrnet_w18_small_v2,35.163,64.837,52.423,47.577,15.60,224,0.875,bilinear,-56.127,-45.977,+5 -resnet18d,34.993,65.007,52.877,47.123,11.71,224,0.875,bicubic,-54.867,-45.023,+24 -ese_vovnet19b_dw,34.870,65.130,52.063,47.937,6.54,224,0.875,bicubic,-57.220,-46.447,-15 -regnety_008,34.700,65.300,51.767,48.233,6.26,224,0.875,bicubic,-57.110,-46.643,-13 -seresnext26d_32x4d,34.590,65.410,51.547,48.453,16.81,224,0.875,bicubic,-57.850,-47.003,-29 -mobilenetv3_large_100,34.573,65.427,52.797,47.203,5.48,224,0.875,bicubic,-56.917,-45.513,-7 -seresnext26t_32x4d,34.493,65.507,51.317,48.683,16.81,224,0.875,bicubic,-58.247,-47.203,-46 -resnet26d,34.313,65.687,51.677,48.323,16.01,224,0.875,bicubic,-57.787,-46.783,-21 -tf_efficientnet_es,34.247,65.753,51.357,48.643,5.44,224,0.875,bicubic,-57.833,-47.103,-20 -regnety_006,34.243,65.757,51.323,48.677,6.06,224,0.875,bicubic,-57.327,-47.067,-14 -fbnetc_100,34.220,65.780,51.183,48.817,5.57,224,0.875,bilinear,-56.920,-46.687,0 -tf_mobilenetv3_large_100,33.993,66.007,51.397,48.603,5.48,224,0.875,bilinear,-57.417,-46.893,-11 -regnetx_008,33.750,66.250,50.490,49.510,7.26,224,0.875,bicubic,-57.590,-47.860,-10 -mnasnet_100,33.677,66.323,51.113,48.887,4.38,224,0.875,bicubic,-57.533,-46.917,-5 -semnasnet_100,33.567,66.433,50.670,49.330,3.89,224,0.875,bicubic,-58.053,-47.640,-21 -spnasnet_100,33.517,66.483,51.297,48.703,4.42,224,0.875,bilinear,-57.123,-46.623,+4 -mixnet_s,33.503,66.497,51.047,48.953,4.13,224,0.875,bicubic,-58.297,-47.283,-25 -resnet26,33.477,66.523,50.923,49.077,16.00,224,0.875,bicubic,-57.913,-47.437,-16 -vgg19_bn,33.187,66.813,50.840,49.160,143.68,224,0.875,bilinear,-57.933,-47.320,-6 -regnetx_006,33.173,66.827,50.267,49.733,6.20,224,0.875,bicubic,-57.747,-47.803,-3 -resnet18,33.103,66.897,51.120,48.880,11.69,224,0.875,bilinear,-54.947,-45.990,+17 -legacy_seresnext26_32x4d,32.823,67.177,49.200,50.800,16.79,224,0.875,bicubic,-59.707,-49.250,-49 -vit_deit_tiny_patch16_224,32.757,67.243,50.273,49.727,5.72,224,0.900,bicubic,-56.873,-47.657,+6 -hrnet_w18_small,32.677,67.323,50.637,49.363,13.19,224,0.875,bilinear,-56.963,-47.203,+4 -legacy_seresnet18,32.660,67.340,50.277,49.723,11.78,224,0.875,bicubic,-56.630,-47.513,+7 -gluon_resnet18_v1b,32.477,67.523,49.817,50.183,11.69,224,0.875,bicubic,-56.293,-47.263,+9 -mobilenetv2_100,32.473,67.527,50.823,49.177,3.50,224,0.875,bicubic,-57.417,-47.027,-2 -regnetx_004,32.457,67.543,49.383,50.617,5.16,224,0.875,bicubic,-57.153,-48.397,+2 -regnety_004,32.370,67.630,49.390,50.610,4.34,224,0.875,bicubic,-58.380,-48.680,-10 -tf_mixnet_s,32.143,67.857,48.447,51.553,4.13,224,0.875,bicubic,-59.517,-49.713,-37 -tf_mobilenetv3_large_075,31.803,68.197,49.040,50.960,3.99,224,0.875,bilinear,-58.557,-48.800,-8 -tf_mobilenetv3_large_minimal_100,31.653,68.347,49.397,50.603,3.92,224,0.875,bilinear,-57.637,-47.983,+1 -vgg16_bn,30.383,69.617,47.363,52.637,138.37,224,0.875,bilinear,-60.237,-50.687,-12 -regnety_002,29.733,70.267,46.833,53.167,3.16,224,0.875,bicubic,-58.447,-50.597,+3 -vgg13_bn,28.860,71.140,46.617,53.383,133.05,224,0.875,bilinear,-60.340,-51.023,-1 -regnetx_002,28.843,71.157,45.480,54.520,2.68,224,0.875,bicubic,-58.367,-51.420,+5 -vgg19,28.490,71.510,45.117,54.883,143.67,224,0.875,bilinear,-61.200,-52.463,-10 -vgg11_bn,28.443,71.557,46.400,53.600,132.87,224,0.875,bilinear,-59.867,-50.890,-2 -dla60x_c,28.297,71.703,46.123,53.877,1.32,224,0.875,bilinear,-58.893,-50.967,+3 -vgg16,27.870,72.130,44.650,55.350,138.36,224,0.875,bilinear,-61.620,-52.880,-9 -tf_mobilenetv3_small_100,27.293,72.707,44.540,55.460,2.54,224,0.875,bilinear,-58.577,-51.770,+2 -vgg11,26.487,73.513,43.400,56.600,132.86,224,0.875,bilinear,-60.883,-53.610,-2 -vgg13,26.307,73.693,43.460,56.540,133.05,224,0.875,bilinear,-61.253,-53.700,-4 -tf_mobilenetv3_small_075,26.217,73.783,43.683,56.317,2.04,224,0.875,bilinear,-58.553,-52.197,+1 -dla46x_c,26.193,73.807,43.830,56.170,1.07,224,0.875,bilinear,-59.497,-52.630,-1 -dla46_c,25.437,74.563,43.840,56.160,1.30,224,0.875,bilinear,-59.253,-52.380,0 -tf_mobilenetv3_small_minimal_100,25.123,74.877,42.900,57.100,2.04,224,0.875,bilinear,-57.647,-52.180,0 +ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.277,+7 +ig_resnext101_32x32d,79.457,20.543,89.183,10.817,468.53,224,0.875,bilinear,-17.323,-10.347,+11 +ig_resnext101_32x16d,78.837,21.163,88.480,11.520,194.03,224,0.875,bilinear,-17.603,-11.060,+23 +tf_efficientnet_l2_ns_475,76.480,23.520,88.653,11.347,480.31,475,0.936,bicubic,-21.270,-11.167,-2 +swsl_resnext101_32x16d,76.303,23.697,87.733,12.267,194.03,224,0.875,bilinear,-19.967,-11.767,+29 +ig_resnext101_32x8d,75.813,24.187,86.200,13.800,88.79,224,0.875,bilinear,-20.117,-13.180,+41 +swsl_resnext101_32x8d,75.590,24.410,86.937,13.063,88.79,224,0.875,bilinear,-20.650,-12.653,+28 +tf_efficientnet_l2_ns,74.650,25.350,87.543,12.457,480.31,800,0.960,bicubic,-23.130,-12.347,-7 +swsl_resnext101_32x4d,72.660,27.340,85.157,14.843,44.18,224,0.875,bilinear,-23.390,-14.373,+35 +swsl_resnext50_32x4d,68.977,31.023,82.810,17.190,25.03,224,0.875,bilinear,-26.643,-16.630,+45 +swsl_resnet50,68.297,31.703,83.313,16.687,25.56,224,0.875,bilinear,-26.903,-16.077,+62 +tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,-9 +swin_large_patch4_window12_384,66.283,33.717,79.783,20.217,196.74,384,1.000,bicubic,-30.887,-19.897,-9 +tf_efficientnet_b6_ns,65.587,34.413,79.553,20.447,43.04,528,0.942,bicubic,-31.433,-20.157,-8 +swin_large_patch4_window7_224,63.870,36.130,78.180,21.820,196.53,224,0.900,bicubic,-33.080,-21.480,-6 +swin_base_patch4_window12_384,63.470,36.530,78.063,21.937,87.90,384,1.000,bicubic,-33.650,-21.717,-11 +tf_efficientnet_b5_ns,63.047,36.953,77.777,22.223,30.39,456,0.934,bicubic,-33.823,-21.863,-6 +tf_efficientnet_b4_ns,61.230,38.770,76.173,23.827,19.34,380,0.922,bicubic,-35.480,-23.467,-3 +swin_base_patch4_window7_224,59.537,40.463,74.247,25.753,87.77,224,0.900,bicubic,-37.143,-25.413,-2 +tf_efficientnet_b8_ap,57.830,42.170,72.957,27.043,87.41,672,0.954,bicubic,-38.720,-26.583,0 +tf_efficientnet_b3_ns,57.417,42.583,72.387,27.613,12.23,300,0.904,bicubic,-38.683,-27.093,+19 +vit_large_patch16_384,54.750,45.250,70.007,29.993,304.72,384,1.000,bicubic,-41.610,-29.623,+8 +vit_base_r50_s16_384,54.400,45.600,69.560,30.440,98.95,384,1.000,bicubic,-42.050,-30.100,+2 +resnetv2_152x4_bitm,54.263,45.737,70.137,29.863,936.53,480,1.000,bilinear,-42.617,-29.523,-14 +dm_nfnet_f6,54.073,45.927,69.110,30.890,438.36,576,0.956,bicubic,-42.917,-30.630,-18 +tf_efficientnet_b5_ap,53.870,46.130,69.160,30.840,30.39,456,0.934,bicubic,-42.210,-30.380,+15 +dm_nfnet_f5,53.773,46.227,68.500,31.500,377.21,544,0.954,bicubic,-42.937,-31.180,-13 +tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+30 +tf_efficientnet_b6_ap,53.560,46.440,68.550,31.450,43.04,528,0.942,bicubic,-42.810,-31.000,-1 +tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-14 +tf_efficientnet_b7_ap,53.260,46.740,68.873,31.127,66.35,600,0.949,bicubic,-43.090,-30.717,0 +dm_nfnet_f3,53.190,46.810,68.083,31.917,254.92,416,0.940,bicubic,-43.440,-31.557,-14 +tf_efficientnet_b4_ap,53.090,46.910,68.210,31.790,19.34,380,0.922,bicubic,-42.400,-31.180,+28 +tf_efficientnet_b7,52.393,47.607,68.233,31.767,66.35,600,0.949,bicubic,-44.187,-31.277,-15 +swsl_resnet18,52.327,47.673,70.480,29.520,11.69,224,0.875,bilinear,-38.763,-27.730,+271 +dm_nfnet_f4,52.260,47.740,67.120,32.880,316.07,512,0.951,bicubic,-44.560,-32.480,-24 +vit_deit_base_distilled_patch16_384,52.257,47.743,67.733,32.267,87.63,384,1.000,bicubic,-44.253,-31.857,-16 +ecaresnet269d,51.670,48.330,66.047,33.953,102.09,352,1.000,bicubic,-44.790,-33.563,-14 +pit_b_distilled_224,51.153,48.847,66.770,33.230,74.79,224,0.900,bicubic,-44.917,-32.710,+4 +resnetv2_152x2_bitm,51.040,48.960,68.527,31.473,236.34,480,1.000,bilinear,-45.460,-31.093,-17 +tf_efficientnet_b1_ns,50.883,49.117,67.910,32.090,7.79,240,0.882,bicubic,-43.977,-31.340,+47 +vit_base_patch16_384,50.883,49.117,65.270,34.730,86.86,384,1.000,bicubic,-45.307,-34.260,-6 +vit_large_patch16_224,50.877,49.123,66.227,33.773,304.33,224,0.900,bicubic,-44.413,-33.083,+26 +ssl_resnext101_32x16d,50.257,49.743,66.033,33.967,194.03,224,0.875,bilinear,-45.153,-33.267,+21 +resnest269e,50.153,49.847,64.670,35.330,110.93,416,0.928,bicubic,-45.967,-34.850,-7 +vit_deit_base_distilled_patch16_224,50.063,49.937,66.227,33.773,87.34,224,0.900,bicubic,-45.687,-33.053,+5 +tf_efficientnet_b3_ap,50.057,49.943,65.210,34.790,12.23,300,0.904,bicubic,-44.913,-33.900,+36 +resnest200e,49.873,50.127,64.743,35.257,70.20,320,0.909,bicubic,-46.197,-34.637,-6 +resnetv2_101x3_bitm,49.823,50.177,66.917,33.083,387.93,480,1.000,bilinear,-46.537,-32.683,-20 +tf_efficientnet_b5,49.510,50.490,65.657,34.343,30.39,456,0.934,bicubic,-46.470,-33.793,-5 +resnet200d,49.470,50.530,64.330,35.670,64.69,320,1.000,bicubic,-46.640,-35.130,-12 +efficientnet_v2s,49.367,50.633,64.203,35.797,23.94,224,1.000,bicubic,-45.623,-34.877,+29 +resnest101e,49.367,50.633,65.587,34.413,48.28,256,0.875,bilinear,-46.203,-33.683,+4 +resnet152d,49.253,50.747,64.413,35.587,60.21,320,1.000,bicubic,-46.617,-35.017,-5 +seresnet152d,49.247,50.753,64.170,35.830,66.84,320,1.000,bicubic,-47.063,-35.340,-23 +ssl_resnext101_32x8d,49.067,50.933,65.480,34.520,88.79,224,0.875,bilinear,-46.273,-33.840,+12 +repvgg_b3,48.917,51.083,64.887,35.113,123.09,224,0.875,bilinear,-45.633,-34.023,+52 +dm_nfnet_f2,48.623,51.377,63.537,36.463,193.78,352,0.920,bicubic,-47.877,-36.033,-36 +efficientnet_b3a,48.563,51.437,64.250,35.750,12.23,320,1.000,bicubic,-46.577,-34.960,+18 +ecaresnet101d,48.527,51.473,64.100,35.900,44.57,224,0.875,bicubic,-46.633,-35.130,+14 +repvgg_b3g4,48.310,51.690,64.800,35.200,83.83,224,0.875,bilinear,-46.180,-34.220,+51 +vit_large_patch32_384,48.250,51.750,61.830,38.170,306.63,384,1.000,bicubic,-46.990,-37.490,+9 +efficientnet_b3,48.170,51.830,64.133,35.867,12.23,300,0.904,bicubic,-46.800,-35.097,+19 +repvgg_b2g4,47.787,52.213,64.390,35.610,61.76,224,0.875,bilinear,-46.033,-34.540,+103 +eca_nfnet_l1,47.663,52.337,62.767,37.233,41.41,320,1.000,bicubic,-48.267,-36.733,-19 +pit_s_distilled_224,47.543,52.457,63.493,36.507,24.04,224,0.900,bicubic,-47.187,-35.697,+26 +resnest50d_4s2x40d,47.483,52.517,63.807,36.193,30.42,224,0.875,bicubic,-47.227,-35.323,+28 +efficientnet_b3_pruned,47.447,52.553,62.793,37.207,9.86,300,0.904,bicubic,-47.133,-36.277,+38 +vit_base_patch16_224,47.340,52.660,61.607,38.393,86.57,224,0.900,bicubic,-47.870,-37.623,+3 +tf_efficientnet_b6,47.213,52.787,63.110,36.890,43.04,528,0.942,bicubic,-49.077,-36.410,-37 +ssl_resnext101_32x4d,47.177,52.823,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.933,+4 +tf_efficientnet_b4,47.083,52.917,62.867,37.133,19.34,380,0.922,bicubic,-48.507,-36.463,-16 +resnet101d,46.893,53.107,62.317,37.683,44.57,320,1.000,bicubic,-48.857,-37.123,-23 +resnetv2_50x3_bitm,46.827,53.173,64.873,35.127,217.32,480,1.000,bilinear,-49.313,-34.747,-37 +dm_nfnet_f1,46.693,53.307,61.560,38.440,132.63,320,0.910,bicubic,-49.677,-37.910,-48 +gluon_seresnext101_64x4d,46.677,53.323,61.303,38.697,88.23,224,0.875,bicubic,-47.973,-37.677,+25 +tresnet_xl,46.283,53.717,61.943,38.057,78.44,224,0.875,bilinear,-48.777,-37.317,+2 +vit_deit_small_distilled_patch16_224,46.160,53.840,62.417,37.583,22.44,224,0.900,bicubic,-48.430,-36.683,+27 +regnety_160,46.153,53.847,61.837,38.163,83.59,288,1.000,bicubic,-49.727,-37.723,-31 +gernet_m,46.150,53.850,62.700,37.300,21.14,224,0.875,bilinear,-48.400,-36.550,+30 +resnest50d_1s4x24d,46.083,53.917,62.377,37.623,25.68,224,0.875,bicubic,-48.307,-36.693,+36 +tf_efficientnet_b0_ns,46.047,53.953,63.253,36.747,5.29,224,0.875,bicubic,-47.693,-35.727,+96 +resnest50d,45.937,54.063,62.623,37.377,27.48,224,0.875,bilinear,-48.683,-36.407,+19 +regnety_032,45.893,54.107,61.537,38.463,19.44,288,1.000,bicubic,-49.577,-37.783,-21 +gluon_seresnext101_32x4d,45.590,54.410,61.143,38.857,48.96,224,0.875,bicubic,-48.860,-37.947,+29 +gluon_resnet152_v1d,45.430,54.570,60.077,39.923,60.21,224,0.875,bicubic,-49.010,-38.933,+29 +dm_nfnet_f0,45.420,54.580,60.990,39.010,71.49,256,0.900,bicubic,-50.210,-38.310,-33 +ssl_resnext50_32x4d,45.407,54.593,62.047,37.953,25.03,224,0.875,bilinear,-49.293,-37.193,+8 +nfnet_l0,45.390,54.610,62.057,37.943,35.07,288,1.000,bicubic,-50.000,-37.363,-23 +tresnet_xl_448,45.223,54.777,61.437,38.563,78.44,448,0.875,bilinear,-50.287,-37.903,-30 +nasnetalarge,45.210,54.790,57.883,42.117,88.75,331,0.911,bicubic,-49.940,-41.247,-15 +swin_small_patch4_window7_224,45.163,54.837,60.330,39.670,49.61,224,0.900,bicubic,-50.557,-38.960,-40 +tf_efficientnet_b3,45.107,54.893,60.650,39.350,12.23,300,0.904,bicubic,-49.803,-38.460,-8 +rexnet_200,45.047,54.953,62.317,37.683,16.37,224,0.875,bicubic,-49.613,-36.833,+6 +ecaresnetlight,44.890,55.110,60.770,39.230,30.16,224,0.875,bicubic,-49.250,-38.180,+41 +vit_deit_base_patch16_224,44.870,55.130,59.177,40.823,86.57,224,0.900,bicubic,-50.140,-39.803,-16 +vit_deit_base_patch16_384,44.777,55.223,59.617,40.383,86.86,384,1.000,bicubic,-50.873,-39.623,-44 +gernet_l,44.740,55.260,58.943,41.057,31.08,256,0.875,bilinear,-50.190,-40.257,-14 +tf_efficientnet_b2_ap,44.700,55.300,60.680,39.320,9.11,260,0.890,bicubic,-49.570,-38.270,+28 +vit_base_patch32_384,44.693,55.307,58.530,41.470,88.30,384,1.000,bicubic,-50.567,-40.650,-30 +ens_adv_inception_resnet_v2,44.393,55.607,58.117,41.883,55.84,299,0.897,bicubic,-49.737,-40.673,+37 +tresnet_l,44.363,55.637,59.953,40.047,55.99,224,0.875,bilinear,-50.537,-39.077,-16 +gluon_resnext101_32x4d,44.290,55.710,59.090,40.910,44.18,224,0.875,bicubic,-49.830,-39.840,+38 +wide_resnet50_2,44.177,55.823,59.727,40.273,68.88,224,0.875,bicubic,-50.493,-39.323,-6 +cspresnext50,44.147,55.853,60.533,39.467,20.57,224,0.875,bilinear,-49.613,-38.167,+70 +seresnext50_32x4d,44.127,55.873,59.490,40.510,27.56,224,0.875,bicubic,-50.693,-39.640,-17 +gluon_resnet152_v1s,44.073,55.927,58.703,41.297,60.32,224,0.875,bicubic,-50.647,-40.357,-14 +pit_b_224,44.070,55.930,58.017,41.983,73.76,224,0.900,bicubic,-50.720,-40.803,-18 +ssl_resnet50,44.010,55.990,61.887,38.113,25.56,224,0.875,bilinear,-50.300,-37.263,+15 +inception_resnet_v2,44.003,55.997,57.907,42.093,55.84,299,0.897,bicubic,-50.337,-40.893,+13 +pnasnet5large,43.950,56.050,56.730,43.270,86.06,331,0.911,bicubic,-51.410,-42.400,-44 +pit_s_224,43.890,56.110,58.627,41.373,23.46,224,0.900,bicubic,-50.700,-40.303,-8 +gluon_resnext101_64x4d,43.877,56.123,58.710,41.290,83.46,224,0.875,bicubic,-50.473,-40.170,+8 +tnt_s_patch16_224,43.773,56.227,59.197,40.803,23.76,224,0.900,bicubic,-50.807,-39.983,-7 +ecaresnet50d,43.750,56.250,60.387,39.613,25.58,224,0.875,bicubic,-50.440,-38.633,+17 +ecaresnet101d_pruned,43.737,56.263,59.607,40.393,24.88,224,0.875,bicubic,-50.713,-39.493,-3 +rexnet_150,43.690,56.310,60.897,39.103,9.73,224,0.875,bicubic,-50.580,-38.183,+9 +pit_xs_distilled_224,43.663,56.337,60.703,39.297,11.00,224,0.900,bicubic,-49.577,-38.117,+97 +gluon_resnet101_v1d,43.440,56.560,58.613,41.387,44.57,224,0.875,bicubic,-50.730,-40.327,+14 +ecaresnet50t,43.407,56.593,59.300,40.700,25.57,320,0.950,bicubic,-51.663,-39.990,-42 +gluon_resnet101_v1s,43.363,56.637,58.503,41.497,44.67,224,0.875,bicubic,-50.807,-40.507,+13 +cspdarknet53,43.357,56.643,59.430,40.570,27.64,256,0.887,bilinear,-50.733,-39.580,+21 +dpn68b,43.287,56.713,58.673,41.327,12.61,224,0.875,bicubic,-50.333,-40.027,+67 +eca_nfnet_l0,43.230,56.770,59.913,40.087,24.14,288,1.000,bicubic,-52.240,-39.467,-62 +resnest26d,43.140,56.860,60.623,39.377,17.07,224,0.875,bilinear,-50.100,-38.127,+92 +resnetv2_101x1_bitm,43.113,56.887,60.950,39.050,44.54,480,1.000,bilinear,-52.397,-38.560,-67 +dpn131,43.047,56.953,57.440,42.560,79.25,224,0.875,bicubic,-50.713,-41.420,+49 +cspresnet50,43.030,56.970,59.153,40.847,21.62,256,0.887,bilinear,-50.830,-39.717,+34 +tf_efficientnet_lite4,42.967,57.033,57.620,42.380,13.01,380,0.920,bilinear,-51.903,-41.470,-42 +gluon_resnet152_v1b,42.903,57.097,57.750,42.250,60.19,224,0.875,bicubic,-51.127,-40.990,+17 +dpn107,42.857,57.143,57.367,42.633,86.92,224,0.875,bicubic,-51.103,-41.473,+22 +tf_efficientnet_b1_ap,42.803,57.197,58.813,41.187,7.79,240,0.882,bicubic,-50.827,-39.987,+57 +gluon_resnet152_v1c,42.800,57.200,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+27 +gluon_xception65,42.793,57.207,58.820,41.180,39.92,299,0.903,bicubic,-51.217,-40.200,+15 +tresnet_l_448,42.753,57.247,58.947,41.053,55.99,448,0.875,bilinear,-52.657,-40.463,-71 +resnet50d,42.707,57.293,58.697,41.303,25.58,224,0.875,bicubic,-51.363,-40.223,+9 +tresnet_m,42.687,57.313,58.153,41.847,31.39,224,0.875,bilinear,-51.383,-40.677,+9 +gluon_seresnext50_32x4d,42.683,57.317,58.710,41.290,27.56,224,0.875,bicubic,-51.487,-40.200,-3 +resnext101_32x8d,42.557,57.443,58.317,41.683,88.79,224,0.875,bilinear,-51.213,-40.633,+33 +seresnet50,42.510,57.490,58.667,41.333,28.09,224,0.875,bicubic,-51.570,-40.303,+4 +nf_resnet50,42.400,57.600,59.540,40.460,25.56,288,0.940,bicubic,-52.010,-39.560,-25 +dpn98,42.280,57.720,56.880,43.120,61.57,224,0.875,bicubic,-51.660,-42.040,+13 +vit_deit_small_patch16_224,42.263,57.737,58.020,41.980,22.05,224,0.900,bicubic,-51.737,-41.010,+8 +tf_efficientnet_cc_b1_8e,42.233,57.767,58.420,41.580,39.72,240,0.882,bicubic,-51.337,-40.270,+53 +legacy_senet154,42.207,57.793,56.597,43.403,115.09,224,0.875,bilinear,-52.523,-42.503,-54 +tf_efficientnet_b2,42.120,57.880,58.197,41.803,9.11,260,0.890,bicubic,-52.090,-40.853,-17 +gluon_resnext50_32x4d,42.043,57.957,57.667,42.333,25.03,224,0.875,bicubic,-51.607,-41.023,+39 +resnet50,42.013,57.987,56.000,44.000,25.56,224,0.875,bicubic,-51.447,-42.600,+56 +ecaresnet50d_pruned,41.953,58.047,58.217,41.783,19.94,224,0.875,bicubic,-51.867,-40.783,+17 +efficientnet_b2a,41.933,58.067,58.300,41.700,9.11,288,1.000,bicubic,-52.437,-40.750,-31 +dla102x2,41.647,58.353,57.967,42.033,41.28,224,0.875,bilinear,-52.353,-40.993,+1 +hrnet_w64,41.637,58.363,57.130,42.870,128.06,224,0.875,bilinear,-52.193,-41.800,+13 +efficientnet_b2,41.627,58.373,58.033,41.967,9.11,260,0.875,bicubic,-52.713,-41.067,-31 +gluon_senet154,41.627,58.373,56.373,43.627,115.09,224,0.875,bicubic,-53.083,-42.597,-60 +inception_v4,41.577,58.423,55.383,44.617,42.68,299,0.875,bicubic,-52.803,-43.437,-37 +efficientnet_el,41.497,58.503,58.303,41.697,10.59,300,0.904,bicubic,-53.173,-40.827,-59 +efficientnet_em,41.493,58.507,58.877,41.123,6.90,240,0.882,bicubic,-52.247,-40.053,+20 +tf_efficientnet_cc_b0_8e,41.487,58.513,57.377,42.623,24.01,224,0.875,bicubic,-51.383,-41.083,+83 +swin_tiny_patch4_window7_224,41.457,58.543,57.303,42.697,28.29,224,0.900,bicubic,-53.163,-41.817,-56 +resnext50_32x4d,41.443,58.557,56.997,43.003,25.03,224,0.875,bicubic,-52.397,-41.833,+4 +tv_resnet152,41.327,58.673,57.520,42.480,60.19,224,0.875,bilinear,-51.913,-41.330,+55 +xception71,41.270,58.730,55.873,44.127,42.34,299,0.903,bicubic,-52.620,-43.077,-3 +dpn92,41.267,58.733,56.333,43.667,37.67,224,0.875,bicubic,-52.923,-42.597,-32 +adv_inception_v3,41.263,58.737,56.317,43.683,23.83,299,0.875,bicubic,-51.747,-42.173,+63 +gernet_s,41.247,58.753,58.830,41.170,8.17,224,0.875,bilinear,-51.193,-39.670,+98 +resnetblur50,41.053,58.947,57.077,42.923,25.56,224,0.875,bicubic,-52.657,-41.733,+15 +nf_regnet_b1,41.010,58.990,58.117,41.883,10.22,288,0.900,bicubic,-52.880,-40.633,-10 +gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+32 +gluon_inception_v3,40.907,59.093,55.617,44.383,23.83,299,0.875,bicubic,-52.633,-43.213,+29 +ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.950,-7 +regnety_320,40.813,59.187,56.117,43.883,145.05,224,0.875,bicubic,-53.707,-43.053,-60 +resnet34d,40.810,59.190,56.530,43.470,21.82,224,0.875,bicubic,-51.830,-41.890,+79 +xception,40.763,59.237,56.387,43.613,22.86,299,0.897,bicubic,-52.877,-42.383,+14 +skresnext50_32x4d,40.700,59.300,56.023,43.977,27.48,224,0.875,bicubic,-53.250,-42.797,-20 +gluon_resnet101_v1b,40.683,59.317,56.117,43.883,44.55,224,0.875,bicubic,-53.077,-42.723,-2 +hrnet_w40,40.660,59.340,56.753,43.247,57.56,224,0.875,bilinear,-53.050,-42.047,+4 +repvgg_b1,40.593,59.407,57.837,42.163,57.42,224,0.875,bilinear,-52.817,-40.953,+31 +tf_efficientnet_lite3,40.563,59.437,56.477,43.523,8.20,300,0.904,bilinear,-53.567,-42.483,-38 +tresnet_m_448,40.530,59.470,56.700,43.300,31.39,448,0.875,bilinear,-54.130,-42.390,-80 +pit_xs_224,40.497,59.503,56.530,43.470,10.62,224,0.900,bicubic,-52.413,-42.160,+54 +dla169,40.493,59.507,57.263,42.737,53.39,224,0.875,bilinear,-53.307,-41.577,-12 +repvgg_b2,40.467,59.533,57.780,42.220,89.02,224,0.875,bilinear,-53.123,-40.970,+13 +regnetx_320,40.443,59.557,55.660,44.340,107.81,224,0.875,bicubic,-53.767,-43.370,-53 +skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.783,+74 +efficientnet_el_pruned,40.390,59.610,56.903,43.097,10.59,300,0.904,bicubic,-53.700,-42.077,-43 +efficientnet_b2_pruned,40.383,59.617,56.537,43.463,8.31,260,0.890,bicubic,-53.417,-42.373,-16 +legacy_seresnext101_32x4d,40.360,59.640,54.817,45.183,48.96,224,0.875,bilinear,-53.770,-44.153,-48 +wide_resnet101_2,40.360,59.640,55.780,44.220,126.89,224,0.875,bilinear,-53.370,-43.030,-9 +tf_efficientnet_b0_ap,40.337,59.663,56.787,43.213,5.29,224,0.875,bicubic,-52.273,-41.583,+64 +xception65,40.273,59.727,55.283,44.717,39.92,299,0.903,bicubic,-53.487,-43.517,-16 +regnetx_160,40.270,59.730,56.050,43.950,54.28,224,0.875,bicubic,-53.610,-43.040,-30 +densenet201,40.267,59.733,56.710,43.290,20.01,224,0.875,bicubic,-52.423,-41.940,+55 +resnext50d_32x4d,40.170,59.830,55.487,44.513,25.05,224,0.875,bicubic,-53.640,-43.253,-25 +vit_small_patch16_224,40.130,59.870,56.543,43.457,48.75,224,0.900,bicubic,-52.470,-41.847,+61 +hrnet_w48,40.093,59.907,56.640,43.360,77.47,224,0.875,bilinear,-53.937,-42.400,-47 +legacy_seresnet152,40.043,59.957,55.820,44.180,66.82,224,0.875,bilinear,-53.397,-43.030,+10 +hrnet_w30,40.030,59.970,57.093,42.907,37.71,224,0.875,bilinear,-53.340,-41.737,+13 +regnetx_080,40.000,60.000,55.977,44.023,39.57,224,0.875,bicubic,-53.790,-42.933,-27 +tf_efficientnet_b1,39.977,60.023,56.137,43.863,7.79,240,0.882,bicubic,-53.733,-42.663,-17 +gluon_resnet101_v1c,39.953,60.047,55.300,44.700,44.57,224,0.875,bicubic,-53.737,-43.460,-17 +res2net101_26w_4s,39.717,60.283,54.550,45.450,45.21,224,0.875,bilinear,-53.803,-44.050,0 +regnetx_120,39.687,60.313,55.633,44.367,46.11,224,0.875,bicubic,-54.583,-43.557,-77 +hrnet_w44,39.677,60.323,55.333,44.667,67.06,224,0.875,bilinear,-53.943,-43.627,-12 +densenet161,39.620,60.380,56.133,43.867,28.68,224,0.875,bicubic,-53.280,-42.677,+33 +mixnet_xl,39.617,60.383,55.887,44.113,11.90,224,0.875,bicubic,-54.613,-42.933,-77 +xception41,39.610,60.390,55.037,44.963,26.97,299,0.903,bicubic,-53.870,-43.713,-3 +res2net50_26w_8s,39.603,60.397,54.550,45.450,48.40,224,0.875,bilinear,-53.847,-44.150,-2 +dla102x,39.553,60.447,56.323,43.677,26.31,224,0.875,bilinear,-53.977,-42.527,-9 +rexnet_130,39.487,60.513,56.640,43.360,7.56,224,0.875,bicubic,-54.183,-42.070,-24 +hrnet_w32,39.463,60.537,56.123,43.877,41.23,224,0.875,bilinear,-53.487,-42.717,+23 +regnety_064,39.403,60.597,55.773,44.227,30.58,224,0.875,bicubic,-54.737,-43.257,-74 +densenetblur121d,39.380,60.620,56.640,43.360,8.00,224,0.875,bicubic,-53.020,-41.770,+53 +regnety_120,39.347,60.653,55.277,44.723,51.82,224,0.875,bicubic,-54.663,-43.753,-63 +tv_resnet101,39.307,60.693,55.803,44.197,44.55,224,0.875,bilinear,-53.573,-42.857,+26 +tf_efficientnet_el,39.303,60.697,55.387,44.613,10.59,300,0.904,bicubic,-55.057,-43.713,-95 +tf_inception_v3,39.237,60.763,54.300,45.700,23.83,299,0.875,bicubic,-53.963,-44.180,+2 +gluon_resnet50_v1s,39.233,60.767,55.010,44.990,25.68,224,0.875,bicubic,-54.357,-44.060,-23 +densenet169,39.167,60.833,55.843,44.157,14.15,224,0.875,bicubic,-53.133,-42.747,+51 +legacy_seresnet101,39.037,60.963,55.003,44.997,49.33,224,0.875,bilinear,-54.223,-43.737,-7 +efficientnet_b1_pruned,39.010,60.990,55.647,44.353,6.33,240,0.882,bicubic,-53.970,-42.883,+10 +repvgg_b1g4,38.990,61.010,56.350,43.650,39.97,224,0.875,bilinear,-54.040,-42.350,+5 +inception_v3,38.960,61.040,53.853,46.147,23.83,299,0.875,bicubic,-53.940,-44.477,+16 +dpn68,38.933,61.067,54.933,45.067,12.61,224,0.875,bicubic,-53.307,-43.677,+48 +regnety_080,38.917,61.083,55.213,44.787,39.18,224,0.875,bicubic,-54.973,-43.787,-66 +legacy_seresnext50_32x4d,38.877,61.123,54.593,45.407,27.56,224,0.875,bilinear,-54.553,-44.207,-18 +dla102,38.833,61.167,55.323,44.677,33.27,224,0.875,bilinear,-54.427,-43.457,-15 +regnety_040,38.820,61.180,55.557,44.443,20.65,224,0.875,bicubic,-54.800,-43.393,-35 +densenet121,38.783,61.217,56.273,43.727,7.98,224,0.875,bicubic,-53.157,-42.127,+51 +res2net50_14w_8s,38.710,61.290,54.077,45.923,25.06,224,0.875,bilinear,-54.320,-44.743,-4 +regnetx_040,38.703,61.297,55.340,44.660,22.12,224,0.875,bicubic,-54.977,-43.600,-46 +res2net50_26w_6s,38.687,61.313,53.743,46.257,37.05,224,0.875,bilinear,-54.903,-45.097,-38 +regnetx_032,38.680,61.320,55.157,44.843,15.30,224,0.875,bicubic,-54.570,-43.573,-18 +selecsls60,38.623,61.377,55.630,44.370,30.67,224,0.875,bicubic,-54.387,-43.200,-5 +dla60x,38.617,61.383,55.383,44.617,17.35,224,0.875,bilinear,-54.573,-43.327,-15 +tf_efficientnet_b0,38.600,61.400,55.957,44.043,5.29,224,0.875,bicubic,-53.800,-42.513,+31 +dla60_res2net,38.590,61.410,54.560,45.440,20.85,224,0.875,bilinear,-54.790,-44.300,-27 +selecsls60b,38.573,61.427,55.307,44.693,32.77,224,0.875,bicubic,-54.927,-43.533,-35 +repvgg_a2,38.563,61.437,55.770,44.230,28.21,224,0.875,bilinear,-54.117,-42.750,+10 +hardcorenas_f,38.500,61.500,55.657,44.343,8.20,224,0.875,bilinear,-54.480,-42.963,-8 +dla60_res2next,38.450,61.550,54.950,45.050,17.03,224,0.875,bilinear,-55.120,-43.850,-44 +regnetx_064,38.430,61.570,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-53 +tf_efficientnet_cc_b0_4e,38.413,61.587,55.150,44.850,13.31,224,0.875,bicubic,-54.427,-43.290,+1 +gluon_resnet50_v1b,38.407,61.593,54.833,45.167,25.56,224,0.875,bicubic,-54.153,-43.717,+16 +resnetv2_50x1_bitm,38.287,61.713,56.967,43.033,25.55,480,1.000,bilinear,-56.263,-41.963,-136 +hrnet_w18,38.277,61.723,55.643,44.357,21.30,224,0.875,bilinear,-54.483,-43.017,+1 +mixnet_l,38.160,61.840,54.757,45.243,7.33,224,0.875,bicubic,-55.100,-43.943,-33 +hardcorenas_e,38.137,61.863,55.173,44.827,8.07,224,0.875,bilinear,-54.813,-43.397,-15 +hardcorenas_c,37.883,62.117,55.717,44.283,5.52,224,0.875,bilinear,-54.447,-42.623,+19 +efficientnet_b1,37.843,62.157,53.640,46.360,7.79,240,0.875,bicubic,-55.217,-44.900,-26 +gluon_resnet50_v1c,37.843,62.157,54.123,45.877,25.58,224,0.875,bicubic,-55.067,-44.587,-15 +res2net50_26w_4s,37.827,62.173,53.073,46.927,25.70,224,0.875,bilinear,-55.353,-45.597,-31 +efficientnet_es,37.770,62.230,54.967,45.033,5.44,224,0.875,bicubic,-55.140,-43.813,-16 +resnest14d,37.767,62.233,56.470,43.530,10.61,224,0.875,bilinear,-53.363,-41.860,+50 +tv_resnext50_32x4d,37.750,62.250,54.113,45.887,25.03,224,0.875,bilinear,-55.150,-44.607,-15 +ecaresnet26t,37.650,62.350,54.350,45.650,16.01,320,0.950,bicubic,-56.290,-44.570,-99 +hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-55.050,-43.707,-2 +res2next50,37.477,62.523,52.853,47.147,24.67,224,0.875,bilinear,-55.673,-45.807,-35 +resnet34,37.443,62.557,54.297,45.703,21.80,224,0.875,bilinear,-53.757,-43.753,+41 +pit_ti_distilled_224,37.337,62.663,55.137,44.863,5.10,224,0.900,bicubic,-53.563,-43.083,+49 +hardcorenas_b,37.243,62.757,55.073,44.927,5.18,224,0.875,bilinear,-54.697,-43.207,+18 +res2net50_48w_2s,37.117,62.883,53.333,46.667,25.29,224,0.875,bilinear,-55.673,-45.137,-16 +dla60,37.073,62.927,54.200,45.800,22.04,224,0.875,bilinear,-55.597,-44.430,-13 +rexnet_100,37.063,62.937,54.020,45.980,4.80,224,0.875,bicubic,-55.787,-44.600,-21 +regnety_016,37.017,62.983,54.093,45.907,11.20,224,0.875,bicubic,-55.983,-44.587,-35 +tf_mixnet_l,36.987,63.013,52.583,47.417,7.33,224,0.875,bicubic,-56.053,-45.957,-41 +legacy_seresnet50,36.873,63.127,53.487,46.513,28.09,224,0.875,bilinear,-55.797,-45.163,-16 +tv_densenet121,36.810,63.190,54.033,45.967,7.98,224,0.875,bicubic,-54.590,-44.217,+26 +tf_efficientnet_lite2,36.807,63.193,53.320,46.680,6.09,260,0.890,bicubic,-55.783,-45.230,-12 +mobilenetv2_120d,36.780,63.220,54.047,45.953,5.83,224,0.875,bicubic,-55.830,-44.463,-17 +tf_efficientnet_lite1,36.737,63.263,53.590,46.410,5.42,240,0.882,bicubic,-55.573,-44.900,-2 +regnetx_016,36.683,63.317,53.297,46.703,9.19,224,0.875,bicubic,-55.857,-45.253,-11 +hardcorenas_a,36.640,63.360,54.910,45.090,5.26,224,0.875,bilinear,-54.980,-43.260,+14 +efficientnet_b0,36.600,63.400,53.497,46.503,5.29,224,0.875,bicubic,-55.880,-45.183,-12 +tf_efficientnet_em,36.380,63.620,52.840,47.160,6.90,240,0.882,bicubic,-56.790,-45.830,-53 +skresnet18,36.320,63.680,54.197,45.803,11.96,224,0.875,bicubic,-53.840,-43.583,+42 +repvgg_b0,36.287,63.713,54.057,45.943,15.82,224,0.875,bilinear,-55.393,-44.393,+7 +tv_resnet50,36.177,63.823,52.803,47.197,25.56,224,0.875,bilinear,-55.963,-45.617,-3 +legacy_seresnet34,36.143,63.857,52.553,47.447,21.96,224,0.875,bilinear,-55.337,-45.767,+12 +tv_resnet34,36.087,63.913,53.533,46.467,21.80,224,0.875,bilinear,-54.203,-44.447,+37 +vit_deit_tiny_distilled_patch16_224,36.023,63.977,54.240,45.760,5.91,224,0.900,bicubic,-55.077,-44.030,+25 +mobilenetv2_140,36.000,64.000,53.943,46.057,6.11,224,0.875,bicubic,-56.030,-44.307,-5 +tf_efficientnet_lite0,35.930,64.070,53.480,46.520,4.65,224,0.875,bicubic,-55.370,-44.610,+13 +selecsls42b,35.813,64.187,52.487,47.513,32.46,224,0.875,bicubic,-56.667,-45.953,-21 +gluon_resnet34_v1b,35.763,64.237,52.187,47.813,21.80,224,0.875,bicubic,-55.337,-45.993,+20 +dla34,35.643,64.357,52.783,47.217,15.74,224,0.875,bilinear,-55.597,-45.397,+13 +mixnet_m,35.640,64.360,52.430,47.570,5.01,224,0.875,bicubic,-56.630,-45.920,-16 +efficientnet_lite0,35.620,64.380,53.657,46.343,4.65,224,0.875,bicubic,-55.640,-44.593,+10 +ssl_resnet18,35.597,64.403,53.740,46.260,11.69,224,0.875,bilinear,-55.103,-44.280,+23 +mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-56.003,-44.557,-1 +efficientnet_es_pruned,35.390,64.610,52.850,47.150,5.44,224,0.875,bicubic,-56.310,-45.570,-8 +mobilenetv2_110d,35.293,64.707,52.830,47.170,4.52,224,0.875,bicubic,-56.057,-45.360,+3 +tf_mixnet_m,35.180,64.820,50.987,49.013,5.01,224,0.875,bicubic,-57.020,-47.433,-19 +hrnet_w18_small_v2,35.173,64.827,52.440,47.560,15.60,224,0.875,bilinear,-55.997,-45.900,+9 +resnet18d,35.127,64.873,52.890,47.110,11.71,224,0.875,bicubic,-54.863,-44.940,+24 +ese_vovnet19b_dw,34.840,65.160,52.030,47.970,6.54,224,0.875,bicubic,-57.170,-46.480,-18 +regnety_008,34.807,65.193,51.743,48.257,6.26,224,0.875,bicubic,-57.093,-46.677,-16 +pit_ti_224,34.670,65.330,52.170,47.830,4.85,224,0.900,bicubic,-55.750,-45.840,+17 +mobilenetv3_large_100,34.603,65.397,52.860,47.140,5.48,224,0.875,bicubic,-56.877,-45.340,-9 +seresnext26d_32x4d,34.543,65.457,51.543,48.457,16.81,224,0.875,bicubic,-57.897,-46.997,-35 +seresnext26t_32x4d,34.540,65.460,51.377,48.623,16.81,224,0.875,bicubic,-58.280,-47.183,-56 +resnet26d,34.273,65.727,51.687,48.313,16.01,224,0.875,bicubic,-57.957,-46.763,-29 +tf_efficientnet_es,34.263,65.737,51.350,48.650,5.44,224,0.875,bicubic,-57.837,-47.090,-27 +fbnetc_100,34.253,65.747,51.180,48.820,5.57,224,0.875,bilinear,-57.017,-46.650,-7 +regnety_006,34.150,65.850,51.277,48.723,6.06,224,0.875,bicubic,-57.420,-47.153,-17 +tf_mobilenetv3_large_100,33.950,66.050,51.490,48.510,5.48,224,0.875,bilinear,-57.470,-46.770,-13 +regnetx_008,33.770,66.230,50.547,49.453,7.26,224,0.875,bicubic,-57.410,-47.833,-5 +mnasnet_100,33.763,66.237,51.170,48.830,4.38,224,0.875,bicubic,-57.437,-47.070,-7 +semnasnet_100,33.520,66.480,50.787,49.213,3.89,224,0.875,bicubic,-58.140,-47.483,-23 +resnet26,33.500,66.500,50.927,49.073,16.00,224,0.875,bicubic,-57.940,-47.353,-18 +mixnet_s,33.480,66.520,50.997,49.003,4.13,224,0.875,bicubic,-58.300,-47.303,-29 +spnasnet_100,33.477,66.523,51.267,48.733,4.42,224,0.875,bilinear,-57.133,-46.683,+1 +vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-5 +regnetx_006,33.157,66.843,50.250,49.750,6.20,224,0.875,bicubic,-57.603,-47.850,-3 +resnet18,33.067,66.933,51.170,48.830,11.69,224,0.875,bilinear,-55.083,-45.950,+17 +legacy_seresnext26_32x4d,32.757,67.243,49.237,50.763,16.79,224,0.875,bicubic,-59.813,-49.183,-58 +hrnet_w18_small,32.667,67.333,50.587,49.413,13.19,224,0.875,bilinear,-57.213,-47.313,+3 +vit_deit_tiny_patch16_224,32.667,67.333,50.273,49.727,5.72,224,0.900,bicubic,-56.953,-47.687,+5 +legacy_seresnet18,32.600,67.400,50.340,49.660,11.78,224,0.875,bicubic,-56.670,-47.340,+7 +mobilenetv2_100,32.523,67.477,50.800,49.200,3.50,224,0.875,bicubic,-57.307,-47.030,+1 +regnetx_004,32.517,67.483,49.343,50.657,5.16,224,0.875,bicubic,-56.943,-48.427,+3 +gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+7 +regnety_004,32.333,67.667,49.453,50.547,4.34,224,0.875,bicubic,-58.447,-48.627,-13 +tf_mixnet_s,32.183,67.817,48.493,51.507,4.13,224,0.875,bicubic,-59.497,-49.747,-39 +tf_mobilenetv3_large_075,31.867,68.133,49.110,50.890,3.99,224,0.875,bilinear,-58.453,-48.760,-9 +tf_mobilenetv3_large_minimal_100,31.597,68.403,49.337,50.663,3.92,224,0.875,bilinear,-57.583,-47.983,+2 +vgg16_bn,30.357,69.643,47.260,52.740,138.37,224,0.875,bilinear,-60.183,-50.730,-13 +regnety_002,29.687,70.313,46.787,53.213,3.16,224,0.875,bicubic,-58.513,-50.643,+3 +vgg13_bn,28.883,71.117,46.737,53.263,133.05,224,0.875,bilinear,-60.317,-50.793,-2 +regnetx_002,28.860,71.140,45.420,54.580,2.68,224,0.875,bicubic,-58.520,-51.570,+4 +vgg19,28.580,71.420,45.170,54.830,143.67,224,0.875,bilinear,-61.100,-52.380,-9 +dla60x_c,28.447,71.553,46.193,53.807,1.32,224,0.875,bilinear,-58.663,-50.947,+4 +vgg11_bn,28.423,71.577,46.453,53.547,132.87,224,0.875,bilinear,-59.967,-50.817,-3 +vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-9 +tf_mobilenetv3_small_100,27.297,72.703,44.420,55.580,2.54,224,0.875,bilinear,-58.663,-51.980,+2 +vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-1 +vgg13,26.267,73.733,43.370,56.630,133.05,224,0.875,bilinear,-61.303,-53.750,-4 +dla46x_c,26.217,73.783,43.780,56.220,1.07,224,0.875,bilinear,-59.263,-52.660,0 +tf_mobilenetv3_small_075,26.200,73.800,43.637,56.363,2.04,224,0.875,bilinear,-58.330,-52.253,+1 +dla46_c,25.490,74.510,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-1 +tf_mobilenetv3_small_minimal_100,25.087,74.913,42.930,57.070,2.04,224,0.875,bilinear,-57.583,-52.070,0 diff --git a/results/results-imagenet-real.csv b/results/results-imagenet-real.csv index 7415d0a0..f97c8bd7 100644 --- a/results/results-imagenet-real.csv +++ b/results/results-imagenet-real.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -tf_efficientnet_l2_ns,90.555,9.445,98.770,1.230,480.31,800,0.960,bicubic,+2.219,+0.106,0 -tf_efficientnet_l2_ns_475,90.505,9.495,98.715,1.285,480.31,475,0.936,bicubic,+2.275,+0.169,0 -tf_efficientnet_b7_ns,90.102,9.898,98.608,1.392,66.35,600,0.949,bicubic,+3.272,+0.516,0 -dm_nfnet_f6,89.891,10.110,98.529,1.471,438.36,576,0.956,bicubic,+3.585,+0.787,+1 -tf_efficientnet_b6_ns,89.792,10.208,98.503,1.497,43.04,528,0.942,bicubic,+3.330,+0.625,-1 -tf_efficientnet_b5_ns,89.668,10.332,98.488,1.512,30.39,456,0.934,bicubic,+3.596,+0.740,0 -tf_efficientnet_b8_ap,89.585,10.415,98.320,1.680,87.41,672,0.954,bicubic,+4.201,+1.022,+6 -vit_deit_base_distilled_patch16_384,89.431,10.569,98.450,1.550,87.63,384,1.000,bicubic,+4.009,+1.116,+3 -tf_efficientnet_b7_ap,89.425,10.575,98.343,1.657,66.35,600,0.949,bicubic,+4.301,+1.087,+8 -dm_nfnet_f3,89.387,10.613,98.328,1.672,254.92,416,0.940,bicubic,+3.805,+0.938,-1 -dm_nfnet_f4,89.359,10.641,98.232,1.768,316.07,512,0.951,bicubic,+3.633,+0.714,-4 -tf_efficientnet_b8,89.352,10.648,98.307,1.693,87.41,672,0.954,bicubic,+3.968,+0.907,0 -tf_efficientnet_b6_ap,89.342,10.658,98.283,1.717,43.04,528,0.942,bicubic,+4.552,+1.147,+10 -tf_efficientnet_b4_ns,89.333,10.667,98.350,1.650,19.34,380,0.922,bicubic,+4.139,+0.850,0 -dm_nfnet_f5,89.188,10.812,98.241,1.759,377.21,544,0.954,bicubic,+3.468,+0.805,-7 -ig_resnext101_32x48d,89.160,10.840,98.108,1.892,828.41,224,0.875,bilinear,+3.658,+0.560,-6 -ig_resnext101_32x32d,89.143,10.857,98.187,1.813,468.53,224,0.875,bilinear,+3.997,+0.731,-1 -tf_efficientnet_b7,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.147,+0.977,+2 -ecaresnet269d,89.056,10.944,98.241,1.759,102.09,352,1.000,bicubic,+4.130,+1.005,+2 -tf_efficientnet_b5_ap,88.940,11.060,98.160,1.840,30.39,456,0.934,bicubic,+4.680,+1.186,+10 -dm_nfnet_f2,88.874,11.126,98.100,1.900,193.78,352,0.920,bicubic,+3.906,+0.976,-2 -dm_nfnet_f1,88.864,11.136,98.104,1.896,132.63,320,0.910,bicubic,+4.270,+1.024,+2 -ig_resnext101_32x16d,88.851,11.149,98.064,1.937,194.03,224,0.875,bilinear,+4.683,+0.868,+9 -vit_base_resnet50_384,88.817,11.184,98.234,1.766,98.95,384,1.000,bicubic,+3.823,+0.940,-6 -swsl_resnext101_32x8d,88.802,11.198,98.125,1.875,88.79,224,0.875,bilinear,+4.470,+0.971,+4 -seresnet152d,88.799,11.200,98.170,1.830,66.84,320,1.000,bicubic,+4.450,+1.128,+2 -tf_efficientnet_b6,88.755,11.245,98.076,1.924,43.04,528,0.942,bicubic,+4.633,+1.186,+6 -resnetv2_152x2_bitm,88.678,11.322,98.341,1.659,236.34,480,1.000,bilinear,+4.250,+0.889,-2 -resnetv2_152x4_bitm,88.582,11.418,98.192,1.808,936.53,480,1.000,bilinear,+3.666,+0.748,-7 -resnet200d,88.573,11.427,97.976,2.024,64.69,320,1.000,bicubic,+4.573,+1.152,+5 -resnest269e,88.528,11.472,98.021,1.979,110.93,416,0.928,bicubic,+4.010,+1.019,-6 -resnetv2_101x3_bitm,88.479,11.521,98.149,1.851,387.93,480,1.000,bilinear,+4.087,+0.791,-5 -tf_efficientnet_b3_ns,88.439,11.561,98.066,1.934,12.23,300,0.904,bicubic,+4.427,+1.156,+1 -resnest200e,88.428,11.572,98.023,1.977,70.20,320,0.909,bicubic,+4.588,+1.165,+2 -vit_large_patch16_384,88.428,11.572,98.211,1.789,304.72,384,1.000,bicubic,+3.258,+0.867,-20 -vit_base_patch16_384,88.383,11.617,98.160,1.840,86.86,384,1.000,bicubic,+4.171,+0.944,-5 -resnet152d,88.358,11.643,97.923,2.077,60.21,320,1.000,bicubic,+4.694,+1.197,+2 -resnetv2_50x3_bitm,88.340,11.660,98.117,1.883,217.32,480,1.000,bilinear,+4.540,+1.007,0 -tf_efficientnet_b4_ap,88.319,11.681,97.908,2.092,19.34,380,0.922,bicubic,+5.095,+1.542,+5 -tf_efficientnet_b5,88.306,11.694,97.908,2.092,30.39,456,0.934,bicubic,+4.486,+1.148,-3 -vit_deit_base_distilled_patch16_224,88.210,11.790,97.916,2.084,87.34,224,0.900,bicubic,+4.838,+1.412,0 -ig_resnext101_32x8d,88.106,11.894,97.848,2.152,88.79,224,0.875,bilinear,+5.446,+1.164,+10 -dm_nfnet_f0,88.103,11.897,97.831,2.169,71.49,256,0.900,bicubic,+4.733,+1.273,-1 -swsl_resnext101_32x4d,88.054,11.946,97.920,2.080,44.18,224,0.875,bilinear,+4.802,+1.152,-1 -tf_efficientnet_b4,87.950,12.050,97.722,2.278,19.34,380,0.922,bicubic,+4.976,+1.430,+4 -resnet101d,87.922,12.078,97.893,2.107,44.57,320,1.000,bicubic,+4.922,+1.433,+2 -vit_deit_base_patch16_384,87.860,12.140,97.498,2.502,86.86,384,1.000,bicubic,+4.768,+1.146,-2 -tresnet_xl_448,87.796,12.204,97.463,2.537,78.44,448,0.875,bilinear,+4.754,+1.281,-1 -swsl_resnext101_32x16d,87.683,12.317,97.861,2.139,194.03,224,0.875,bilinear,+4.219,+0.995,-9 -resnetv2_101x1_bitm,87.647,12.354,97.950,2.050,44.54,480,1.000,bilinear,+5.439,+1.490,+8 -pnasnet5large,87.615,12.386,97.502,2.498,86.06,331,0.911,bicubic,+4.829,+1.426,0 -ecaresnet50t,87.578,12.422,97.666,2.334,25.57,320,0.950,bicubic,+5.230,+1.522,+3 -swsl_resnext50_32x4d,87.563,12.437,97.615,2.385,25.03,224,0.875,bilinear,+5.377,+1.351,+6 -tf_efficientnet_b2_ns,87.535,12.464,97.639,2.361,9.11,260,0.890,bicubic,+5.169,+1.379,0 -efficientnet_b3a,87.431,12.569,97.681,2.319,12.23,320,1.000,bicubic,+5.199,+1.555,+2 -tresnet_l_448,87.403,12.597,97.481,2.519,55.99,448,0.875,bilinear,+5.113,+1.503,0 -nasnetalarge,87.350,12.650,97.436,2.564,88.75,331,0.911,bicubic,+4.710,+1.384,-4 -efficientnet_b3,87.290,12.710,97.590,2.410,12.23,300,0.904,bicubic,+5.258,+1.553,+4 -tresnet_xl,87.266,12.733,97.412,2.588,78.44,224,0.875,bilinear,+5.100,+1.478,+1 -resnest101e,87.264,12.736,97.540,2.460,48.28,256,0.875,bilinear,+4.440,+1.230,-10 -regnety_032,87.249,12.751,97.540,2.460,19.44,224,0.875,bicubic,+5.233,+1.608,+2 -tf_efficientnet_b3_ap,87.177,12.823,97.410,2.590,12.23,300,0.904,bicubic,+5.375,+1.810,+4 -ecaresnet101d,87.175,12.825,97.590,2.410,44.57,224,0.875,bicubic,+5.057,+1.549,-2 -vit_base_patch32_384,87.012,12.988,97.660,2.340,88.30,384,1.000,bicubic,+5.348,+1.532,+6 -vit_deit_small_distilled_patch16_224,87.004,12.996,97.325,2.675,22.44,224,0.900,bicubic,+5.754,+1.929,+16 -vit_large_patch16_224,86.993,13.007,97.679,2.321,304.33,224,0.900,bicubic,+3.933,+1.255,-20 -rexnet_200,86.861,13.139,97.244,2.756,16.37,224,0.875,bicubic,+5.173,+1.554,+2 -tf_efficientnet_lite4,86.852,13.148,97.244,2.756,13.01,380,0.920,bilinear,+5.336,+1.620,+5 -vit_deit_base_patch16_224,86.835,13.165,97.054,2.946,86.57,224,0.900,bicubic,+4.841,+1.316,-5 -swsl_resnet50,86.825,13.175,97.528,2.472,25.56,224,0.875,bilinear,+5.701,+1.540,+14 -tf_efficientnet_b3,86.818,13.182,97.305,2.695,12.23,300,0.904,bicubic,+5.192,+1.599,0 -tresnet_m_448,86.807,13.193,97.199,2.801,31.39,448,0.875,bilinear,+5.115,+1.639,-4 -ssl_resnext101_32x8d,86.803,13.197,97.427,2.573,88.79,224,0.875,bilinear,+5.203,+1.405,-1 -vit_base_patch16_224,86.790,13.210,97.423,2.577,86.57,224,0.900,bicubic,+5.010,+1.311,-7 -ssl_resnext101_32x16d,86.775,13.225,97.538,2.462,194.03,224,0.875,bilinear,+4.929,+1.406,-10 -tresnet_l,86.763,13.237,97.229,2.771,55.99,224,0.875,bilinear,+5.273,+1.645,-1 -seresnext50_32x4d,86.699,13.301,97.246,2.754,27.56,224,0.875,bicubic,+5.429,+1.590,+3 -tf_efficientnet_b1_ns,86.666,13.334,97.361,2.639,7.79,240,0.882,bicubic,+5.269,+1.631,-2 -repvgg_b3,86.628,13.372,97.135,2.865,123.09,224,0.875,bilinear,+6.188,+1.941,+25 -resnest50d_4s2x40d,86.615,13.385,97.288,2.712,30.42,224,0.875,bicubic,+5.467,+1.736,+3 -gernet_l,86.611,13.389,97.162,2.837,31.08,256,0.875,bilinear,+5.267,+1.622,-4 -nf_resnet50,86.594,13.406,97.291,2.709,25.56,288,0.940,bicubic,+5.928,+1.933,+14 -efficientnet_b3_pruned,86.592,13.408,97.177,2.823,9.86,300,0.904,bicubic,+5.772,+1.953,+9 -ssl_resnext101_32x4d,86.562,13.438,97.447,2.554,44.18,224,0.875,bilinear,+5.538,+1.698,+1 -wide_resnet50_2,86.521,13.479,97.216,2.784,68.88,224,0.875,bicubic,+5.215,+1.628,-6 -resnest50d_1s4x24d,86.491,13.509,97.109,2.891,25.68,224,0.875,bicubic,+5.553,+1.791,+2 -gluon_resnet152_v1s,86.464,13.536,97.120,2.880,60.32,224,0.875,bicubic,+5.444,+1.694,-1 -ecaresnet50d,86.438,13.562,97.214,2.786,25.58,224,0.875,bicubic,+5.824,+1.900,+10 -repvgg_b3g4,86.412,13.588,97.062,2.938,83.83,224,0.875,bilinear,+6.174,+1.994,+29 -gernet_m,86.355,13.645,97.141,2.859,21.14,224,0.875,bilinear,+5.625,+1.929,+4 -legacy_senet154,86.336,13.664,96.970,3.030,115.09,224,0.875,bilinear,+5.014,+1.516,-13 -efficientnet_b2a,86.291,13.709,96.975,3.025,9.11,288,1.000,bicubic,+5.683,+1.677,+7 -ecaresnet101d_pruned,86.287,13.713,97.248,2.752,24.88,224,0.875,bicubic,+5.401,+1.676,-4 -gluon_senet154,86.278,13.722,96.960,3.040,115.09,224,0.875,bicubic,+5.062,+1.640,-12 -resnest50d,86.276,13.724,97.056,2.944,27.48,224,0.875,bilinear,+5.306,+1.706,-8 -cspdarknet53,86.180,13.820,96.990,3.010,27.64,256,0.887,bilinear,+6.130,+1.914,+28 -resnetv2_50x1_bitm,86.160,13.839,97.551,2.449,25.55,480,1.000,bilinear,+6.008,+1.907,+26 -inception_v4,86.150,13.850,96.941,3.059,42.68,299,0.875,bicubic,+5.996,+1.978,+23 -rexnet_150,86.133,13.867,97.049,2.951,9.73,224,0.875,bicubic,+5.783,+1.847,+10 -inception_resnet_v2,86.129,13.871,97.030,2.970,55.84,299,0.897,bicubic,+5.681,+1.738,+3 -tresnet_m,86.126,13.874,96.639,3.361,31.39,224,0.875,bilinear,+5.406,+1.783,-6 -ssl_resnext50_32x4d,86.103,13.897,97.190,2.810,25.03,224,0.875,bilinear,+5.771,+1.808,+8 -tf_efficientnet_el,86.092,13.908,96.977,3.023,10.59,300,0.904,bicubic,+5.800,+1.857,+12 -gluon_resnet101_v1s,86.067,13.933,97.101,2.899,44.67,224,0.875,bicubic,+5.771,+1.925,+9 -gluon_seresnext101_32x4d,86.056,13.944,96.966,3.034,48.96,224,0.875,bicubic,+5.178,+1.692,-15 -ecaresnetlight,86.049,13.950,97.086,2.914,30.16,224,0.875,bicubic,+5.590,+1.884,-4 -ecaresnet26t,86.030,13.970,97.039,2.961,16.01,320,0.950,bicubic,+6.146,+1.967,+23 -efficientnet_b2,86.024,13.976,96.872,3.128,9.11,260,0.875,bicubic,+5.710,+1.760,+3 -gluon_seresnext101_64x4d,85.983,14.017,96.981,3.019,88.23,224,0.875,bicubic,+5.131,+1.645,-18 -resnet50d,85.962,14.038,96.970,3.030,25.58,224,0.875,bicubic,+5.470,+1.842,-10 -tf_efficientnet_b2_ap,85.936,14.064,96.778,3.222,9.11,260,0.890,bicubic,+5.696,+1.794,+6 -seresnet50,85.902,14.098,96.985,3.015,28.09,224,0.875,bicubic,+5.610,+1.937,+2 -gluon_resnet152_v1d,85.898,14.102,96.849,3.151,60.21,224,0.875,bicubic,+5.418,+1.587,-12 -vit_large_patch32_384,85.896,14.104,97.391,2.609,306.63,384,1.000,bicubic,+4.390,+1.283,-40 -tf_efficientnet_b2,85.872,14.128,96.891,3.109,9.11,260,0.890,bicubic,+5.848,+1.947,+11 -repvgg_b2g4,85.859,14.140,96.817,3.183,61.76,224,0.875,bilinear,+6.456,+2.111,+37 -mixnet_xl,85.806,14.194,96.674,3.326,11.90,224,0.875,bicubic,+5.382,+1.786,-11 -ens_adv_inception_resnet_v2,85.787,14.213,96.770,3.230,55.84,299,0.897,bicubic,+5.857,+1.820,+11 -resnet50,85.783,14.217,96.740,3.260,25.56,224,0.875,bicubic,+6.779,+2.348,+55 -tf_efficientnet_lite3,85.763,14.237,96.864,3.136,8.20,300,0.904,bilinear,+6.005,+2.000,+18 -cspresnext50,85.738,14.262,96.827,3.173,20.57,224,0.875,bilinear,+5.732,+1.895,+6 -gluon_resnext101_64x4d,85.721,14.279,96.674,3.326,83.46,224,0.875,bicubic,+5.085,+1.684,-25 -legacy_seresnext101_32x4d,85.721,14.279,96.736,3.264,48.96,224,0.875,bilinear,+5.439,+1.712,-7 -regnety_320,85.721,14.279,96.757,3.243,145.05,224,0.875,bicubic,+4.939,+1.495,-31 -cspresnet50,85.716,14.284,96.793,3.207,21.62,256,0.887,bilinear,+6.134,+2.081,+22 -efficientnet_em,85.701,14.299,96.951,3.049,6.90,240,0.882,bicubic,+6.471,+2.159,+36 -vit_deit_small_patch16_224,85.699,14.301,96.925,3.075,22.05,224,0.900,bicubic,+5.831,+1.883,+5 -gluon_resnet101_v1d,85.686,14.313,96.689,3.312,44.57,224,0.875,bicubic,+5.256,+1.675,-23 -xception71,85.667,14.333,96.791,3.209,42.34,299,0.903,bicubic,+5.821,+1.855,+6 -gluon_resnext101_32x4d,85.661,14.339,96.629,3.371,44.18,224,0.875,bicubic,+5.443,+1.721,-11 -ese_vovnet39b,85.650,14.350,96.862,3.139,24.57,224,0.875,bicubic,+6.444,+2.134,+34 -dpn107,85.640,14.360,96.710,3.290,86.92,224,0.875,bicubic,+5.460,+1.804,-12 -ecaresnet50d_pruned,85.603,14.397,96.943,3.057,19.94,224,0.875,bicubic,+5.927,+2.021,+11 -resnext50d_32x4d,85.588,14.412,96.744,3.256,25.05,224,0.875,bicubic,+5.900,+1.900,+9 -efficientnet_b2_pruned,85.576,14.425,96.770,3.230,8.31,260,0.890,bicubic,+5.744,+1.964,+2 -regnety_120,85.571,14.429,96.761,3.239,51.82,224,0.875,bicubic,+5.197,+1.653,-28 -regnetx_320,85.556,14.444,96.676,3.324,107.81,224,0.875,bicubic,+5.242,+1.608,-25 -regnety_160,85.535,14.465,96.680,3.320,83.59,224,0.875,bicubic,+5.121,+1.700,-31 -gluon_resnet152_v1c,85.524,14.476,96.650,3.350,60.21,224,0.875,bicubic,+5.674,+1.760,-5 -rexnet_130,85.524,14.476,96.663,3.337,7.56,224,0.875,bicubic,+6.008,+2.003,+10 -gluon_resnet152_v1b,85.520,14.480,96.554,3.446,60.19,224,0.875,bicubic,+5.886,+1.796,+4 -nf_regnet_b1,85.488,14.512,96.799,3.200,10.22,288,0.900,bicubic,+6.164,+2.027,+13 -dpn92,85.471,14.529,96.629,3.371,37.67,224,0.875,bicubic,+5.437,+1.811,-18 -dpn131,85.441,14.559,96.590,3.410,79.25,224,0.875,bicubic,+5.575,+1.864,-11 -regnetx_160,85.426,14.574,96.665,3.335,54.28,224,0.875,bicubic,+5.542,+1.839,-14 -dla102x2,85.383,14.617,96.599,3.401,41.28,224,0.875,bilinear,+5.955,+1.971,+6 -xception65,85.353,14.646,96.629,3.371,39.92,299,0.903,bicubic,+5.761,+1.971,-1 -gluon_seresnext50_32x4d,85.317,14.683,96.723,3.277,27.56,224,0.875,bicubic,+5.369,+1.887,-20 -dpn98,85.315,14.685,96.501,3.499,61.57,224,0.875,bicubic,+5.627,+1.857,-7 -regnety_080,85.315,14.685,96.663,3.337,39.18,224,0.875,bicubic,+5.475,+1.815,-14 -skresnext50_32x4d,85.311,14.689,96.362,3.638,27.48,224,0.875,bicubic,+5.157,+1.660,-29 -regnety_064,85.291,14.709,96.650,3.350,30.58,224,0.875,bicubic,+5.555,+1.892,-12 -dpn68b,85.262,14.738,96.449,3.551,12.61,224,0.875,bicubic,+6.122,+2.025,+14 -resnetblur50,85.247,14.753,96.565,3.435,25.56,224,0.875,bicubic,+5.985,+1.943,+5 -gluon_resnet101_v1c,85.230,14.770,96.481,3.519,44.57,224,0.875,bicubic,+5.680,+1.839,-6 -gluon_inception_v3,85.228,14.773,96.533,3.467,23.83,299,0.875,bicubic,+6.398,+2.135,+25 -resnext101_32x8d,85.223,14.777,96.492,3.508,88.79,224,0.875,bilinear,+6.013,+1.936,+7 -resnext50_32x4d,85.200,14.800,96.505,3.495,25.03,224,0.875,bicubic,+5.478,+1.899,-17 -hrnet_w64,85.191,14.809,96.721,3.280,128.06,224,0.875,bilinear,+5.703,+2.082,-8 -gluon_xception65,85.170,14.830,96.595,3.405,39.92,299,0.903,bicubic,+5.414,+1.743,-21 -ssl_resnet50,85.161,14.839,96.868,3.132,25.56,224,0.875,bilinear,+5.921,+1.954,-1 -gluon_resnet101_v1b,85.155,14.845,96.379,3.621,44.55,224,0.875,bicubic,+5.795,+1.871,-8 -hrnet_w48,85.153,14.847,96.477,3.523,77.47,224,0.875,bilinear,+5.917,+1.955,-2 -xception,85.146,14.854,96.496,3.504,22.86,299,0.897,bicubic,+6.118,+2.126,+9 -tf_efficientnet_b1_ap,85.140,14.860,96.411,3.589,7.79,240,0.882,bicubic,+5.850,+2.085,-8 -regnetx_120,85.104,14.896,96.473,3.527,46.11,224,0.875,bicubic,+5.530,+1.781,-18 -res2net101_26w_4s,85.095,14.905,96.326,3.674,45.21,224,0.875,bilinear,+5.975,+1.894,+2 -tf_efficientnet_cc_b1_8e,85.065,14.935,96.417,3.583,39.72,240,0.882,bicubic,+5.777,+2.059,-10 -gluon_resnext50_32x4d,85.050,14.950,96.462,3.538,25.03,224,0.875,bicubic,+5.730,+1.962,-13 -res2net50_26w_8s,85.010,14.990,96.471,3.529,48.40,224,0.875,bilinear,+5.880,+2.067,-2 -hrnet_w44,84.988,15.012,96.479,3.521,67.06,224,0.875,bilinear,+6.102,+2.069,+7 -tf_efficientnet_b0_ns,84.980,15.020,96.535,3.465,5.29,224,0.875,bicubic,+6.380,+2.147,+16 -dla169,84.961,15.039,96.494,3.506,53.39,224,0.875,bilinear,+6.229,+2.160,+11 -regnety_040,84.952,15.048,96.633,3.367,20.65,224,0.875,bicubic,+5.736,+1.971,-11 -tf_efficientnet_b1,84.948,15.052,96.351,3.649,7.79,240,0.882,bicubic,+6.116,+2.145,+5 -resnest26d,84.939,15.061,96.588,3.412,17.07,224,0.875,bilinear,+6.499,+2.292,+19 -legacy_seresnext50_32x4d,84.937,15.063,96.484,3.517,27.56,224,0.875,bilinear,+5.829,+2.006,-7 -gluon_resnet50_v1s,84.903,15.097,96.486,3.514,25.68,224,0.875,bicubic,+6.115,+2.246,+5 -dla60_res2net,84.865,15.136,96.430,3.570,20.85,224,0.875,bilinear,+6.343,+2.178,+11 -dla102x,84.845,15.155,96.539,3.461,26.31,224,0.875,bilinear,+6.317,+2.333,+9 -mixnet_l,84.832,15.168,96.306,3.694,7.33,224,0.875,bicubic,+5.900,+2.122,-6 -gluon_resnet50_v1d,84.824,15.176,96.439,3.561,25.58,224,0.875,bicubic,+5.752,+1.961,-10 -regnetx_080,84.822,15.178,96.473,3.527,39.57,224,0.875,bicubic,+5.648,+1.917,-17 -regnetx_064,84.813,15.187,96.526,3.474,26.21,224,0.875,bicubic,+5.735,+2.066,-13 -xception41,84.805,15.195,96.415,3.585,26.97,299,0.903,bicubic,+6.309,+2.159,+7 -repvgg_b2,84.777,15.223,96.411,3.589,89.02,224,0.875,bilinear,+5.895,+2.065,-7 -tv_resnet152,84.775,15.225,96.174,3.826,60.19,224,0.875,bilinear,+6.525,+2.192,+13 -dla60_res2next,84.766,15.234,96.426,3.574,17.03,224,0.875,bilinear,+6.444,+2.236,+10 -hrnet_w40,84.764,15.236,96.552,3.448,57.56,224,0.875,bilinear,+5.858,+2.118,-12 -res2net50_26w_6s,84.758,15.242,96.330,3.670,37.05,224,0.875,bilinear,+6.154,+2.166,-3 -selecsls60b,84.698,15.302,96.345,3.655,32.77,224,0.875,bicubic,+6.202,+2.153,0 -legacy_seresnet152,84.681,15.319,96.377,3.623,66.82,224,0.875,bilinear,+6.037,+1.987,-7 -tf_mixnet_l,84.649,15.351,96.217,3.783,7.33,224,0.875,bicubic,+5.847,+2.163,-11 -regnetx_040,84.634,15.366,96.432,3.568,22.12,224,0.875,bicubic,+6.140,+2.162,-1 -wide_resnet101_2,84.604,15.396,96.373,3.627,126.89,224,0.875,bilinear,+5.694,+2.029,-19 -hrnet_w32,84.596,15.405,96.434,3.566,41.23,224,0.875,bilinear,+6.171,+2.232,0 -efficientnet_es,84.576,15.424,96.298,3.702,5.44,224,0.875,bicubic,+6.544,+2.398,+11 -efficientnet_b1,84.546,15.454,96.148,3.852,7.79,240,0.875,bicubic,+5.942,+2.054,-12 -dla60x,84.544,15.456,96.244,3.756,17.35,224,0.875,bilinear,+6.318,+2.256,+2 -hrnet_w30,84.531,15.469,96.432,3.568,37.71,224,0.875,bilinear,+6.397,+2.240,+4 -legacy_seresnet101,84.521,15.479,96.330,3.670,49.33,224,0.875,bilinear,+6.101,+2.156,-4 -repvgg_b1,84.467,15.533,96.296,3.704,57.42,224,0.875,bilinear,+6.025,+2.138,-8 -tf_efficientnet_em,84.467,15.533,96.185,3.815,6.90,240,0.882,bicubic,+6.307,+2.139,-1 -efficientnet_b1_pruned,84.420,15.580,96.123,3.877,6.33,240,0.882,bicubic,+6.146,+2.315,-5 -res2net50_26w_4s,84.369,15.631,96.097,3.903,25.70,224,0.875,bilinear,+6.403,+2.267,+4 -res2net50_14w_8s,84.322,15.678,96.080,3.920,25.06,224,0.875,bilinear,+6.204,+2.244,-1 -regnetx_032,84.314,15.686,96.249,3.751,15.30,224,0.875,bicubic,+6.166,+2.183,-4 -dla102,84.271,15.729,96.165,3.835,33.27,224,0.875,bilinear,+6.217,+2.247,-1 -rexnet_100,84.192,15.808,96.212,3.788,4.80,224,0.875,bicubic,+6.306,+2.354,+4 -res2next50,84.160,15.840,96.031,3.969,24.67,224,0.875,bilinear,+6.080,+2.079,-4 -res2net50_48w_2s,84.154,15.846,95.978,4.022,25.29,224,0.875,bilinear,+6.636,+2.396,+13 -gluon_resnet50_v1c,84.132,15.868,96.198,3.803,25.58,224,0.875,bicubic,+6.206,+2.192,-2 -selecsls60,84.128,15.872,96.106,3.894,30.67,224,0.875,bicubic,+6.214,+2.284,-1 -resnet34d,84.107,15.893,95.980,4.020,21.82,224,0.875,bicubic,+7.011,+2.556,+22 -tf_inception_v3,84.077,15.923,95.922,4.078,23.83,299,0.875,bicubic,+6.273,+2.198,+1 -gluon_resnet50_v1b,84.047,15.953,95.995,4.005,25.56,224,0.875,bicubic,+6.383,+2.321,+2 -tf_efficientnet_lite2,84.045,15.955,96.118,3.881,6.09,260,0.890,bicubic,+6.605,+2.356,+9 -efficientnet_b0,84.019,15.981,95.909,4.091,5.29,224,0.875,bicubic,+6.409,+2.345,+3 -tv_resnext50_32x4d,84.019,15.981,95.982,4.018,25.03,224,0.875,bilinear,+6.391,+2.302,0 -tf_efficientnet_cc_b0_8e,83.957,16.043,96.025,3.975,24.01,224,0.875,bicubic,+6.031,+2.427,-9 -mobilenetv2_120d,83.908,16.092,95.913,4.087,5.83,224,0.875,bicubic,+6.580,+2.436,+8 -densenet161,83.891,16.109,95.995,4.005,28.68,224,0.875,bicubic,+6.553,+2.307,+6 -adv_inception_v3,83.880,16.120,95.926,4.074,23.83,299,0.875,bicubic,+6.318,+2.240,-1 -regnety_016,83.863,16.137,96.033,3.967,11.20,224,0.875,bicubic,+6.059,+2.383,-7 -tv_resnet101,83.861,16.139,95.860,4.140,44.55,224,0.875,bilinear,+6.547,+2.304,+6 -seresnext26t_32x4d,83.825,16.175,95.922,4.078,16.81,224,0.875,bicubic,+5.995,+2.194,-11 -seresnext26d_32x4d,83.742,16.259,95.867,4.133,16.81,224,0.875,bicubic,+6.224,+2.261,-2 -vit_small_patch16_224,83.735,16.265,95.762,4.238,48.75,224,0.900,bicubic,+5.863,+2.370,-14 -inception_v3,83.705,16.295,95.884,4.116,23.83,299,0.875,bicubic,+6.295,+2.410,-2 -dla60,83.697,16.303,95.967,4.033,22.04,224,0.875,bilinear,+6.773,+2.677,+9 -repvgg_b1g4,83.697,16.303,96.029,3.971,39.97,224,0.875,bilinear,+6.157,+2.235,-8 -tf_efficientnet_b0_ap,83.645,16.355,95.762,4.238,5.29,224,0.875,bicubic,+6.573,+2.500,+5 -skresnet34,83.639,16.361,95.903,4.097,22.28,224,0.875,bicubic,+6.729,+2.631,+8 -densenet201,83.615,16.384,95.835,4.165,20.01,224,0.875,bicubic,+6.296,+2.353,-4 -tf_efficientnet_cc_b0_4e,83.609,16.391,95.775,4.225,13.31,224,0.875,bicubic,+6.313,+2.415,-3 -hrnet_w18,83.584,16.416,95.926,4.074,21.30,224,0.875,bilinear,+6.752,+2.522,+7 -legacy_seresnet50,83.579,16.421,96.093,3.907,28.09,224,0.875,bilinear,+5.967,+2.297,-17 -legacy_seresnext26_32x4d,83.509,16.491,95.745,4.255,16.79,224,0.875,bicubic,+6.393,+2.387,-4 -tf_efficientnet_b0,83.500,16.500,95.709,4.292,5.29,224,0.875,bicubic,+6.670,+2.436,+5 -gernet_s,83.492,16.508,95.787,4.213,8.17,224,0.875,bilinear,+6.618,+2.659,+2 -selecsls42b,83.492,16.508,95.779,4.221,32.46,224,0.875,bicubic,+6.396,+2.387,-6 -mixnet_m,83.485,16.515,95.696,4.304,5.01,224,0.875,bicubic,+6.309,+2.270,-9 -densenetblur121d,83.394,16.607,95.798,4.202,8.00,224,0.875,bicubic,+6.919,+2.702,+8 -tf_efficientnet_lite1,83.347,16.654,95.664,4.336,5.42,240,0.882,bicubic,+6.719,+2.416,+2 -ese_vovnet19b_dw,83.246,16.754,95.790,4.210,6.54,224,0.875,bicubic,+6.474,+2.514,0 -regnetx_016,83.206,16.794,95.745,4.255,9.19,224,0.875,bicubic,+6.292,+2.373,-6 -mobilenetv2_140,83.191,16.809,95.638,4.362,6.11,224,0.875,bicubic,+6.653,+2.694,+2 -dpn68,83.189,16.811,95.632,4.368,12.61,224,0.875,bicubic,+6.811,+2.654,+4 -tf_mixnet_m,83.189,16.811,95.491,4.509,5.01,224,0.875,bicubic,+6.225,+2.279,-11 -tf_efficientnet_es,83.178,16.822,95.595,4.405,5.44,224,0.875,bicubic,+6.616,+2.411,-2 -repvgg_a2,83.097,16.903,95.583,4.417,28.21,224,0.875,bilinear,+6.609,+2.561,-1 -resnet26d,82.977,17.023,95.647,4.353,16.01,224,0.875,bicubic,+6.377,+2.459,-5 -tv_resnet50,82.945,17.055,95.523,4.477,25.56,224,0.875,bilinear,+6.933,+2.589,+2 -densenet121,82.866,17.134,95.521,4.479,7.98,224,0.875,bicubic,+7.336,+2.905,+7 -densenet169,82.719,17.281,95.568,4.432,14.15,224,0.875,bicubic,+6.769,+2.574,+1 -mixnet_s,82.561,17.439,95.365,4.635,4.13,224,0.875,bicubic,+6.499,+2.539,-2 -regnety_008,82.548,17.452,95.501,4.499,6.26,224,0.875,bicubic,+6.224,+2.401,-4 -efficientnet_lite0,82.367,17.634,95.294,4.706,4.65,224,0.875,bicubic,+6.922,+2.750,+5 -resnest14d,82.345,17.655,95.309,4.691,10.61,224,0.875,bilinear,+6.757,+2.821,0 -mobilenetv3_rw,82.296,17.704,95.222,4.778,5.48,224,0.875,bicubic,+6.754,+2.546,0 -semnasnet_100,82.234,17.766,95.243,4.757,3.89,224,0.875,bicubic,+6.808,+2.695,+3 -mobilenetv3_large_100,82.151,17.849,95.160,4.840,5.48,224,0.875,bicubic,+6.441,+2.664,-5 -resnet34,82.119,17.881,95.115,4.885,21.80,224,0.875,bilinear,+7.023,+2.869,+6 -mobilenetv2_110d,82.080,17.920,95.068,4.932,4.52,224,0.875,bicubic,+7.032,+2.936,+7 -resnet26,82.055,17.945,95.277,4.723,16.00,224,0.875,bicubic,+6.661,+2.693,0 -tf_mixnet_s,82.023,17.977,95.145,4.855,4.13,224,0.875,bicubic,+6.365,+2.527,-8 -repvgg_b0,82.012,17.988,95.128,4.872,15.82,224,0.875,bilinear,+6.798,+2.674,-1 -vit_deit_tiny_distilled_patch16_224,81.993,18.007,95.141,4.859,5.91,224,0.900,bicubic,+7.499,+3.257,+11 -hrnet_w18_small_v2,81.989,18.011,95.158,4.842,15.60,224,0.875,bilinear,+6.825,+2.728,-1 -tf_efficientnet_lite0,81.884,18.116,95.126,4.874,4.65,224,0.875,bicubic,+7.016,+2.996,+4 -tf_mobilenetv3_large_100,81.848,18.152,95.057,4.943,5.48,224,0.875,bilinear,+6.328,+2.507,-9 -tv_densenet121,81.758,18.242,94.993,5.007,7.98,224,0.875,bicubic,+7.012,+2.863,+3 -dla34,81.668,18.332,94.908,5.092,15.74,224,0.875,bilinear,+7.032,+2.786,+4 -regnety_006,81.641,18.359,95.119,4.881,6.06,224,0.875,bicubic,+6.435,+2.559,-7 -legacy_seresnet34,81.626,18.374,94.938,5.062,21.96,224,0.875,bilinear,+6.714,+2.774,-2 -fbnetc_100,81.544,18.456,94.953,5.047,5.57,224,0.875,bilinear,+6.463,+2.599,-6 -mnasnet_100,81.453,18.547,94.946,5.054,4.38,224,0.875,bicubic,+6.761,+2.806,-1 -gluon_resnet34_v1b,81.433,18.567,94.799,5.201,21.80,224,0.875,bicubic,+6.938,+2.791,0 -vgg19_bn,81.429,18.571,94.782,5.218,143.68,224,0.875,bilinear,+7.213,+2.934,+1 -regnetx_008,81.425,18.575,95.032,4.968,7.26,224,0.875,bicubic,+6.399,+2.700,-8 -spnasnet_100,80.893,19.107,94.570,5.429,4.42,224,0.875,bilinear,+6.773,+2.688,0 -vgg16_bn,80.722,19.277,94.607,5.393,138.37,224,0.875,bilinear,+7.246,+3.071,+2 -regnetx_006,80.659,19.341,94.579,5.421,6.20,224,0.875,bicubic,+6.697,+2.895,-1 -swsl_resnet18,80.586,19.414,94.831,5.169,11.69,224,0.875,bilinear,+7.268,+3.079,+2 -regnety_004,80.573,19.427,94.697,5.303,4.34,224,0.875,bicubic,+6.631,+2.942,-2 -skresnet18,80.573,19.427,94.342,5.658,11.96,224,0.875,bicubic,+7.573,+3.186,+2 -resnet18d,80.426,19.574,94.306,5.694,11.71,224,0.875,bicubic,+8.046,+3.596,+5 -tv_resnet34,80.345,19.655,94.445,5.555,21.80,224,0.875,bilinear,+7.079,+3.015,-1 -mobilenetv2_100,80.266,19.734,94.246,5.754,3.50,224,0.875,bicubic,+7.310,+3.204,0 -vit_deit_tiny_patch16_224,80.065,19.935,94.445,5.555,5.72,224,0.900,bicubic,+7.869,+3.353,+6 -tf_mobilenetv3_large_075,80.044,19.956,94.227,5.773,3.99,224,0.875,bilinear,+6.672,+2.823,-6 -ssl_resnet18,80.037,19.963,94.588,5.412,11.69,224,0.875,bilinear,+7.545,+3.146,-1 -hrnet_w18_small,79.550,20.450,93.902,6.098,13.19,224,0.875,bilinear,+7.274,+3.316,+1 -regnetx_004,79.508,20.492,93.939,6.061,5.16,224,0.875,bicubic,+6.972,+3.097,-4 -vgg19,79.501,20.499,93.906,6.093,143.67,224,0.875,bilinear,+7.141,+3.056,-2 -legacy_seresnet18,79.160,20.840,93.781,6.219,11.78,224,0.875,bicubic,+7.408,+3.473,+1 -tf_mobilenetv3_large_minimal_100,79.123,20.877,93.723,6.277,3.92,224,0.875,bilinear,+6.895,+3.041,-2 -vgg16,79.031,20.968,93.635,6.365,138.36,224,0.875,bilinear,+7.403,+3.267,0 -vgg13_bn,79.017,20.983,93.616,6.384,133.05,224,0.875,bilinear,+7.399,+3.256,0 -gluon_resnet18_v1b,78.479,21.521,93.155,6.845,11.69,224,0.875,bicubic,+7.557,+3.385,0 -vgg11_bn,77.998,22.002,93.144,6.856,132.87,224,0.875,bilinear,+7.590,+3.420,0 -regnety_002,77.441,22.559,92.933,7.067,3.16,224,0.875,bicubic,+7.115,+3.377,0 -vgg13,77.215,22.785,92.709,7.291,133.05,224,0.875,bilinear,+7.231,+3.403,0 -resnet18,77.104,22.896,92.664,7.336,11.69,224,0.875,bilinear,+7.460,+3.682,0 -vgg11,76.305,23.695,92.181,7.819,132.86,224,0.875,bilinear,+7.433,+3.523,0 -regnetx_002,76.196,23.804,92.183,7.816,2.68,224,0.875,bicubic,+7.366,+3.673,0 -dla60x_c,75.743,24.256,92.100,7.900,1.32,224,0.875,bilinear,+7.791,+3.662,0 -tf_mobilenetv3_small_100,74.668,25.332,91.268,8.732,2.54,224,0.875,bilinear,+6.791,+3.586,0 -dla46x_c,73.609,26.392,91.114,8.886,1.07,224,0.875,bilinear,+7.678,+4.110,0 -tf_mobilenetv3_small_075,72.838,27.162,90.106,9.894,2.04,224,0.875,bilinear,+7.106,+3.938,0 -dla46_c,72.624,27.376,90.552,9.448,1.30,224,0.875,bilinear,+7.694,+4.244,0 -tf_mobilenetv3_small_minimal_100,69.934,30.066,88.571,11.429,2.04,224,0.875,bilinear,+7.190,+4.191,0 +tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.211,+0.129,0 +tf_efficientnet_l2_ns_475,90.537,9.463,98.710,1.290,480.31,475,0.936,bicubic,+2.303,+0.164,0 +tf_efficientnet_b7_ns,90.100,9.900,98.614,1.386,66.35,600,0.949,bicubic,+3.260,+0.520,+1 +swin_large_patch4_window12_384,90.027,9.973,98.657,1.343,196.74,384,1.000,bicubic,+2.879,+0.423,-1 +swin_base_patch4_window12_384,89.995,10.005,98.695,1.304,87.90,384,1.000,bicubic,+3.563,+0.637,+1 +dm_nfnet_f6,89.901,10.099,98.529,1.471,438.36,576,0.956,bicubic,+3.605,+0.785,+2 +swin_large_patch4_window7_224,89.796,10.204,98.640,1.360,196.53,224,0.900,bicubic,+3.477,+0.744,0 +tf_efficientnet_b6_ns,89.782,10.218,98.510,1.490,43.04,528,0.942,bicubic,+3.330,+0.628,-3 +tf_efficientnet_b5_ns,89.651,10.349,98.482,1.518,30.39,456,0.934,bicubic,+3.563,+0.730,0 +tf_efficientnet_b8_ap,89.581,10.419,98.305,1.695,87.41,672,0.954,bicubic,+4.211,+1.011,+6 +tf_efficientnet_b7_ap,89.429,10.571,98.347,1.653,66.35,600,0.949,bicubic,+4.309,+1.096,+9 +vit_deit_base_distilled_patch16_384,89.429,10.571,98.441,1.559,87.63,384,1.000,bicubic,+4.007,+1.109,+2 +dm_nfnet_f3,89.393,10.607,98.315,1.685,254.92,416,0.940,bicubic,+3.833,+0.909,-1 +tf_efficientnet_b8,89.355,10.645,98.303,1.697,87.41,672,0.954,bicubic,+3.985,+0.913,+1 +tf_efficientnet_b6_ap,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+12 +tf_efficientnet_b4_ns,89.305,10.694,98.347,1.653,19.34,380,0.922,bicubic,+4.143,+0.877,+2 +dm_nfnet_f4,89.299,10.701,98.224,1.776,316.07,512,0.951,bicubic,+3.641,+0.714,-6 +dm_nfnet_f5,89.184,10.816,98.232,1.768,377.21,544,0.954,bicubic,+3.470,+0.790,-8 +swin_base_patch4_window7_224,89.145,10.855,98.429,1.571,87.77,224,0.900,bicubic,+3.893,+0.867,-2 +ig_resnext101_32x48d,89.120,10.880,98.130,1.870,828.41,224,0.875,bilinear,+3.692,+0.558,-7 +ig_resnext101_32x32d,89.111,10.889,98.181,1.819,468.53,224,0.875,bilinear,+4.017,+0.743,0 +tf_efficientnet_b7,89.086,10.914,98.183,1.817,66.35,600,0.949,bicubic,+4.150,+0.979,+3 +ecaresnet269d,89.069,10.931,98.234,1.766,102.09,352,1.000,bicubic,+4.093,+1.008,0 +tf_efficientnet_b5_ap,88.938,11.062,98.164,1.836,30.39,456,0.934,bicubic,+4.686,+1.190,+10 +dm_nfnet_f2,88.889,11.111,98.117,1.883,193.78,352,0.920,bicubic,+3.899,+0.973,-3 +dm_nfnet_f1,88.853,11.147,98.093,1.907,132.63,320,0.910,bicubic,+4.249,+1.025,+2 +ig_resnext101_32x16d,88.834,11.166,98.049,1.951,194.03,224,0.875,bilinear,+4.664,+0.853,+9 +vit_base_r50_s16_384,88.808,11.192,98.232,1.768,98.95,384,1.000,bicubic,+3.836,+0.944,-4 +seresnet152d,88.795,11.205,98.172,1.828,66.84,320,1.000,bicubic,+4.433,+1.132,+3 +swsl_resnext101_32x8d,88.770,11.230,98.147,1.853,88.79,224,0.875,bilinear,+4.486,+0.971,+3 +tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.651,+1.178,+7 +resnetv2_152x2_bitm,88.699,11.301,98.337,1.663,236.34,480,1.000,bilinear,+4.259,+0.891,-2 +regnety_160,88.697,11.303,98.068,1.932,83.59,288,1.000,bicubic,+5.011,+1.292,+12 +pit_b_distilled_224,88.676,11.324,98.093,1.907,74.79,224,0.900,bicubic,+4.532,+1.237,+3 +eca_nfnet_l1,88.575,11.425,98.130,1.870,41.41,320,1.000,bicubic,+4.567,+1.102,+5 +resnetv2_152x4_bitm,88.565,11.435,98.185,1.815,936.53,480,1.000,bilinear,+3.633,+0.749,-10 +resnet200d,88.543,11.457,97.959,2.041,64.69,320,1.000,bicubic,+4.581,+1.135,+4 +resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.004,+1.041,-9 +resnetv2_101x3_bitm,88.492,11.508,98.162,1.838,387.93,480,1.000,bilinear,+4.098,+0.800,-8 +resnest200e,88.432,11.568,98.042,1.958,70.20,320,0.909,bicubic,+4.600,+1.148,+2 +tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.119,-2 +vit_large_patch16_384,88.407,11.593,98.187,1.813,304.72,384,1.000,bicubic,+3.249,+0.831,-23 +vit_base_patch16_384,88.389,11.611,98.155,1.845,86.86,384,1.000,bicubic,+4.180,+0.937,-8 +resnet152d,88.355,11.645,97.935,2.065,60.21,320,1.000,bicubic,+4.675,+1.197,+2 +resnetv2_50x3_bitm,88.349,11.651,98.108,1.892,217.32,480,1.000,bilinear,+4.565,+1.002,-1 +tf_efficientnet_b4_ap,88.349,11.651,97.893,2.107,19.34,380,0.922,bicubic,+5.101,+1.501,+4 +tf_efficientnet_b5,88.321,11.679,97.912,2.088,30.39,456,0.934,bicubic,+4.509,+1.164,-4 +vit_deit_base_distilled_patch16_224,88.214,11.786,97.914,2.086,87.34,224,0.900,bicubic,+4.826,+1.426,-1 +ig_resnext101_32x8d,88.146,11.854,97.856,2.144,88.79,224,0.875,bilinear,+5.458,+1.220,+13 +dm_nfnet_f0,88.112,11.888,97.837,2.163,71.49,256,0.900,bicubic,+4.770,+1.277,-1 +swsl_resnext101_32x4d,88.099,11.901,97.967,2.033,44.18,224,0.875,bilinear,+4.869,+1.207,0 +tf_efficientnet_b4,87.963,12.037,97.739,2.261,19.34,380,0.922,bicubic,+4.941,+1.439,+5 +nfnet_l0,87.948,12.052,97.850,2.150,35.07,288,1.000,bicubic,+5.188,+1.352,+7 +eca_nfnet_l0,87.943,12.057,97.861,2.139,24.14,288,1.000,bicubic,+5.355,+1.387,+10 +resnet101d,87.941,12.059,97.908,2.092,44.57,320,1.000,bicubic,+4.919,+1.462,+1 +regnety_032,87.937,12.063,97.891,2.109,19.44,288,1.000,bicubic,+5.213,+1.467,+5 +vit_deit_base_patch16_384,87.845,12.155,97.510,2.490,86.86,384,1.000,bicubic,+4.739,+1.138,-4 +tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.746,+1.285,-3 +swin_small_patch4_window7_224,87.664,12.336,97.566,2.434,49.61,224,0.900,bicubic,+4.452,+1.244,-7 +resnetv2_101x1_bitm,87.638,12.362,97.955,2.045,44.54,480,1.000,bilinear,+5.426,+1.483,+10 +pnasnet5large,87.636,12.364,97.485,2.515,86.06,331,0.911,bicubic,+4.854,+1.445,-2 +swsl_resnext101_32x16d,87.615,12.386,97.820,2.180,194.03,224,0.875,bilinear,+4.269,+0.974,-14 +swsl_resnext50_32x4d,87.600,12.400,97.651,2.349,25.03,224,0.875,bilinear,+5.418,+1.421,+8 +tf_efficientnet_b2_ns,87.557,12.443,97.628,2.372,9.11,260,0.890,bicubic,+5.177,+1.380,+2 +ecaresnet50t,87.538,12.462,97.643,2.357,25.57,320,0.950,bicubic,+5.192,+1.505,+2 +efficientnet_b3a,87.435,12.565,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+3 +tresnet_l_448,87.377,12.623,97.485,2.515,55.99,448,0.875,bilinear,+5.109,+1.509,+1 +nasnetalarge,87.350,12.650,97.417,2.583,88.75,331,0.911,bicubic,+4.730,+1.371,-5 +efficientnet_b3,87.313,12.687,97.602,2.398,12.23,300,0.904,bicubic,+5.237,+1.582,+4 +ecaresnet101d,87.288,12.712,97.562,2.438,44.57,224,0.875,bicubic,+5.116,+1.516,+2 +efficientnet_v2s,87.286,12.714,97.470,2.530,23.94,224,1.000,bicubic,+5.216,+1.516,+3 +resnest101e,87.284,12.716,97.560,2.440,48.28,256,0.875,bilinear,+4.394,+1.240,-14 +pit_s_distilled_224,87.277,12.723,97.500,2.500,24.04,224,0.900,bicubic,+5.281,+1.702,+4 +tresnet_xl,87.224,12.776,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,+1 +tf_efficientnet_b3_ap,87.192,12.808,97.380,2.620,12.23,300,0.904,bicubic,+5.370,+1.756,+4 +vit_base_patch32_384,87.019,12.981,97.654,2.346,88.30,384,1.000,bicubic,+5.367,+1.526,+6 +vit_large_patch16_224,87.006,12.994,97.690,2.310,304.33,224,0.900,bicubic,+3.944,+1.252,-23 +vit_deit_small_distilled_patch16_224,86.993,13.007,97.316,2.684,22.44,224,0.900,bicubic,+5.793,+1.938,+20 +tnt_s_patch16_224,86.903,13.097,97.368,2.632,23.76,224,0.900,bicubic,+5.385,+1.620,+8 +ssl_resnext101_32x16d,86.856,13.143,97.517,2.483,194.03,224,0.875,bilinear,+5.013,+1.421,-2 +rexnet_200,86.846,13.154,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,+3 +tf_efficientnet_b3,86.835,13.165,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,+1 +vit_deit_base_patch16_224,86.829,13.171,97.049,2.951,86.57,224,0.900,bicubic,+4.831,+1.315,-7 +tresnet_m_448,86.820,13.180,97.212,2.788,31.39,448,0.875,bilinear,+5.106,+1.640,-3 +swsl_resnet50,86.807,13.193,97.498,2.502,25.56,224,0.875,bilinear,+5.641,+1.526,+13 +ssl_resnext101_32x8d,86.807,13.193,97.466,2.534,88.79,224,0.875,bilinear,+5.191,+1.428,0 +tf_efficientnet_lite4,86.803,13.197,97.263,2.737,13.01,380,0.920,bilinear,+5.267,+1.595,-1 +vit_base_patch16_224,86.778,13.223,97.438,2.562,86.57,224,0.900,bicubic,+4.992,+1.316,-8 +tresnet_l,86.767,13.233,97.271,2.729,55.99,224,0.875,bilinear,+5.277,+1.647,0 +seresnext50_32x4d,86.699,13.301,97.214,2.786,27.56,224,0.875,bicubic,+5.433,+1.594,+6 +pit_b_224,86.686,13.314,96.898,3.102,73.76,224,0.900,bicubic,+4.240,+1.188,-26 +tf_efficientnet_b1_ns,86.669,13.331,97.378,2.622,7.79,240,0.882,bicubic,+5.281,+1.640,-1 +swin_tiny_patch4_window7_224,86.664,13.336,97.197,2.803,28.29,224,0.900,bicubic,+5.286,+1.657,-1 +gernet_l,86.654,13.346,97.186,2.814,31.08,256,0.875,bilinear,+5.300,+1.650,-1 +wide_resnet50_2,86.647,13.353,97.214,2.786,68.88,224,0.875,bicubic,+5.191,+1.682,-5 +efficientnet_el,86.635,13.366,97.175,2.825,10.59,300,0.904,bicubic,+5.319,+1.649,-2 +nf_resnet50,86.617,13.383,97.282,2.718,25.56,288,0.940,bicubic,+5.923,+1.926,+16 +resnest50d_4s2x40d,86.592,13.408,97.269,2.731,30.42,224,0.875,bicubic,+5.484,+1.711,+2 +efficientnet_b3_pruned,86.581,13.419,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.948,+9 +repvgg_b3,86.566,13.434,97.139,2.861,123.09,224,0.875,bilinear,+6.074,+1.879,+18 +ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.555,+1.740,+4 +ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.878,+1.866,+14 +gluon_resnet152_v1s,86.468,13.532,97.109,2.891,60.32,224,0.875,bicubic,+5.452,+1.697,-1 +resnest50d_1s4x24d,86.447,13.553,97.148,2.852,25.68,224,0.875,bicubic,+5.459,+1.826,-1 +repvgg_b3g4,86.363,13.637,97.054,2.946,83.83,224,0.875,bilinear,+6.151,+1.944,+31 +legacy_senet154,86.342,13.658,96.928,3.072,115.09,224,0.875,bilinear,+5.032,+1.432,-11 +gernet_m,86.319,13.681,97.096,2.904,21.14,224,0.875,bilinear,+5.587,+1.912,+5 +pit_s_224,86.316,13.684,97.045,2.955,23.46,224,0.900,bicubic,+5.222,+1.713,-7 +efficientnet_b2a,86.304,13.696,96.990,3.010,9.11,288,1.000,bicubic,+5.692,+1.672,+5 +gluon_senet154,86.278,13.722,96.949,3.051,115.09,224,0.875,bicubic,+5.044,+1.601,-13 +resnest50d,86.240,13.761,97.073,2.927,27.48,224,0.875,bilinear,+5.266,+1.695,-7 +ecaresnet101d_pruned,86.210,13.790,97.335,2.665,24.88,224,0.875,bicubic,+5.394,+1.707,-3 +tresnet_m,86.199,13.801,96.667,3.333,31.39,224,0.875,bilinear,+5.397,+1.807,-2 +efficientnet_el_pruned,86.192,13.807,97.026,2.974,10.59,300,0.904,bicubic,+5.892,+1.808,+16 +cspdarknet53,86.182,13.818,97.013,2.987,27.64,256,0.887,bilinear,+6.124,+1.929,+27 +inception_v4,86.169,13.831,96.919,3.081,42.68,299,0.875,bicubic,+6.001,+1.951,+22 +rexnet_150,86.154,13.846,97.058,2.942,9.73,224,0.875,bicubic,+5.844,+1.892,+10 +resnetv2_50x1_bitm,86.154,13.846,97.560,2.440,25.55,480,1.000,bilinear,+5.982,+1.934,+20 +inception_resnet_v2,86.133,13.867,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.737,+3 +ssl_resnext50_32x4d,86.086,13.914,97.212,2.788,25.03,224,0.875,bilinear,+5.768,+1.806,+7 +tf_efficientnet_el,86.084,13.916,96.964,3.036,10.59,300,0.904,bicubic,+5.834,+1.836,+12 +efficientnet_b2,86.056,13.944,96.917,3.083,9.11,260,0.875,bicubic,+5.664,+1.841,+2 +gluon_resnet101_v1s,86.054,13.946,97.022,2.978,44.67,224,0.875,bicubic,+5.752,+1.862,+6 +ecaresnetlight,86.052,13.948,97.069,2.931,30.16,224,0.875,bicubic,+5.590,+1.819,-3 +gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.128,+1.683,-19 +resnet50d,86.009,13.991,96.979,3.021,25.58,224,0.875,bicubic,+5.479,+1.819,-9 +ecaresnet26t,85.983,14.017,97.041,2.959,16.01,320,0.950,bicubic,+6.129,+1.957,+26 +tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.675,+1.782,+3 +gluon_seresnext101_64x4d,85.960,14.040,96.979,3.021,88.23,224,0.875,bicubic,+5.066,+1.671,-22 +gluon_resnet152_v1d,85.917,14.083,96.812,3.188,60.21,224,0.875,bicubic,+5.443,+1.606,-10 +vit_large_patch32_384,85.909,14.091,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.276,-43 +tf_efficientnet_b2,85.902,14.098,96.862,3.139,9.11,260,0.890,bicubic,+5.816,+1.954,+9 +seresnet50,85.857,14.143,97.004,2.995,28.09,224,0.875,bicubic,+5.583,+1.934,-1 +repvgg_b2g4,85.855,14.145,96.812,3.188,61.76,224,0.875,bilinear,+6.489,+2.124,+36 +gluon_resnet101_v1d,85.849,14.151,96.663,3.337,44.57,224,0.875,bicubic,+5.435,+1.649,-12 +resnet50,85.804,14.196,96.712,3.288,25.56,224,0.875,bicubic,+6.766,+2.322,+56 +mixnet_xl,85.798,14.202,96.712,3.288,11.90,224,0.875,bicubic,+5.322,+1.776,-18 +ens_adv_inception_resnet_v2,85.781,14.220,96.759,3.241,55.84,299,0.897,bicubic,+5.799,+1.823,+7 +tf_efficientnet_lite3,85.755,14.245,96.887,3.113,8.20,300,0.904,bilinear,+5.935,+1.973,+16 +ese_vovnet39b,85.751,14.249,96.891,3.109,24.57,224,0.875,bicubic,+6.431,+2.179,+32 +gluon_resnext101_32x4d,85.746,14.254,96.635,3.365,44.18,224,0.875,bicubic,+5.412,+1.709,-15 +legacy_seresnext101_32x4d,85.746,14.254,96.757,3.243,48.96,224,0.875,bilinear,+5.518,+1.739,-7 +cspresnext50,85.740,14.260,96.840,3.160,20.57,224,0.875,bilinear,+5.700,+1.896,0 +regnety_320,85.727,14.273,96.725,3.275,145.05,224,0.875,bicubic,+4.915,+1.481,-34 +cspresnet50,85.721,14.279,96.795,3.205,21.62,256,0.887,bilinear,+6.147,+2.083,+19 +xception71,85.697,14.303,96.776,3.224,42.34,299,0.903,bicubic,+5.823,+1.854,+4 +gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.656,-32 +efficientnet_em,85.684,14.316,96.938,3.062,6.90,240,0.882,bicubic,+6.432,+2.144,+33 +vit_deit_small_patch16_224,85.678,14.322,96.906,3.094,22.05,224,0.900,bicubic,+5.822,+1.854,+3 +pit_xs_distilled_224,85.657,14.343,96.667,3.333,11.00,224,0.900,bicubic,+6.351,+2.303,+27 +efficientnet_b2_pruned,85.642,14.358,96.746,3.254,8.31,260,0.890,bicubic,+5.726,+1.890,-4 +dpn107,85.640,14.360,96.729,3.271,86.92,224,0.875,bicubic,+5.484,+2.087,-12 +ecaresnet50d_pruned,85.580,14.420,96.936,3.064,19.94,224,0.875,bicubic,+5.864,+2.056,+5 +gluon_resnet152_v1c,85.580,14.420,96.646,3.354,60.21,224,0.875,bicubic,+5.670,+1.806,-6 +resnext50d_32x4d,85.569,14.431,96.748,3.252,25.05,224,0.875,bicubic,+5.893,+1.882,+6 +regnety_120,85.543,14.457,96.785,3.215,51.82,224,0.875,bicubic,+5.177,+1.659,-31 +regnetx_320,85.524,14.476,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.643,-23 +nf_regnet_b1,85.499,14.501,96.799,3.200,10.22,288,0.900,bicubic,+6.193,+2.051,+18 +dpn92,85.494,14.506,96.635,3.365,37.67,224,0.875,bicubic,+5.486,+1.797,-15 +gluon_resnet152_v1b,85.475,14.525,96.550,3.450,60.19,224,0.875,bicubic,+5.789,+1.814,0 +rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.002,+6 +dpn131,85.398,14.602,96.639,3.361,79.25,224,0.875,bicubic,+5.576,+1.929,-8 +regnetx_160,85.390,14.610,96.637,3.363,54.28,224,0.875,bicubic,+5.534,+1.807,-12 +dla102x2,85.366,14.634,96.629,3.371,41.28,224,0.875,bilinear,+5.918,+1.989,+5 +gluon_seresnext50_32x4d,85.336,14.664,96.667,3.333,27.56,224,0.875,bicubic,+5.418,+1.845,-19 +xception65,85.315,14.685,96.637,3.363,39.92,299,0.903,bicubic,+5.763,+1.983,-1 +skresnext50_32x4d,85.313,14.687,96.390,3.610,27.48,224,0.875,bicubic,+5.157,+1.480,-28 +dpn98,85.311,14.689,96.469,3.531,61.57,224,0.875,bicubic,+5.669,+1.871,-6 +gluon_resnet101_v1c,85.304,14.696,96.405,3.595,44.57,224,0.875,bicubic,+5.770,+1.827,-3 +dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.076,+2.050,+14 +resnetblur50,85.283,14.717,96.531,3.470,25.56,224,0.875,bicubic,+5.997,+1.892,+7 +regnety_064,85.283,14.717,96.639,3.361,30.58,224,0.875,bicubic,+5.561,+1.871,-14 +regnety_080,85.245,14.755,96.633,3.367,39.18,224,0.875,bicubic,+5.369,+1.803,-24 +resnext50_32x4d,85.221,14.779,96.526,3.474,25.03,224,0.875,bicubic,+5.453,+1.928,-18 +resnext101_32x8d,85.187,14.813,96.445,3.555,88.79,224,0.875,bilinear,+5.879,+1.927,-2 +gluon_inception_v3,85.183,14.817,96.526,3.474,23.83,299,0.875,bicubic,+6.377,+2.156,+22 +hrnet_w48,85.151,14.849,96.492,3.508,77.47,224,0.875,bilinear,+5.851,+1.980,+1 +gluon_xception65,85.148,14.851,96.597,3.403,39.92,299,0.903,bicubic,+5.433,+1.737,-19 +gluon_resnet101_v1b,85.142,14.858,96.366,3.634,44.55,224,0.875,bicubic,+5.836,+1.842,-4 +regnetx_120,85.131,14.869,96.477,3.523,46.11,224,0.875,bicubic,+5.535,+1.739,-17 +xception,85.129,14.871,96.471,3.529,22.86,299,0.897,bicubic,+6.077,+2.079,+10 +tf_efficientnet_b1_ap,85.127,14.873,96.405,3.595,7.79,240,0.882,bicubic,+5.847,+2.099,-2 +hrnet_w64,85.119,14.881,96.744,3.256,128.06,224,0.875,bilinear,+5.645,+2.092,-15 +ssl_resnet50,85.097,14.903,96.866,3.134,25.56,224,0.875,bilinear,+5.875,+2.034,-2 +res2net101_26w_4s,85.093,14.907,96.381,3.619,45.21,224,0.875,bilinear,+5.895,+1.949,+1 +tf_efficientnet_cc_b1_8e,85.063,14.937,96.422,3.578,39.72,240,0.882,bicubic,+5.755,+2.052,-12 +res2net50_26w_8s,85.029,14.971,96.419,3.580,48.40,224,0.875,bilinear,+5.831,+2.052,-2 +resnest26d,85.008,14.992,96.637,3.363,17.07,224,0.875,bilinear,+6.530,+2.339,+22 +gluon_resnext50_32x4d,84.995,15.005,96.426,3.574,25.03,224,0.875,bicubic,+5.641,+2.000,-18 +tf_efficientnet_b0_ns,84.984,15.016,96.503,3.497,5.29,224,0.875,bicubic,+6.326,+2.127,+15 +regnety_040,84.948,15.052,96.612,3.388,20.65,224,0.875,bicubic,+5.728,+1.956,-8 +dla169,84.920,15.080,96.535,3.465,53.39,224,0.875,bilinear,+6.232,+2.199,+11 +tf_efficientnet_b1,84.918,15.082,96.364,3.636,7.79,240,0.882,bicubic,+6.092,+2.166,+4 +legacy_seresnext50_32x4d,84.901,15.099,96.434,3.566,27.56,224,0.875,bilinear,+5.823,+1.998,-6 +hrnet_w44,84.884,15.116,96.434,3.566,67.06,224,0.875,bilinear,+5.988,+2.066,0 +gluon_resnet50_v1s,84.862,15.138,96.443,3.557,25.68,224,0.875,bicubic,+6.152,+2.205,+5 +regnetx_080,84.862,15.138,96.434,3.566,39.57,224,0.875,bicubic,+5.668,+1.874,-10 +gluon_resnet50_v1d,84.832,15.168,96.398,3.602,25.58,224,0.875,bicubic,+5.758,+1.928,-9 +dla60_res2next,84.830,15.170,96.411,3.589,17.03,224,0.875,bilinear,+6.390,+2.259,+14 +mixnet_l,84.822,15.178,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.146,-7 +tv_resnet152,84.815,15.185,96.225,3.775,60.19,224,0.875,bilinear,+6.503,+2.187,+16 +dla60_res2net,84.813,15.187,96.481,3.519,20.85,224,0.875,bilinear,+6.349,+2.275,+9 +dla102x,84.813,15.187,96.552,3.448,26.31,224,0.875,bilinear,+6.303,+2.324,+5 +xception41,84.792,15.208,96.413,3.587,26.97,299,0.903,bicubic,+6.276,+2.135,+2 +pit_xs_224,84.792,15.208,96.492,3.508,10.62,224,0.900,bicubic,+6.610,+2.324,+18 +regnetx_064,84.781,15.219,96.490,3.510,26.21,224,0.875,bicubic,+5.709,+2.032,-16 +hrnet_w40,84.743,15.257,96.554,3.446,57.56,224,0.875,bilinear,+5.823,+2.084,-13 +res2net50_26w_6s,84.726,15.274,96.281,3.719,37.05,224,0.875,bilinear,+6.156,+2.157,-2 +repvgg_b2,84.724,15.276,96.469,3.531,89.02,224,0.875,bilinear,+5.932,+2.055,-10 +legacy_seresnet152,84.704,15.296,96.417,3.583,66.82,224,0.875,bilinear,+6.044,+2.047,-6 +selecsls60b,84.657,15.343,96.300,3.700,32.77,224,0.875,bicubic,+6.245,+2.126,+3 +hrnet_w32,84.651,15.349,96.407,3.593,41.23,224,0.875,bilinear,+6.201,+2.221,0 +regnetx_040,84.600,15.400,96.383,3.617,22.12,224,0.875,bicubic,+6.118,+2.139,-4 +efficientnet_es,84.591,15.409,96.311,3.689,5.44,224,0.875,bicubic,+6.525,+2.385,+13 +hrnet_w30,84.572,15.428,96.388,3.612,37.71,224,0.875,bilinear,+6.366,+2.166,+6 +tf_mixnet_l,84.564,15.437,96.244,3.756,7.33,224,0.875,bicubic,+5.790,+2.246,-16 +wide_resnet101_2,84.557,15.443,96.349,3.651,126.89,224,0.875,bilinear,+5.701,+2.067,-21 +efficientnet_b1,84.531,15.469,96.153,3.847,7.79,240,0.875,bicubic,+5.834,+2.009,-16 +dla60x,84.523,15.477,96.285,3.715,17.35,224,0.875,bilinear,+6.277,+2.267,-1 +legacy_seresnet101,84.504,15.496,96.330,3.670,49.33,224,0.875,bilinear,+6.122,+2.066,-5 +tf_efficientnet_em,84.450,15.550,96.180,3.820,6.90,240,0.882,bicubic,+6.320,+2.136,+4 +repvgg_b1,84.416,15.584,96.221,3.779,57.42,224,0.875,bilinear,+6.050,+2.123,-6 +efficientnet_b1_pruned,84.393,15.607,96.140,3.860,6.33,240,0.882,bicubic,+6.157,+2.306,-3 +res2net50_26w_4s,84.365,15.635,96.082,3.918,25.70,224,0.875,bilinear,+6.401,+2.228,+8 +hardcorenas_f,84.326,15.674,96.025,3.975,8.20,224,0.875,bilinear,+6.222,+2.222,+1 +res2net50_14w_8s,84.309,15.691,96.072,3.929,25.06,224,0.875,bilinear,+6.159,+2.224,-2 +selecsls60,84.288,15.712,96.095,3.905,30.67,224,0.875,bicubic,+6.306,+2.267,+4 +regnetx_032,84.237,15.763,96.247,3.753,15.30,224,0.875,bicubic,+6.065,+2.159,-5 +res2next50,84.226,15.774,95.997,4.003,24.67,224,0.875,bilinear,+5.980,+2.105,-10 +gluon_resnet50_v1c,84.207,15.793,96.161,3.839,25.58,224,0.875,bicubic,+6.195,+2.173,-1 +dla102,84.190,15.810,96.206,3.794,33.27,224,0.875,bilinear,+6.158,+2.260,-3 +rexnet_100,84.162,15.838,96.255,3.745,4.80,224,0.875,bicubic,+6.304,+2.617,+4 +tf_inception_v3,84.132,15.868,95.920,4.080,23.83,299,0.875,bicubic,+6.274,+2.504,+4 +res2net50_48w_2s,84.126,15.874,95.965,4.035,25.29,224,0.875,bilinear,+6.604,+2.411,+12 +resnet34d,84.098,15.902,95.978,4.022,21.82,224,0.875,bicubic,+6.982,+2.596,+22 +tf_efficientnet_lite2,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.315,+11 +efficientnet_b0,84.038,15.962,95.956,4.044,5.29,224,0.875,bicubic,+6.340,+2.424,+2 +hardcorenas_e,83.968,16.032,95.898,4.101,8.07,224,0.875,bilinear,+6.174,+2.204,0 +tf_efficientnet_cc_b0_8e,83.966,16.034,96.065,3.935,24.01,224,0.875,bicubic,+6.058,+2.411,-6 +tv_resnext50_32x4d,83.959,16.041,95.960,4.040,25.03,224,0.875,bilinear,+6.339,+2.264,+1 +regnety_016,83.955,16.045,96.005,3.995,11.20,224,0.875,bicubic,+6.093,+2.285,-7 +gluon_resnet50_v1b,83.940,16.060,96.012,3.988,25.56,224,0.875,bicubic,+6.360,+2.296,+3 +densenet161,83.906,16.094,96.010,3.990,28.68,224,0.875,bicubic,+6.548,+2.372,+8 +adv_inception_v3,83.902,16.098,95.935,4.065,23.83,299,0.875,bicubic,+6.320,+2.199,0 +mobilenetv2_120d,83.893,16.107,95.909,4.091,5.83,224,0.875,bicubic,+6.609,+2.417,+9 +seresnext26t_32x4d,83.878,16.122,95.931,4.069,16.81,224,0.875,bicubic,+5.892,+2.185,-16 +tv_resnet101,83.848,16.152,95.892,4.108,44.55,224,0.875,bilinear,+6.474,+2.352,+3 +inception_v3,83.761,16.239,95.879,4.121,23.83,299,0.875,bicubic,+6.323,+2.403,0 +hardcorenas_d,83.759,16.241,95.734,4.266,7.50,224,0.875,bilinear,+6.327,+2.250,0 +seresnext26d_32x4d,83.754,16.246,95.849,4.151,16.81,224,0.875,bicubic,+6.152,+2.241,-8 +vit_small_patch16_224,83.735,16.265,95.758,4.242,48.75,224,0.900,bicubic,+5.877,+1.888,-16 +dla60,83.729,16.271,95.933,4.067,22.04,224,0.875,bilinear,+6.697,+2.615,+9 +repvgg_b1g4,83.699,16.301,96.020,3.980,39.97,224,0.875,bilinear,+6.105,+2.194,-10 +legacy_seresnet50,83.662,16.337,95.973,4.027,28.09,224,0.875,bilinear,+6.032,+2.225,-14 +tf_efficientnet_b0_ap,83.650,16.350,95.779,4.221,5.29,224,0.875,bicubic,+6.564,+2.523,+4 +skresnet34,83.641,16.359,95.933,4.067,22.28,224,0.875,bicubic,+6.729,+2.611,+9 +tf_efficientnet_cc_b0_4e,83.639,16.361,95.740,4.260,13.31,224,0.875,bicubic,+6.333,+2.406,-5 +densenet201,83.556,16.444,95.811,4.189,20.01,224,0.875,bicubic,+6.270,+2.333,-5 +gernet_s,83.522,16.478,95.794,4.206,8.17,224,0.875,bilinear,+6.606,+2.662,+5 +legacy_seresnext26_32x4d,83.517,16.483,95.719,4.281,16.79,224,0.875,bicubic,+6.413,+2.403,-2 +mixnet_m,83.515,16.485,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-6 +tf_efficientnet_b0,83.515,16.485,95.719,4.281,5.29,224,0.875,bicubic,+6.667,+2.491,+4 +hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.742,+2.463,+5 +densenetblur121d,83.472,16.527,95.822,4.178,8.00,224,0.875,bicubic,+6.885,+2.630,+8 +selecsls42b,83.457,16.543,95.745,4.255,32.46,224,0.875,bicubic,+6.283,+2.355,-9 +tf_efficientnet_lite1,83.344,16.656,95.642,4.358,5.42,240,0.882,bicubic,+6.702,+2.416,+4 +hardcorenas_c,83.342,16.658,95.706,4.294,5.52,224,0.875,bilinear,+6.288,+2.548,-7 +regnetx_016,83.195,16.805,95.740,4.260,9.19,224,0.875,bicubic,+6.245,+2.320,-6 +mobilenetv2_140,83.182,16.818,95.689,4.311,6.11,224,0.875,bicubic,+6.666,+2.693,+5 +dpn68,83.178,16.822,95.597,4.402,12.61,224,0.875,bicubic,+6.860,+2.620,+6 +tf_efficientnet_es,83.178,16.822,95.585,4.415,5.44,224,0.875,bicubic,+6.584,+2.383,0 +tf_mixnet_m,83.176,16.824,95.461,4.539,5.01,224,0.875,bicubic,+6.234,+2.309,-9 +ese_vovnet19b_dw,83.109,16.890,95.779,4.221,6.54,224,0.875,bicubic,+6.311,+2.511,-6 +resnet26d,83.050,16.950,95.604,4.396,16.01,224,0.875,bicubic,+6.354,+2.454,-5 +repvgg_a2,83.001,16.999,95.589,4.411,28.21,224,0.875,bilinear,+6.541,+2.585,0 +tv_resnet50,82.958,17.042,95.467,4.533,25.56,224,0.875,bilinear,+6.820,+2.603,+2 +hardcorenas_b,82.873,17.128,95.392,4.607,5.18,224,0.875,bilinear,+6.335,+2.638,-4 +densenet121,82.823,17.177,95.585,4.415,7.98,224,0.875,bicubic,+7.245,+2.933,+7 +densenet169,82.683,17.317,95.600,4.400,14.15,224,0.875,bicubic,+6.776,+2.574,+2 +mixnet_s,82.525,17.476,95.356,4.644,4.13,224,0.875,bicubic,+6.532,+2.560,-1 +regnety_008,82.493,17.508,95.487,4.513,6.26,224,0.875,bicubic,+6.177,+2.421,-4 +efficientnet_lite0,82.382,17.619,95.279,4.721,4.65,224,0.875,bicubic,+6.898,+2.769,+6 +resnest14d,82.352,17.648,95.339,4.661,10.61,224,0.875,bilinear,+6.848,+2.821,+4 +hardcorenas_a,82.313,17.687,95.294,4.706,5.26,224,0.875,bilinear,+6.397,+2.780,-4 +efficientnet_es_pruned,82.296,17.704,95.303,4.697,5.44,224,0.875,bicubic,+7.296,+2.855,+13 +mobilenetv3_rw,82.275,17.725,95.234,4.766,5.48,224,0.875,bicubic,+6.641,+2.526,-2 +semnasnet_100,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.803,+2.626,+2 +mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.410,+2.654,-6 +resnet34,82.138,17.862,95.130,4.870,21.80,224,0.875,bilinear,+7.028,+2.846,+6 +mobilenetv2_110d,82.070,17.930,95.076,4.923,4.52,224,0.875,bicubic,+7.034,+2.890,+7 +tf_mixnet_s,82.038,17.962,95.121,4.879,4.13,224,0.875,bicubic,+6.388,+2.493,-8 +repvgg_b0,82.001,17.999,95.100,4.900,15.82,224,0.875,bilinear,+6.849,+2.682,0 +vit_deit_tiny_distilled_patch16_224,81.997,18.003,95.141,4.859,5.91,224,0.900,bicubic,+7.487,+3.251,+13 +pit_ti_distilled_224,81.967,18.033,95.145,4.855,5.10,224,0.900,bicubic,+7.437,+3.049,+11 +hrnet_w18_small_v2,81.961,18.039,95.164,4.836,15.60,224,0.875,bilinear,+6.847,+2.748,-1 +tf_efficientnet_lite0,81.952,18.048,95.168,4.832,4.65,224,0.875,bicubic,+7.122,+2.992,+3 +resnet26,81.944,18.056,95.241,4.759,16.00,224,0.875,bicubic,+6.652,+2.671,-7 +tf_mobilenetv3_large_100,81.848,18.152,95.070,4.930,5.48,224,0.875,bilinear,+6.330,+2.464,-12 +tv_densenet121,81.726,18.274,95.034,4.966,7.98,224,0.875,bicubic,+6.988,+2.884,+2 +regnety_006,81.700,18.300,95.115,4.885,6.06,224,0.875,bicubic,+6.454,+2.583,-9 +dla34,81.658,18.342,94.878,5.122,15.74,224,0.875,bilinear,+7.028,+2.800,+2 +fbnetc_100,81.559,18.441,94.970,5.030,5.57,224,0.875,bilinear,+6.436,+2.584,-9 +legacy_seresnet34,81.534,18.466,94.899,5.101,21.96,224,0.875,bilinear,+6.726,+2.775,-3 +gluon_resnet34_v1b,81.500,18.500,94.810,5.190,21.80,224,0.875,bicubic,+6.912,+2.820,0 +regnetx_008,81.485,18.515,95.059,4.941,7.26,224,0.875,bicubic,+6.447,+2.724,-9 +mnasnet_100,81.459,18.541,94.899,5.101,4.38,224,0.875,bicubic,+6.801,+2.785,-4 +vgg19_bn,81.446,18.554,94.763,5.237,143.68,224,0.875,bilinear,+7.232,+2.921,0 +spnasnet_100,80.878,19.122,94.526,5.474,4.42,224,0.875,bilinear,+6.794,+2.708,0 +regnety_004,80.659,19.341,94.686,5.314,4.34,224,0.875,bicubic,+6.624,+2.934,0 +skresnet18,80.637,19.363,94.378,5.622,11.96,224,0.875,bicubic,+7.599,+3.210,+5 +regnetx_006,80.629,19.371,94.524,5.476,6.20,224,0.875,bicubic,+6.777,+2.852,-1 +pit_ti_224,80.605,19.395,94.618,5.383,4.85,224,0.900,bicubic,+7.693,+3.216,+5 +swsl_resnet18,80.575,19.425,94.743,5.256,11.69,224,0.875,bilinear,+7.299,+3.010,+1 +vgg16_bn,80.556,19.444,94.592,5.408,138.37,224,0.875,bilinear,+7.206,+3.086,-2 +tv_resnet34,80.389,19.611,94.436,5.564,21.80,224,0.875,bilinear,+7.077,+3.010,-2 +resnet18d,80.387,19.613,94.252,5.748,11.71,224,0.875,bicubic,+8.127,+3.556,+6 +mobilenetv2_100,80.257,19.743,94.195,5.805,3.50,224,0.875,bicubic,+7.287,+3.179,-1 +ssl_resnet18,80.101,19.899,94.590,5.410,11.69,224,0.875,bilinear,+7.491,+3.174,0 +tf_mobilenetv3_large_075,80.093,19.907,94.184,5.816,3.99,224,0.875,bilinear,+6.655,+2.834,-8 +vit_deit_tiny_patch16_224,80.018,19.982,94.449,5.551,5.72,224,0.900,bicubic,+7.850,+3.331,+4 +hrnet_w18_small,79.555,20.445,93.898,6.102,13.19,224,0.875,bilinear,+7.211,+3.220,0 +vgg19,79.480,20.520,93.870,6.130,143.67,224,0.875,bilinear,+7.112,+2.998,-2 +regnetx_004,79.435,20.565,93.853,6.147,5.16,224,0.875,bicubic,+7.039,+3.023,-4 +tf_mobilenetv3_large_minimal_100,79.222,20.778,93.706,6.294,3.92,224,0.875,bilinear,+6.974,+3.076,-1 +legacy_seresnet18,79.153,20.847,93.783,6.217,11.78,224,0.875,bicubic,+7.411,+3.449,0 +vgg16,79.038,20.962,93.646,6.354,138.36,224,0.875,bilinear,+7.444,+3.264,+1 +vgg13_bn,79.006,20.994,93.655,6.345,133.05,224,0.875,bilinear,+7.412,+3.279,-1 +gluon_resnet18_v1b,78.372,21.628,93.138,6.862,11.69,224,0.875,bicubic,+7.536,+3.376,0 +vgg11_bn,77.926,22.074,93.230,6.770,132.87,224,0.875,bilinear,+7.566,+3.428,0 +regnety_002,77.405,22.595,92.914,7.086,3.16,224,0.875,bicubic,+7.153,+3.374,0 +resnet18,77.276,22.724,92.756,7.244,11.69,224,0.875,bilinear,+7.528,+3.678,+1 +vgg13,77.230,22.770,92.689,7.311,133.05,224,0.875,bilinear,+7.303,+3.444,-1 +vgg11,76.384,23.616,92.154,7.846,132.86,224,0.875,bilinear,+7.360,+3.526,0 +regnetx_002,76.124,23.876,92.211,7.789,2.68,224,0.875,bicubic,+7.362,+3.655,0 +dla60x_c,75.637,24.363,92.177,7.823,1.32,224,0.875,bilinear,+7.745,+3.751,+1 +tf_mobilenetv3_small_100,74.717,25.283,91.257,8.743,2.54,224,0.875,bilinear,+6.795,+3.593,-1 +dla46x_c,73.647,26.353,91.095,8.905,1.07,224,0.875,bilinear,+7.677,+4.115,0 +tf_mobilenetv3_small_075,72.812,27.188,90.036,9.964,2.04,224,0.875,bilinear,+7.096,+3.906,0 +dla46_c,72.603,27.397,90.499,9.501,1.30,224,0.875,bilinear,+7.737,+4.207,0 +tf_mobilenetv3_small_minimal_100,70.111,29.889,88.505,11.495,2.04,224,0.875,bilinear,+7.205,+4.275,0 diff --git a/results/results-imagenet.csv b/results/results-imagenet.csv index a2f40a27..611b2e69 100644 --- a/results/results-imagenet.csv +++ b/results/results-imagenet.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns,88.336,11.664,98.664,1.336,480.31,800,0.960,bicubic -tf_efficientnet_l2_ns_475,88.230,11.770,98.546,1.454,480.31,475,0.936,bicubic -tf_efficientnet_b7_ns,86.830,13.170,98.092,1.908,66.35,600,0.949,bicubic -tf_efficientnet_b6_ns,86.462,13.538,97.878,2.122,43.04,528,0.942,bicubic -dm_nfnet_f6,86.306,13.694,97.742,2.258,438.36,576,0.956,bicubic -tf_efficientnet_b5_ns,86.072,13.928,97.748,2.252,30.39,456,0.934,bicubic -dm_nfnet_f4,85.726,14.274,97.518,2.482,316.07,512,0.951,bicubic -dm_nfnet_f5,85.720,14.280,97.436,2.564,377.21,544,0.954,bicubic -dm_nfnet_f3,85.582,14.418,97.390,2.610,254.92,416,0.940,bicubic -ig_resnext101_32x48d,85.502,14.498,97.548,2.452,828.41,224,0.875,bilinear -vit_deit_base_distilled_patch16_384,85.422,14.578,97.334,2.666,87.63,384,1.000,bicubic -tf_efficientnet_b8,85.384,14.616,97.400,2.600,87.41,672,0.954,bicubic -tf_efficientnet_b8_ap,85.384,14.616,97.298,2.702,87.41,672,0.954,bicubic -tf_efficientnet_b4_ns,85.194,14.806,97.500,2.500,19.34,380,0.922,bicubic -vit_large_patch16_384,85.170,14.830,97.344,2.656,304.72,384,1.000,bicubic -ig_resnext101_32x32d,85.146,14.854,97.456,2.544,468.53,224,0.875,bilinear -tf_efficientnet_b7_ap,85.124,14.876,97.256,2.744,66.35,600,0.949,bicubic -vit_base_resnet50_384,84.994,15.006,97.294,2.706,98.95,384,1.000,bicubic -dm_nfnet_f2,84.968,15.032,97.124,2.876,193.78,352,0.920,bicubic -tf_efficientnet_b7,84.936,15.064,97.208,2.792,66.35,600,0.949,bicubic -ecaresnet269d,84.926,15.074,97.236,2.764,102.09,352,1.000,bicubic -resnetv2_152x4_bitm,84.916,15.084,97.444,2.556,936.53,480,1.000,bilinear -tf_efficientnet_b6_ap,84.790,15.210,97.136,2.864,43.04,528,0.942,bicubic -dm_nfnet_f1,84.594,15.406,97.080,2.920,132.63,320,0.910,bicubic -resnest269e,84.518,15.482,97.002,2.998,110.93,416,0.928,bicubic -resnetv2_152x2_bitm,84.428,15.572,97.452,2.548,236.34,480,1.000,bilinear -resnetv2_101x3_bitm,84.392,15.608,97.358,2.642,387.93,480,1.000,bilinear -seresnet152d,84.350,15.650,97.042,2.958,66.84,320,1.000,bicubic -swsl_resnext101_32x8d,84.332,15.668,97.154,2.846,88.79,224,0.875,bilinear -tf_efficientnet_b5_ap,84.260,15.740,96.974,3.026,30.39,456,0.934,bicubic -vit_base_patch16_384,84.212,15.788,97.216,2.784,86.86,384,1.000,bicubic -ig_resnext101_32x16d,84.168,15.832,97.196,2.804,194.03,224,0.875,bilinear -tf_efficientnet_b6,84.122,15.878,96.890,3.110,43.04,528,0.942,bicubic -tf_efficientnet_b3_ns,84.012,15.988,96.910,3.090,12.23,300,0.904,bicubic -resnet200d,84.000,16.000,96.824,3.176,64.69,320,1.000,bicubic -resnest200e,83.840,16.160,96.858,3.142,70.20,320,0.909,bicubic -tf_efficientnet_b5,83.820,16.180,96.760,3.240,30.39,456,0.934,bicubic -resnetv2_50x3_bitm,83.800,16.200,97.110,2.890,217.32,480,1.000,bilinear -resnet152d,83.664,16.336,96.726,3.274,60.21,320,1.000,bicubic -swsl_resnext101_32x16d,83.464,16.536,96.866,3.134,194.03,224,0.875,bilinear -vit_deit_base_distilled_patch16_224,83.372,16.628,96.504,3.496,87.34,224,0.900,bicubic -dm_nfnet_f0,83.370,16.630,96.558,3.442,71.49,256,0.900,bicubic -swsl_resnext101_32x4d,83.252,16.748,96.768,3.232,44.18,224,0.875,bilinear -tf_efficientnet_b4_ap,83.224,16.776,96.366,3.634,19.34,380,0.922,bicubic -vit_deit_base_patch16_384,83.092,16.908,96.352,3.648,86.86,384,1.000,bicubic -vit_large_patch16_224,83.060,16.940,96.424,3.576,304.33,224,0.900,bicubic -tresnet_xl_448,83.042,16.958,96.182,3.818,78.44,448,0.875,bilinear -resnet101d,83.000,17.000,96.460,3.540,44.57,320,1.000,bicubic -tf_efficientnet_b4,82.974,17.026,96.292,3.708,19.34,380,0.922,bicubic -resnest101e,82.824,17.176,96.310,3.690,48.28,256,0.875,bilinear -pnasnet5large,82.786,17.214,96.076,3.924,86.06,331,0.911,bicubic -ig_resnext101_32x8d,82.660,17.340,96.684,3.316,88.79,224,0.875,bilinear -nasnetalarge,82.640,17.360,96.052,3.948,88.75,331,0.911,bicubic -tf_efficientnet_b2_ns,82.366,17.634,96.260,3.740,9.11,260,0.890,bicubic -ecaresnet50t,82.348,17.652,96.144,3.856,25.57,320,0.950,bicubic -tresnet_l_448,82.290,17.710,95.978,4.022,55.99,448,0.875,bilinear -efficientnet_b3a,82.232,17.768,96.126,3.874,12.23,320,1.000,bicubic -resnetv2_101x1_bitm,82.208,17.792,96.460,3.540,44.54,480,1.000,bilinear -swsl_resnext50_32x4d,82.186,17.814,96.264,3.736,25.03,224,0.875,bilinear -tresnet_xl,82.166,17.834,95.934,4.066,78.44,224,0.875,bilinear -ecaresnet101d,82.118,17.882,96.040,3.960,44.57,224,0.875,bicubic -efficientnet_b3,82.032,17.968,96.036,3.964,12.23,300,0.904,bicubic -regnety_032,82.016,17.984,95.932,4.068,19.44,224,0.875,bicubic -vit_deit_base_patch16_224,81.994,18.006,95.738,4.262,86.57,224,0.900,bicubic -ssl_resnext101_32x16d,81.846,18.154,96.132,3.868,194.03,224,0.875,bilinear -tf_efficientnet_b3_ap,81.802,18.198,95.600,4.400,12.23,300,0.904,bicubic -vit_base_patch16_224,81.780,18.220,96.112,3.888,86.57,224,0.900,bicubic -tresnet_m_448,81.692,18.308,95.560,4.440,31.39,448,0.875,bilinear -rexnet_200,81.688,18.312,95.690,4.310,16.37,224,0.875,bicubic -vit_base_patch32_384,81.664,18.336,96.128,3.872,88.30,384,1.000,bicubic -tf_efficientnet_b3,81.626,18.374,95.706,4.294,12.23,300,0.904,bicubic -ssl_resnext101_32x8d,81.600,18.400,96.022,3.978,88.79,224,0.875,bilinear -tf_efficientnet_lite4,81.516,18.484,95.624,4.376,13.01,380,0.920,bilinear -vit_large_patch32_384,81.506,18.494,96.108,3.892,306.63,384,1.000,bicubic -tresnet_l,81.490,18.510,95.584,4.416,55.99,224,0.875,bilinear -tf_efficientnet_b1_ns,81.398,18.602,95.730,4.270,7.79,240,0.882,bicubic -gernet_l,81.344,18.656,95.540,4.460,31.08,256,0.875,bilinear -legacy_senet154,81.322,18.678,95.454,4.546,115.09,224,0.875,bilinear -wide_resnet50_2,81.306,18.694,95.588,4.412,68.88,224,0.875,bicubic -seresnext50_32x4d,81.270,18.730,95.656,4.344,27.56,224,0.875,bicubic -vit_deit_small_distilled_patch16_224,81.250,18.750,95.396,4.604,22.44,224,0.900,bicubic -gluon_senet154,81.216,18.784,95.320,4.680,115.09,224,0.875,bicubic -resnest50d_4s2x40d,81.148,18.852,95.552,4.448,30.42,224,0.875,bicubic -swsl_resnet50,81.124,18.876,95.988,4.012,25.56,224,0.875,bilinear -ssl_resnext101_32x4d,81.024,18.976,95.748,4.252,44.18,224,0.875,bilinear -gluon_resnet152_v1s,81.020,18.980,95.426,4.574,60.32,224,0.875,bicubic -resnest50d,80.970,19.030,95.350,4.650,27.48,224,0.875,bilinear -resnest50d_1s4x24d,80.938,19.062,95.318,4.682,25.68,224,0.875,bicubic -ecaresnet101d_pruned,80.886,19.114,95.572,4.428,24.88,224,0.875,bicubic -gluon_seresnext101_32x4d,80.878,19.122,95.274,4.726,48.96,224,0.875,bicubic -gluon_seresnext101_64x4d,80.852,19.148,95.336,4.664,88.23,224,0.875,bicubic -efficientnet_b3_pruned,80.820,19.180,95.224,4.776,9.86,300,0.904,bicubic -regnety_320,80.782,19.218,95.262,4.738,145.05,224,0.875,bicubic -gernet_m,80.730,19.270,95.212,4.788,21.14,224,0.875,bilinear -tresnet_m,80.720,19.280,94.856,5.144,31.39,224,0.875,bilinear -nf_resnet50,80.666,19.334,95.358,4.642,25.56,288,0.940,bicubic -gluon_resnext101_64x4d,80.636,19.364,94.990,5.010,83.46,224,0.875,bicubic -ecaresnet50d,80.614,19.386,95.314,4.686,25.58,224,0.875,bicubic -efficientnet_b2a,80.608,19.392,95.298,4.702,9.11,288,1.000,bicubic -resnet50d,80.492,19.508,95.128,4.872,25.58,224,0.875,bicubic -gluon_resnet152_v1d,80.480,19.520,95.262,4.738,60.21,224,0.875,bicubic -ecaresnetlight,80.460,19.540,95.202,4.798,30.16,224,0.875,bicubic -inception_resnet_v2,80.448,19.552,95.292,4.708,55.84,299,0.897,bicubic -repvgg_b3,80.440,19.560,95.194,4.806,123.09,224,0.875,bilinear -gluon_resnet101_v1d,80.430,19.570,95.014,4.986,44.57,224,0.875,bicubic -mixnet_xl,80.424,19.576,94.888,5.112,11.90,224,0.875,bicubic -regnety_160,80.414,19.586,94.980,5.020,83.59,224,0.875,bicubic -regnety_120,80.374,19.626,95.108,4.892,51.82,224,0.875,bicubic -rexnet_150,80.350,19.650,95.202,4.798,9.73,224,0.875,bicubic -ssl_resnext50_32x4d,80.332,19.668,95.382,4.618,25.03,224,0.875,bilinear -efficientnet_b2,80.314,19.686,95.112,4.888,9.11,260,0.875,bicubic -regnetx_320,80.314,19.686,95.068,4.932,107.81,224,0.875,bicubic -gluon_resnet101_v1s,80.296,19.704,95.176,4.824,44.67,224,0.875,bicubic -seresnet50,80.292,19.708,95.048,4.952,28.09,224,0.875,bicubic -tf_efficientnet_el,80.292,19.708,95.120,4.880,10.59,300,0.904,bicubic -legacy_seresnext101_32x4d,80.282,19.718,95.024,4.976,48.96,224,0.875,bilinear -tf_efficientnet_b2_ap,80.240,19.760,94.984,5.016,9.11,260,0.890,bicubic -repvgg_b3g4,80.238,19.762,95.068,4.932,83.83,224,0.875,bilinear -gluon_resnext101_32x4d,80.218,19.782,94.908,5.092,44.18,224,0.875,bicubic -dpn107,80.180,19.820,94.906,5.094,86.92,224,0.875,bicubic -inception_v4,80.154,19.846,94.962,5.038,42.68,299,0.875,bicubic -skresnext50_32x4d,80.154,19.846,94.702,5.298,27.48,224,0.875,bicubic -resnetv2_50x1_bitm,80.152,19.848,95.644,4.356,25.55,480,1.000,bilinear -cspdarknet53,80.050,19.950,95.076,4.924,27.64,256,0.887,bilinear -dpn92,80.034,19.966,94.818,5.182,37.67,224,0.875,bicubic -tf_efficientnet_b2,80.024,19.976,94.944,5.056,9.11,260,0.890,bicubic -cspresnext50,80.006,19.994,94.932,5.068,20.57,224,0.875,bilinear -gluon_seresnext50_32x4d,79.948,20.052,94.836,5.164,27.56,224,0.875,bicubic -ens_adv_inception_resnet_v2,79.930,20.070,94.950,5.050,55.84,299,0.897,bicubic -ecaresnet26t,79.884,20.116,95.072,4.928,16.01,320,0.950,bicubic -regnetx_160,79.884,20.116,94.826,5.174,54.28,224,0.875,bicubic -vit_deit_small_patch16_224,79.868,20.132,95.042,4.958,22.05,224,0.900,bicubic -dpn131,79.866,20.134,94.726,5.274,79.25,224,0.875,bicubic -gluon_resnet152_v1c,79.850,20.150,94.890,5.110,60.21,224,0.875,bicubic -xception71,79.846,20.154,94.936,5.064,42.34,299,0.903,bicubic -regnety_080,79.840,20.160,94.848,5.152,39.18,224,0.875,bicubic -efficientnet_b2_pruned,79.832,20.168,94.806,5.194,8.31,260,0.890,bicubic -tf_efficientnet_lite3,79.758,20.242,94.864,5.136,8.20,300,0.904,bilinear -gluon_xception65,79.756,20.244,94.852,5.148,39.92,299,0.903,bicubic -regnety_064,79.736,20.264,94.758,5.242,30.58,224,0.875,bicubic -resnext50_32x4d,79.722,20.278,94.606,5.394,25.03,224,0.875,bicubic -dpn98,79.688,20.312,94.644,5.356,61.57,224,0.875,bicubic -resnext50d_32x4d,79.688,20.312,94.844,5.156,25.05,224,0.875,bicubic -ecaresnet50d_pruned,79.676,20.324,94.922,5.078,19.94,224,0.875,bicubic -gluon_resnet152_v1b,79.634,20.366,94.758,5.242,60.19,224,0.875,bicubic -xception65,79.592,20.408,94.658,5.342,39.92,299,0.903,bicubic -cspresnet50,79.582,20.418,94.712,5.288,21.62,256,0.887,bilinear -regnetx_120,79.574,20.426,94.692,5.308,46.11,224,0.875,bicubic -gluon_resnet101_v1c,79.550,20.450,94.642,5.358,44.57,224,0.875,bicubic -rexnet_130,79.516,20.484,94.660,5.340,7.56,224,0.875,bicubic -hrnet_w64,79.488,20.512,94.638,5.362,128.06,224,0.875,bilinear -dla102x2,79.428,20.572,94.628,5.372,41.28,224,0.875,bilinear -repvgg_b2g4,79.404,20.596,94.706,5.294,61.76,224,0.875,bilinear -gluon_resnet101_v1b,79.360,20.640,94.508,5.492,44.55,224,0.875,bicubic -nf_regnet_b1,79.324,20.676,94.772,5.228,10.22,288,0.900,bicubic -gluon_resnext50_32x4d,79.320,20.680,94.500,5.500,25.03,224,0.875,bicubic -tf_efficientnet_b1_ap,79.290,20.710,94.326,5.674,7.79,240,0.882,bicubic -tf_efficientnet_cc_b1_8e,79.288,20.712,94.358,5.642,39.72,240,0.882,bicubic -resnetblur50,79.262,20.738,94.622,5.378,25.56,224,0.875,bicubic -ssl_resnet50,79.240,20.760,94.914,5.086,25.56,224,0.875,bilinear -hrnet_w48,79.236,20.764,94.522,5.478,77.47,224,0.875,bilinear -efficientnet_em,79.230,20.770,94.792,5.208,6.90,240,0.882,bicubic -regnety_040,79.216,20.784,94.662,5.338,20.65,224,0.875,bicubic -resnext101_32x8d,79.210,20.790,94.556,5.444,88.79,224,0.875,bilinear -ese_vovnet39b,79.206,20.794,94.728,5.272,24.57,224,0.875,bicubic -regnetx_080,79.174,20.826,94.556,5.444,39.57,224,0.875,bicubic -dpn68b,79.140,20.860,94.424,5.576,12.61,224,0.875,bicubic -res2net50_26w_8s,79.130,20.870,94.404,5.596,48.40,224,0.875,bilinear -res2net101_26w_4s,79.120,20.880,94.432,5.568,45.21,224,0.875,bilinear -legacy_seresnext50_32x4d,79.108,20.892,94.478,5.522,27.56,224,0.875,bilinear -regnetx_064,79.078,20.922,94.460,5.540,26.21,224,0.875,bicubic -gluon_resnet50_v1d,79.072,20.928,94.478,5.522,25.58,224,0.875,bicubic -xception,79.028,20.972,94.370,5.630,22.86,299,0.897,bicubic -resnet50,79.004,20.996,94.392,5.608,25.56,224,0.875,bicubic -mixnet_l,78.932,21.068,94.184,5.816,7.33,224,0.875,bicubic -wide_resnet101_2,78.910,21.090,94.344,5.656,126.89,224,0.875,bilinear -hrnet_w40,78.906,21.094,94.434,5.566,57.56,224,0.875,bilinear -hrnet_w44,78.886,21.114,94.410,5.590,67.06,224,0.875,bilinear -repvgg_b2,78.882,21.118,94.346,5.654,89.02,224,0.875,bilinear -tf_efficientnet_b1,78.832,21.168,94.206,5.794,7.79,240,0.882,bicubic -gluon_inception_v3,78.830,21.170,94.398,5.602,23.83,299,0.875,bicubic -tf_mixnet_l,78.802,21.198,94.054,5.946,7.33,224,0.875,bicubic -gluon_resnet50_v1s,78.788,21.212,94.240,5.760,25.68,224,0.875,bicubic -dla169,78.732,21.268,94.334,5.666,53.39,224,0.875,bilinear -legacy_seresnet152,78.644,21.356,94.390,5.610,66.82,224,0.875,bilinear -efficientnet_b1,78.604,21.396,94.094,5.906,7.79,240,0.875,bicubic -res2net50_26w_6s,78.604,21.396,94.164,5.836,37.05,224,0.875,bilinear -tf_efficientnet_b0_ns,78.600,21.400,94.388,5.612,5.29,224,0.875,bicubic -dla102x,78.528,21.472,94.206,5.794,26.31,224,0.875,bilinear -dla60_res2net,78.522,21.478,94.252,5.748,20.85,224,0.875,bilinear -selecsls60b,78.496,21.504,94.192,5.808,32.77,224,0.875,bicubic -xception41,78.496,21.504,94.256,5.744,26.97,299,0.903,bicubic -regnetx_040,78.494,21.506,94.270,5.730,22.12,224,0.875,bicubic -repvgg_b1,78.442,21.558,94.158,5.842,57.42,224,0.875,bilinear -resnest26d,78.440,21.560,94.296,5.704,17.07,224,0.875,bilinear -hrnet_w32,78.424,21.576,94.202,5.798,41.23,224,0.875,bilinear -legacy_seresnet101,78.420,21.580,94.174,5.826,49.33,224,0.875,bilinear -dla60_res2next,78.322,21.678,94.190,5.810,17.03,224,0.875,bilinear -efficientnet_b1_pruned,78.274,21.726,93.808,6.192,6.33,240,0.882,bicubic -tv_resnet152,78.250,21.750,93.982,6.018,60.19,224,0.875,bilinear -dla60x,78.226,21.774,93.988,6.012,17.35,224,0.875,bilinear -tf_efficientnet_em,78.160,21.840,94.046,5.954,6.90,240,0.882,bicubic -regnetx_032,78.148,21.852,94.066,5.934,15.30,224,0.875,bicubic -hrnet_w30,78.134,21.866,94.192,5.808,37.71,224,0.875,bilinear -res2net50_14w_8s,78.118,21.882,93.836,6.164,25.06,224,0.875,bilinear -res2next50,78.080,21.920,93.952,6.048,24.67,224,0.875,bilinear -dla102,78.054,21.946,93.918,6.082,33.27,224,0.875,bilinear -efficientnet_es,78.032,21.968,93.900,6.100,5.44,224,0.875,bicubic -res2net50_26w_4s,77.966,22.034,93.830,6.170,25.70,224,0.875,bilinear -gluon_resnet50_v1c,77.926,22.074,94.006,5.994,25.58,224,0.875,bicubic -tf_efficientnet_cc_b0_8e,77.926,22.074,93.598,6.402,24.01,224,0.875,bicubic -selecsls60,77.914,22.086,93.822,6.178,30.67,224,0.875,bicubic -rexnet_100,77.886,22.114,93.858,6.142,4.80,224,0.875,bicubic -vit_small_patch16_224,77.872,22.128,93.392,6.608,48.75,224,0.900,bicubic -seresnext26t_32x4d,77.830,22.170,93.728,6.272,16.81,224,0.875,bicubic -tf_inception_v3,77.804,22.196,93.650,6.350,23.83,299,0.875,bicubic -regnety_016,77.804,22.196,93.724,6.276,11.20,224,0.875,bicubic -gluon_resnet50_v1b,77.664,22.336,93.674,6.326,25.56,224,0.875,bicubic -tv_resnext50_32x4d,77.628,22.372,93.680,6.320,25.03,224,0.875,bilinear -legacy_seresnet50,77.612,22.388,93.796,6.204,28.09,224,0.875,bilinear -efficientnet_b0,77.610,22.390,93.564,6.436,5.29,224,0.875,bicubic -adv_inception_v3,77.562,22.438,93.686,6.314,23.83,299,0.875,bicubic -repvgg_b1g4,77.540,22.460,93.794,6.206,39.97,224,0.875,bilinear -res2net50_48w_2s,77.518,22.482,93.582,6.418,25.29,224,0.875,bilinear -seresnext26d_32x4d,77.518,22.482,93.606,6.394,16.81,224,0.875,bicubic -tf_efficientnet_lite2,77.440,22.560,93.762,6.238,6.09,260,0.890,bicubic -inception_v3,77.410,22.590,93.474,6.526,23.83,299,0.875,bicubic -densenet161,77.338,22.662,93.688,6.312,28.68,224,0.875,bicubic -mobilenetv2_120d,77.328,22.672,93.478,6.522,5.83,224,0.875,bicubic -densenet201,77.320,22.680,93.482,6.518,20.01,224,0.875,bicubic -tv_resnet101,77.314,22.686,93.556,6.444,44.55,224,0.875,bilinear -tf_efficientnet_cc_b0_4e,77.296,22.704,93.360,6.640,13.31,224,0.875,bicubic -mixnet_m,77.176,22.824,93.426,6.574,5.01,224,0.875,bicubic -legacy_seresnext26_32x4d,77.116,22.884,93.358,6.642,16.79,224,0.875,bicubic -selecsls42b,77.096,22.904,93.424,6.576,32.46,224,0.875,bicubic -resnet34d,77.096,22.904,93.392,6.608,21.82,224,0.875,bicubic -tf_efficientnet_b0_ap,77.072,22.928,93.262,6.738,5.29,224,0.875,bicubic -tf_mixnet_m,76.964,23.036,93.212,6.788,5.01,224,0.875,bicubic -dla60,76.924,23.076,93.290,6.710,22.04,224,0.875,bilinear -regnetx_016,76.914,23.086,93.372,6.628,9.19,224,0.875,bicubic -skresnet34,76.910,23.090,93.272,6.728,22.28,224,0.875,bicubic -gernet_s,76.874,23.126,93.128,6.872,8.17,224,0.875,bilinear -hrnet_w18,76.832,23.168,93.404,6.596,21.30,224,0.875,bilinear -tf_efficientnet_b0,76.830,23.170,93.272,6.728,5.29,224,0.875,bicubic -ese_vovnet19b_dw,76.772,23.228,93.276,6.724,6.54,224,0.875,bicubic -tf_efficientnet_lite1,76.628,23.372,93.248,6.752,5.42,240,0.882,bicubic -resnet26d,76.600,23.400,93.188,6.812,16.01,224,0.875,bicubic -tf_efficientnet_es,76.562,23.438,93.184,6.816,5.44,224,0.875,bicubic -mobilenetv2_140,76.538,23.462,92.944,7.056,6.11,224,0.875,bicubic -repvgg_a2,76.488,23.512,93.022,6.978,28.21,224,0.875,bilinear -densenetblur121d,76.474,23.526,93.096,6.904,8.00,224,0.875,bicubic -dpn68,76.378,23.622,92.978,7.022,12.61,224,0.875,bicubic -regnety_008,76.324,23.676,93.100,6.900,6.26,224,0.875,bicubic -mixnet_s,76.062,23.938,92.826,7.174,4.13,224,0.875,bicubic -tv_resnet50,76.012,23.988,92.934,7.066,25.56,224,0.875,bilinear -densenet169,75.950,24.050,92.994,7.006,14.15,224,0.875,bicubic -mobilenetv3_large_100,75.710,24.290,92.496,7.504,5.48,224,0.875,bicubic -tf_mixnet_s,75.658,24.342,92.618,7.382,4.13,224,0.875,bicubic -resnest14d,75.588,24.412,92.488,7.512,10.61,224,0.875,bilinear -mobilenetv3_rw,75.542,24.458,92.676,7.324,5.48,224,0.875,bicubic -densenet121,75.530,24.470,92.616,7.384,7.98,224,0.875,bicubic -tf_mobilenetv3_large_100,75.520,24.480,92.550,7.450,5.48,224,0.875,bilinear -efficientnet_lite0,75.444,24.556,92.544,7.456,4.65,224,0.875,bicubic -semnasnet_100,75.426,24.574,92.548,7.452,3.89,224,0.875,bicubic -resnet26,75.394,24.606,92.584,7.416,16.00,224,0.875,bicubic -repvgg_b0,75.214,24.786,92.454,7.546,15.82,224,0.875,bilinear -regnety_006,75.206,24.794,92.560,7.440,6.06,224,0.875,bicubic -hrnet_w18_small_v2,75.164,24.836,92.430,7.570,15.60,224,0.875,bilinear -resnet34,75.096,24.904,92.246,7.754,21.80,224,0.875,bilinear -fbnetc_100,75.082,24.918,92.354,7.646,5.57,224,0.875,bilinear -mobilenetv2_110d,75.048,24.952,92.132,7.868,4.52,224,0.875,bicubic -regnetx_008,75.026,24.974,92.332,7.668,7.26,224,0.875,bicubic -legacy_seresnet34,74.912,25.088,92.164,7.836,21.96,224,0.875,bilinear -tf_efficientnet_lite0,74.868,25.132,92.130,7.870,4.65,224,0.875,bicubic -tv_densenet121,74.746,25.254,92.130,7.870,7.98,224,0.875,bicubic -mnasnet_100,74.692,25.308,92.140,7.860,4.38,224,0.875,bicubic -dla34,74.636,25.364,92.122,7.878,15.74,224,0.875,bilinear -gluon_resnet34_v1b,74.496,25.504,92.008,7.992,21.80,224,0.875,bicubic -vit_deit_tiny_distilled_patch16_224,74.494,25.506,91.884,8.116,5.91,224,0.900,bicubic -vgg19_bn,74.216,25.784,91.848,8.152,143.68,224,0.875,bilinear -spnasnet_100,74.120,25.880,91.882,8.118,4.42,224,0.875,bilinear -regnetx_006,73.962,26.038,91.684,8.316,6.20,224,0.875,bicubic -regnety_004,73.942,26.058,91.754,8.246,4.34,224,0.875,bicubic -vgg16_bn,73.476,26.524,91.536,8.464,138.37,224,0.875,bilinear -tf_mobilenetv3_large_075,73.372,26.628,91.404,8.596,3.99,224,0.875,bilinear -swsl_resnet18,73.318,26.682,91.752,8.248,11.69,224,0.875,bilinear -tv_resnet34,73.266,26.734,91.430,8.570,21.80,224,0.875,bilinear -skresnet18,73.000,27.000,91.156,8.844,11.96,224,0.875,bicubic -mobilenetv2_100,72.956,27.044,91.042,8.958,3.50,224,0.875,bicubic -regnetx_004,72.536,27.464,90.842,9.158,5.16,224,0.875,bicubic -ssl_resnet18,72.492,27.508,91.442,8.558,11.69,224,0.875,bilinear -resnet18d,72.380,27.620,90.710,9.290,11.71,224,0.875,bicubic -vgg19,72.360,27.640,90.850,9.150,143.67,224,0.875,bilinear -hrnet_w18_small,72.276,27.724,90.586,9.414,13.19,224,0.875,bilinear -tf_mobilenetv3_large_minimal_100,72.228,27.772,90.682,9.318,3.92,224,0.875,bilinear -vit_deit_tiny_patch16_224,72.196,27.804,91.092,8.908,5.72,224,0.900,bicubic -legacy_seresnet18,71.752,28.248,90.308,9.692,11.78,224,0.875,bicubic -vgg16,71.628,28.372,90.368,9.632,138.36,224,0.875,bilinear -vgg13_bn,71.618,28.382,90.360,9.640,133.05,224,0.875,bilinear -gluon_resnet18_v1b,70.922,29.078,89.770,10.230,11.69,224,0.875,bicubic -vgg11_bn,70.408,29.592,89.724,10.276,132.87,224,0.875,bilinear -regnety_002,70.326,29.674,89.556,10.444,3.16,224,0.875,bicubic -vgg13,69.984,30.016,89.306,10.694,133.05,224,0.875,bilinear -resnet18,69.644,30.356,88.982,11.018,11.69,224,0.875,bilinear -vgg11,68.872,31.128,88.658,11.342,132.86,224,0.875,bilinear -regnetx_002,68.830,31.170,88.510,11.490,2.68,224,0.875,bicubic -dla60x_c,67.952,32.048,88.438,11.562,1.32,224,0.875,bilinear -tf_mobilenetv3_small_100,67.876,32.124,87.682,12.318,2.54,224,0.875,bilinear -dla46x_c,65.930,34.070,87.004,12.996,1.07,224,0.875,bilinear -tf_mobilenetv3_small_075,65.732,34.268,86.168,13.832,2.04,224,0.875,bilinear -dla46_c,64.930,35.070,86.308,13.692,1.30,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,62.744,37.256,84.380,15.620,2.04,224,0.875,bilinear +tf_efficientnet_l2_ns,88.352,11.648,98.650,1.350,480.31,800,0.960,bicubic +tf_efficientnet_l2_ns_475,88.234,11.766,98.546,1.454,480.31,475,0.936,bicubic +swin_large_patch4_window12_384,87.148,12.852,98.234,1.766,196.74,384,1.000,bicubic +tf_efficientnet_b7_ns,86.840,13.160,98.094,1.906,66.35,600,0.949,bicubic +tf_efficientnet_b6_ns,86.452,13.548,97.882,2.118,43.04,528,0.942,bicubic +swin_base_patch4_window12_384,86.432,13.568,98.058,1.942,87.90,384,1.000,bicubic +swin_large_patch4_window7_224,86.320,13.680,97.896,2.104,196.53,224,0.900,bicubic +dm_nfnet_f6,86.296,13.704,97.744,2.256,438.36,576,0.956,bicubic +tf_efficientnet_b5_ns,86.088,13.912,97.752,2.248,30.39,456,0.934,bicubic +dm_nfnet_f5,85.714,14.286,97.442,2.558,377.21,544,0.954,bicubic +dm_nfnet_f4,85.658,14.342,97.510,2.490,316.07,512,0.951,bicubic +dm_nfnet_f3,85.560,14.440,97.406,2.594,254.92,416,0.940,bicubic +ig_resnext101_32x48d,85.428,14.572,97.572,2.428,828.41,224,0.875,bilinear +vit_deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic +tf_efficientnet_b8,85.370,14.630,97.390,2.610,87.41,672,0.954,bicubic +tf_efficientnet_b8_ap,85.370,14.630,97.294,2.706,87.41,672,0.954,bicubic +swin_base_patch4_window7_224,85.252,14.748,97.562,2.438,87.77,224,0.900,bicubic +tf_efficientnet_b4_ns,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic +vit_large_patch16_384,85.158,14.842,97.356,2.644,304.72,384,1.000,bicubic +tf_efficientnet_b7_ap,85.120,14.880,97.252,2.748,66.35,600,0.949,bicubic +ig_resnext101_32x32d,85.094,14.906,97.438,2.562,468.53,224,0.875,bilinear +dm_nfnet_f2,84.990,15.010,97.144,2.856,193.78,352,0.920,bicubic +ecaresnet269d,84.976,15.024,97.226,2.774,102.09,352,1.000,bicubic +vit_base_r50_s16_384,84.972,15.028,97.288,2.712,98.95,384,1.000,bicubic +tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic +resnetv2_152x4_bitm,84.932,15.068,97.436,2.564,936.53,480,1.000,bilinear +tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic +dm_nfnet_f1,84.604,15.396,97.068,2.932,132.63,320,0.910,bicubic +resnest269e,84.518,15.482,96.986,3.014,110.93,416,0.928,bicubic +resnetv2_152x2_bitm,84.440,15.560,97.446,2.554,236.34,480,1.000,bilinear +resnetv2_101x3_bitm,84.394,15.606,97.362,2.638,387.93,480,1.000,bilinear +seresnet152d,84.362,15.638,97.040,2.960,66.84,320,1.000,bicubic +swsl_resnext101_32x8d,84.284,15.716,97.176,2.824,88.79,224,0.875,bilinear +tf_efficientnet_b5_ap,84.252,15.748,96.974,3.026,30.39,456,0.934,bicubic +vit_base_patch16_384,84.210,15.790,97.218,2.782,86.86,384,1.000,bicubic +ig_resnext101_32x16d,84.170,15.830,97.196,2.804,194.03,224,0.875,bilinear +pit_b_distilled_224,84.144,15.856,96.856,3.144,74.79,224,0.900,bicubic +tf_efficientnet_b6,84.110,15.890,96.886,3.114,43.04,528,0.942,bicubic +tf_efficientnet_b3_ns,84.048,15.952,96.910,3.090,12.23,300,0.904,bicubic +eca_nfnet_l1,84.008,15.992,97.028,2.972,41.41,320,1.000,bicubic +resnet200d,83.962,16.038,96.824,3.176,64.69,320,1.000,bicubic +resnest200e,83.832,16.168,96.894,3.106,70.20,320,0.909,bicubic +tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic +resnetv2_50x3_bitm,83.784,16.216,97.106,2.894,217.32,480,1.000,bilinear +regnety_160,83.686,16.314,96.776,3.224,83.59,288,1.000,bicubic +resnet152d,83.680,16.320,96.738,3.262,60.21,320,1.000,bicubic +vit_deit_base_distilled_patch16_224,83.388,16.612,96.488,3.512,87.34,224,0.900,bicubic +swsl_resnext101_32x16d,83.346,16.654,96.846,3.154,194.03,224,0.875,bilinear +dm_nfnet_f0,83.342,16.658,96.560,3.440,71.49,256,0.900,bicubic +tf_efficientnet_b4_ap,83.248,16.752,96.392,3.608,19.34,380,0.922,bicubic +swsl_resnext101_32x4d,83.230,16.770,96.760,3.240,44.18,224,0.875,bilinear +swin_small_patch4_window7_224,83.212,16.788,96.322,3.678,49.61,224,0.900,bicubic +vit_deit_base_patch16_384,83.106,16.894,96.372,3.628,86.86,384,1.000,bicubic +vit_large_patch16_224,83.062,16.938,96.438,3.562,304.33,224,0.900,bicubic +tresnet_xl_448,83.050,16.950,96.174,3.826,78.44,448,0.875,bilinear +resnet101d,83.022,16.978,96.446,3.554,44.57,320,1.000,bicubic +tf_efficientnet_b4,83.022,16.978,96.300,3.700,19.34,380,0.922,bicubic +resnest101e,82.890,17.110,96.320,3.680,48.28,256,0.875,bilinear +pnasnet5large,82.782,17.218,96.040,3.960,86.06,331,0.911,bicubic +nfnet_l0,82.760,17.240,96.498,3.502,35.07,288,1.000,bicubic +regnety_032,82.724,17.276,96.424,3.576,19.44,288,1.000,bicubic +ig_resnext101_32x8d,82.688,17.312,96.636,3.364,88.79,224,0.875,bilinear +nasnetalarge,82.620,17.380,96.046,3.954,88.75,331,0.911,bicubic +eca_nfnet_l0,82.588,17.412,96.474,3.526,24.14,288,1.000,bicubic +pit_b_224,82.446,17.554,95.710,4.290,73.76,224,0.900,bicubic +tf_efficientnet_b2_ns,82.380,17.620,96.248,3.752,9.11,260,0.890,bicubic +ecaresnet50t,82.346,17.654,96.138,3.862,25.57,320,0.950,bicubic +tresnet_l_448,82.268,17.732,95.976,4.024,55.99,448,0.875,bilinear +efficientnet_b3a,82.242,17.758,96.114,3.886,12.23,320,1.000,bicubic +resnetv2_101x1_bitm,82.212,17.788,96.472,3.528,44.54,480,1.000,bilinear +swsl_resnext50_32x4d,82.182,17.818,96.230,3.770,25.03,224,0.875,bilinear +ecaresnet101d,82.172,17.828,96.046,3.954,44.57,224,0.875,bicubic +efficientnet_b3,82.076,17.924,96.020,3.980,12.23,300,0.904,bicubic +efficientnet_v2s,82.070,17.930,95.954,4.046,23.94,224,1.000,bicubic +tresnet_xl,82.054,17.946,95.936,4.064,78.44,224,0.875,bilinear +vit_deit_base_patch16_224,81.998,18.002,95.734,4.266,86.57,224,0.900,bicubic +pit_s_distilled_224,81.996,18.004,95.798,4.202,24.04,224,0.900,bicubic +ssl_resnext101_32x16d,81.844,18.156,96.096,3.904,194.03,224,0.875,bilinear +tf_efficientnet_b3_ap,81.822,18.178,95.624,4.376,12.23,300,0.904,bicubic +vit_base_patch16_224,81.786,18.214,96.122,3.878,86.57,224,0.900,bicubic +tresnet_m_448,81.714,18.286,95.572,4.428,31.39,448,0.875,bilinear +vit_base_patch32_384,81.652,18.348,96.128,3.872,88.30,384,1.000,bicubic +tf_efficientnet_b3,81.636,18.364,95.718,4.282,12.23,300,0.904,bicubic +rexnet_200,81.632,18.368,95.668,4.332,16.37,224,0.875,bicubic +ssl_resnext101_32x8d,81.616,18.384,96.038,3.962,88.79,224,0.875,bilinear +tf_efficientnet_lite4,81.536,18.464,95.668,4.332,13.01,380,0.920,bilinear +tnt_s_patch16_224,81.518,18.482,95.748,4.252,23.76,224,0.900,bicubic +vit_large_patch32_384,81.506,18.494,96.092,3.908,306.63,384,1.000,bicubic +tresnet_l,81.490,18.510,95.624,4.376,55.99,224,0.875,bilinear +wide_resnet50_2,81.456,18.544,95.532,4.468,68.88,224,0.875,bicubic +tf_efficientnet_b1_ns,81.388,18.612,95.738,4.262,7.79,240,0.882,bicubic +swin_tiny_patch4_window7_224,81.378,18.622,95.540,4.460,28.29,224,0.900,bicubic +gernet_l,81.354,18.646,95.536,4.464,31.08,256,0.875,bilinear +efficientnet_el,81.316,18.684,95.526,4.474,10.59,300,0.904,bicubic +legacy_senet154,81.310,18.690,95.496,4.504,115.09,224,0.875,bilinear +seresnext50_32x4d,81.266,18.734,95.620,4.380,27.56,224,0.875,bicubic +gluon_senet154,81.234,18.766,95.348,4.652,115.09,224,0.875,bicubic +vit_deit_small_distilled_patch16_224,81.200,18.800,95.378,4.622,22.44,224,0.900,bicubic +swsl_resnet50,81.166,18.834,95.972,4.028,25.56,224,0.875,bilinear +resnest50d_4s2x40d,81.108,18.892,95.558,4.442,30.42,224,0.875,bicubic +pit_s_224,81.094,18.906,95.332,4.668,23.46,224,0.900,bicubic +gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic +resnest50d_1s4x24d,80.988,19.012,95.322,4.678,25.68,224,0.875,bicubic +resnest50d,80.974,19.026,95.378,4.622,27.48,224,0.875,bilinear +ssl_resnext101_32x4d,80.924,19.076,95.728,4.272,44.18,224,0.875,bilinear +gluon_seresnext101_32x4d,80.904,19.096,95.294,4.706,48.96,224,0.875,bicubic +gluon_seresnext101_64x4d,80.894,19.106,95.308,4.692,88.23,224,0.875,bicubic +efficientnet_b3_pruned,80.858,19.142,95.242,4.758,9.86,300,0.904,bicubic +ecaresnet101d_pruned,80.816,19.184,95.628,4.372,24.88,224,0.875,bicubic +regnety_320,80.812,19.188,95.244,4.756,145.05,224,0.875,bicubic +tresnet_m,80.802,19.198,94.860,5.140,31.39,224,0.875,bilinear +gernet_m,80.732,19.268,95.184,4.816,21.14,224,0.875,bilinear +nf_resnet50,80.694,19.306,95.356,4.644,25.56,288,0.940,bicubic +efficientnet_b2a,80.612,19.388,95.318,4.682,9.11,288,1.000,bicubic +gluon_resnext101_64x4d,80.604,19.396,94.988,5.012,83.46,224,0.875,bicubic +ecaresnet50d,80.592,19.408,95.320,4.680,25.58,224,0.875,bicubic +resnet50d,80.530,19.470,95.160,4.840,25.58,224,0.875,bicubic +repvgg_b3,80.492,19.508,95.260,4.740,123.09,224,0.875,bilinear +mixnet_xl,80.476,19.524,94.936,5.064,11.90,224,0.875,bicubic +gluon_resnet152_v1d,80.474,19.526,95.206,4.794,60.21,224,0.875,bicubic +ecaresnetlight,80.462,19.538,95.250,4.750,30.16,224,0.875,bicubic +inception_resnet_v2,80.458,19.542,95.306,4.694,55.84,299,0.897,bicubic +gluon_resnet101_v1d,80.414,19.586,95.014,4.986,44.57,224,0.875,bicubic +efficientnet_b2,80.392,19.608,95.076,4.924,9.11,260,0.875,bicubic +regnety_120,80.366,19.634,95.126,4.874,51.82,224,0.875,bicubic +gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic +ssl_resnext50_32x4d,80.318,19.682,95.406,4.594,25.03,224,0.875,bilinear +rexnet_150,80.310,19.690,95.166,4.834,9.73,224,0.875,bicubic +gluon_resnet101_v1s,80.302,19.698,95.160,4.840,44.67,224,0.875,bicubic +efficientnet_el_pruned,80.300,19.700,95.218,4.782,10.59,300,0.904,bicubic +tf_efficientnet_b2_ap,80.300,19.700,95.028,4.972,9.11,260,0.890,bicubic +seresnet50,80.274,19.726,95.070,4.930,28.09,224,0.875,bicubic +tf_efficientnet_el,80.250,19.750,95.128,4.872,10.59,300,0.904,bicubic +regnetx_320,80.246,19.754,95.026,4.974,107.81,224,0.875,bicubic +legacy_seresnext101_32x4d,80.228,19.772,95.018,4.982,48.96,224,0.875,bilinear +repvgg_b3g4,80.212,19.788,95.110,4.890,83.83,224,0.875,bilinear +resnetv2_50x1_bitm,80.172,19.828,95.626,4.374,25.55,480,1.000,bilinear +inception_v4,80.168,19.832,94.968,5.032,42.68,299,0.875,bicubic +skresnext50_32x4d,80.156,19.844,94.642,5.358,27.48,224,0.875,bicubic +dpn107,80.156,19.844,94.910,5.090,86.92,224,0.875,bicubic +tf_efficientnet_b2,80.086,19.914,94.908,5.092,9.11,260,0.890,bicubic +cspdarknet53,80.058,19.942,95.084,4.916,27.64,256,0.887,bilinear +cspresnext50,80.040,19.960,94.944,5.056,20.57,224,0.875,bilinear +dpn92,80.008,19.992,94.838,5.162,37.67,224,0.875,bicubic +ens_adv_inception_resnet_v2,79.982,20.018,94.936,5.064,55.84,299,0.897,bicubic +gluon_seresnext50_32x4d,79.918,20.082,94.822,5.178,27.56,224,0.875,bicubic +efficientnet_b2_pruned,79.916,20.084,94.856,5.144,8.31,260,0.890,bicubic +gluon_resnet152_v1c,79.910,20.090,94.840,5.160,60.21,224,0.875,bicubic +regnety_080,79.876,20.124,94.830,5.170,39.18,224,0.875,bicubic +xception71,79.874,20.126,94.922,5.078,42.34,299,0.903,bicubic +regnetx_160,79.856,20.144,94.830,5.170,54.28,224,0.875,bicubic +vit_deit_small_patch16_224,79.856,20.144,95.052,4.948,22.05,224,0.900,bicubic +ecaresnet26t,79.854,20.146,95.084,4.916,16.01,320,0.950,bicubic +dpn131,79.822,20.178,94.710,5.290,79.25,224,0.875,bicubic +tf_efficientnet_lite3,79.820,20.180,94.914,5.086,8.20,300,0.904,bilinear +resnext50_32x4d,79.768,20.232,94.598,5.402,25.03,224,0.875,bicubic +regnety_064,79.722,20.278,94.768,5.232,30.58,224,0.875,bicubic +ecaresnet50d_pruned,79.716,20.284,94.880,5.120,19.94,224,0.875,bicubic +gluon_xception65,79.716,20.284,94.860,5.140,39.92,299,0.903,bicubic +gluon_resnet152_v1b,79.686,20.314,94.736,5.264,60.19,224,0.875,bicubic +resnext50d_32x4d,79.676,20.324,94.866,5.134,25.05,224,0.875,bicubic +dpn98,79.642,20.358,94.598,5.402,61.57,224,0.875,bicubic +regnetx_120,79.596,20.404,94.738,5.262,46.11,224,0.875,bicubic +cspresnet50,79.574,20.426,94.712,5.288,21.62,256,0.887,bilinear +xception65,79.552,20.448,94.654,5.346,39.92,299,0.903,bicubic +gluon_resnet101_v1c,79.534,20.466,94.578,5.422,44.57,224,0.875,bicubic +rexnet_130,79.500,20.500,94.682,5.318,7.56,224,0.875,bicubic +hrnet_w64,79.474,20.526,94.652,5.348,128.06,224,0.875,bilinear +dla102x2,79.448,20.552,94.640,5.360,41.28,224,0.875,bilinear +repvgg_b2g4,79.366,20.634,94.688,5.312,61.76,224,0.875,bilinear +gluon_resnext50_32x4d,79.354,20.646,94.426,5.574,25.03,224,0.875,bicubic +ese_vovnet39b,79.320,20.680,94.712,5.288,24.57,224,0.875,bicubic +resnext101_32x8d,79.308,20.692,94.518,5.482,88.79,224,0.875,bilinear +tf_efficientnet_cc_b1_8e,79.308,20.692,94.370,5.630,39.72,240,0.882,bicubic +gluon_resnet101_v1b,79.306,20.694,94.524,5.476,44.55,224,0.875,bicubic +nf_regnet_b1,79.306,20.694,94.748,5.252,10.22,288,0.900,bicubic +pit_xs_distilled_224,79.306,20.694,94.364,5.636,11.00,224,0.900,bicubic +hrnet_w48,79.300,20.700,94.512,5.488,77.47,224,0.875,bilinear +resnetblur50,79.286,20.714,94.638,5.362,25.56,224,0.875,bicubic +tf_efficientnet_b1_ap,79.280,20.720,94.306,5.694,7.79,240,0.882,bicubic +efficientnet_em,79.252,20.748,94.794,5.206,6.90,240,0.882,bicubic +ssl_resnet50,79.222,20.778,94.832,5.168,25.56,224,0.875,bilinear +regnety_040,79.220,20.780,94.656,5.344,20.65,224,0.875,bicubic +dpn68b,79.216,20.784,94.414,5.586,12.61,224,0.875,bicubic +res2net50_26w_8s,79.198,20.802,94.368,5.632,48.40,224,0.875,bilinear +res2net101_26w_4s,79.198,20.802,94.432,5.568,45.21,224,0.875,bilinear +regnetx_080,79.194,20.806,94.560,5.440,39.57,224,0.875,bicubic +legacy_seresnext50_32x4d,79.078,20.922,94.436,5.564,27.56,224,0.875,bilinear +gluon_resnet50_v1d,79.074,20.926,94.470,5.530,25.58,224,0.875,bicubic +regnetx_064,79.072,20.928,94.458,5.542,26.21,224,0.875,bicubic +xception,79.052,20.948,94.392,5.608,22.86,299,0.897,bicubic +resnet50,79.038,20.962,94.390,5.610,25.56,224,0.875,bicubic +mixnet_l,78.976,21.024,94.182,5.818,7.33,224,0.875,bicubic +hrnet_w40,78.920,21.080,94.470,5.530,57.56,224,0.875,bilinear +hrnet_w44,78.896,21.104,94.368,5.632,67.06,224,0.875,bilinear +wide_resnet101_2,78.856,21.144,94.282,5.718,126.89,224,0.875,bilinear +tf_efficientnet_b1,78.826,21.174,94.198,5.802,7.79,240,0.882,bicubic +gluon_inception_v3,78.806,21.194,94.370,5.630,23.83,299,0.875,bicubic +repvgg_b2,78.792,21.208,94.414,5.586,89.02,224,0.875,bilinear +tf_mixnet_l,78.774,21.226,93.998,6.002,7.33,224,0.875,bicubic +gluon_resnet50_v1s,78.710,21.290,94.238,5.762,25.68,224,0.875,bicubic +efficientnet_b1,78.698,21.302,94.144,5.856,7.79,240,0.875,bicubic +dla169,78.688,21.312,94.336,5.664,53.39,224,0.875,bilinear +legacy_seresnet152,78.660,21.340,94.370,5.630,66.82,224,0.875,bilinear +tf_efficientnet_b0_ns,78.658,21.342,94.376,5.624,5.29,224,0.875,bicubic +res2net50_26w_6s,78.570,21.430,94.124,5.876,37.05,224,0.875,bilinear +xception41,78.516,21.484,94.278,5.722,26.97,299,0.903,bicubic +dla102x,78.510,21.490,94.228,5.772,26.31,224,0.875,bilinear +regnetx_040,78.482,21.518,94.244,5.756,22.12,224,0.875,bicubic +resnest26d,78.478,21.522,94.298,5.702,17.07,224,0.875,bilinear +dla60_res2net,78.464,21.536,94.206,5.794,20.85,224,0.875,bilinear +hrnet_w32,78.450,21.550,94.186,5.814,41.23,224,0.875,bilinear +dla60_res2next,78.440,21.560,94.152,5.848,17.03,224,0.875,bilinear +selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic +legacy_seresnet101,78.382,21.618,94.264,5.736,49.33,224,0.875,bilinear +repvgg_b1,78.366,21.634,94.098,5.902,57.42,224,0.875,bilinear +tv_resnet152,78.312,21.688,94.038,5.962,60.19,224,0.875,bilinear +dla60x,78.246,21.754,94.018,5.982,17.35,224,0.875,bilinear +res2next50,78.246,21.754,93.892,6.108,24.67,224,0.875,bilinear +efficientnet_b1_pruned,78.236,21.764,93.834,6.166,6.33,240,0.882,bicubic +hrnet_w30,78.206,21.794,94.222,5.778,37.71,224,0.875,bilinear +pit_xs_224,78.182,21.818,94.168,5.832,10.62,224,0.900,bicubic +regnetx_032,78.172,21.828,94.088,5.912,15.30,224,0.875,bicubic +res2net50_14w_8s,78.150,21.850,93.848,6.152,25.06,224,0.875,bilinear +tf_efficientnet_em,78.130,21.870,94.044,5.956,6.90,240,0.882,bicubic +hardcorenas_f,78.104,21.896,93.802,6.198,8.20,224,0.875,bilinear +efficientnet_es,78.066,21.934,93.926,6.074,5.44,224,0.875,bicubic +dla102,78.032,21.968,93.946,6.054,33.27,224,0.875,bilinear +gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic +seresnext26t_32x4d,77.986,22.014,93.746,6.254,16.81,224,0.875,bicubic +selecsls60,77.982,22.018,93.828,6.172,30.67,224,0.875,bicubic +res2net50_26w_4s,77.964,22.036,93.854,6.146,25.70,224,0.875,bilinear +tf_efficientnet_cc_b0_8e,77.908,22.092,93.654,6.346,24.01,224,0.875,bicubic +regnety_016,77.862,22.138,93.720,6.280,11.20,224,0.875,bicubic +vit_small_patch16_224,77.858,22.142,93.416,6.584,48.75,224,0.900,bicubic +rexnet_100,77.858,22.142,93.870,6.130,4.80,224,0.875,bicubic +tf_inception_v3,77.858,22.142,93.638,6.362,23.83,299,0.875,bicubic +hardcorenas_e,77.794,22.206,93.694,6.306,8.07,224,0.875,bilinear +efficientnet_b0,77.698,22.302,93.532,6.468,5.29,224,0.875,bicubic +legacy_seresnet50,77.630,22.370,93.748,6.252,28.09,224,0.875,bilinear +tv_resnext50_32x4d,77.620,22.380,93.696,6.304,25.03,224,0.875,bilinear +seresnext26d_32x4d,77.602,22.398,93.608,6.392,16.81,224,0.875,bicubic +repvgg_b1g4,77.594,22.406,93.826,6.174,39.97,224,0.875,bilinear +adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic +gluon_resnet50_v1b,77.580,22.420,93.716,6.284,25.56,224,0.875,bicubic +res2net50_48w_2s,77.522,22.478,93.554,6.446,25.29,224,0.875,bilinear +tf_efficientnet_lite2,77.468,22.532,93.754,6.246,6.09,260,0.890,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 +tv_resnet101,77.374,22.626,93.540,6.460,44.55,224,0.875,bilinear +densenet161,77.358,22.642,93.638,6.362,28.68,224,0.875,bicubic +tf_efficientnet_cc_b0_4e,77.306,22.694,93.334,6.666,13.31,224,0.875,bicubic +densenet201,77.286,22.714,93.478,6.522,20.01,224,0.875,bicubic +mobilenetv2_120d,77.284,22.716,93.492,6.508,5.83,224,0.875,bicubic +mixnet_m,77.260,22.740,93.424,6.576,5.01,224,0.875,bicubic +selecsls42b,77.174,22.826,93.390,6.610,32.46,224,0.875,bicubic +resnet34d,77.116,22.884,93.382,6.618,21.82,224,0.875,bicubic +legacy_seresnext26_32x4d,77.104,22.896,93.316,6.684,16.79,224,0.875,bicubic +tf_efficientnet_b0_ap,77.086,22.914,93.256,6.744,5.29,224,0.875,bicubic +hardcorenas_c,77.054,22.946,93.158,6.842,5.52,224,0.875,bilinear +dla60,77.032,22.968,93.318,6.682,22.04,224,0.875,bilinear +regnetx_016,76.950,23.050,93.420,6.580,9.19,224,0.875,bicubic +tf_mixnet_m,76.942,23.058,93.152,6.848,5.01,224,0.875,bicubic +gernet_s,76.916,23.084,93.132,6.868,8.17,224,0.875,bilinear +skresnet34,76.912,23.088,93.322,6.678,22.28,224,0.875,bicubic +tf_efficientnet_b0,76.848,23.152,93.228,6.772,5.29,224,0.875,bicubic +ese_vovnet19b_dw,76.798,23.202,93.268,6.732,6.54,224,0.875,bicubic +hrnet_w18,76.758,23.242,93.444,6.556,21.30,224,0.875,bilinear +resnet26d,76.696,23.304,93.150,6.850,16.01,224,0.875,bicubic +tf_efficientnet_lite1,76.642,23.358,93.226,6.774,5.42,240,0.882,bicubic +tf_efficientnet_es,76.594,23.406,93.202,6.798,5.44,224,0.875,bicubic +densenetblur121d,76.588,23.412,93.192,6.808,8.00,224,0.875,bicubic +hardcorenas_b,76.538,23.462,92.754,7.246,5.18,224,0.875,bilinear +mobilenetv2_140,76.516,23.484,92.996,7.004,6.11,224,0.875,bicubic +repvgg_a2,76.460,23.540,93.004,6.996,28.21,224,0.875,bilinear +dpn68,76.318,23.682,92.978,7.022,12.61,224,0.875,bicubic +regnety_008,76.316,23.684,93.066,6.934,6.26,224,0.875,bicubic +tv_resnet50,76.138,23.862,92.864,7.136,25.56,224,0.875,bilinear +mixnet_s,75.992,24.008,92.796,7.204,4.13,224,0.875,bicubic +hardcorenas_a,75.916,24.084,92.514,7.486,5.26,224,0.875,bilinear +densenet169,75.906,24.094,93.026,6.974,14.15,224,0.875,bicubic +mobilenetv3_large_100,75.766,24.234,92.542,7.458,5.48,224,0.875,bicubic +tf_mixnet_s,75.650,24.350,92.628,7.372,4.13,224,0.875,bicubic +mobilenetv3_rw,75.634,24.366,92.708,7.292,5.48,224,0.875,bicubic +densenet121,75.578,24.422,92.652,7.348,7.98,224,0.875,bicubic +tf_mobilenetv3_large_100,75.518,24.482,92.606,7.394,5.48,224,0.875,bilinear +resnest14d,75.504,24.496,92.518,7.482,10.61,224,0.875,bilinear +efficientnet_lite0,75.484,24.516,92.510,7.490,4.65,224,0.875,bicubic +semnasnet_100,75.448,24.552,92.604,7.396,3.89,224,0.875,bicubic +resnet26,75.292,24.708,92.570,7.430,16.00,224,0.875,bicubic +regnety_006,75.246,24.754,92.532,7.468,6.06,224,0.875,bicubic +repvgg_b0,75.152,24.848,92.418,7.582,15.82,224,0.875,bilinear +fbnetc_100,75.124,24.876,92.386,7.614,5.57,224,0.875,bilinear +hrnet_w18_small_v2,75.114,24.886,92.416,7.584,15.60,224,0.875,bilinear +resnet34,75.110,24.890,92.284,7.716,21.80,224,0.875,bilinear +regnetx_008,75.038,24.962,92.336,7.664,7.26,224,0.875,bicubic +mobilenetv2_110d,75.036,24.964,92.186,7.814,4.52,224,0.875,bicubic +efficientnet_es_pruned,75.000,25.000,92.448,7.552,5.44,224,0.875,bicubic +tf_efficientnet_lite0,74.830,25.170,92.176,7.824,4.65,224,0.875,bicubic +legacy_seresnet34,74.808,25.192,92.124,7.876,21.96,224,0.875,bilinear +tv_densenet121,74.738,25.262,92.150,7.850,7.98,224,0.875,bicubic +mnasnet_100,74.658,25.342,92.114,7.886,4.38,224,0.875,bicubic +dla34,74.630,25.370,92.078,7.922,15.74,224,0.875,bilinear +gluon_resnet34_v1b,74.588,25.412,91.990,8.010,21.80,224,0.875,bicubic +pit_ti_distilled_224,74.530,25.470,92.096,7.904,5.10,224,0.900,bicubic +vit_deit_tiny_distilled_patch16_224,74.510,25.490,91.890,8.110,5.91,224,0.900,bicubic +vgg19_bn,74.214,25.786,91.842,8.158,143.68,224,0.875,bilinear +spnasnet_100,74.084,25.916,91.818,8.182,4.42,224,0.875,bilinear +regnety_004,74.034,25.966,91.752,8.248,4.34,224,0.875,bicubic +regnetx_006,73.852,26.148,91.672,8.328,6.20,224,0.875,bicubic +tf_mobilenetv3_large_075,73.438,26.562,91.350,8.650,3.99,224,0.875,bilinear +vgg16_bn,73.350,26.650,91.506,8.494,138.37,224,0.875,bilinear +tv_resnet34,73.312,26.688,91.426,8.574,21.80,224,0.875,bilinear +swsl_resnet18,73.276,26.724,91.734,8.266,11.69,224,0.875,bilinear +skresnet18,73.038,26.962,91.168,8.832,11.96,224,0.875,bicubic +mobilenetv2_100,72.970,27.030,91.016,8.984,3.50,224,0.875,bicubic +pit_ti_224,72.912,27.088,91.402,8.598,4.85,224,0.900,bicubic +ssl_resnet18,72.610,27.390,91.416,8.584,11.69,224,0.875,bilinear +regnetx_004,72.396,27.604,90.830,9.170,5.16,224,0.875,bicubic +vgg19,72.368,27.632,90.872,9.128,143.67,224,0.875,bilinear +hrnet_w18_small,72.344,27.656,90.678,9.322,13.19,224,0.875,bilinear +resnet18d,72.260,27.740,90.696,9.304,11.71,224,0.875,bicubic +tf_mobilenetv3_large_minimal_100,72.248,27.752,90.630,9.370,3.92,224,0.875,bilinear +vit_deit_tiny_patch16_224,72.168,27.832,91.118,8.882,5.72,224,0.900,bicubic +legacy_seresnet18,71.742,28.258,90.334,9.666,11.78,224,0.875,bicubic +vgg13_bn,71.594,28.406,90.376,9.624,133.05,224,0.875,bilinear +vgg16,71.594,28.406,90.382,9.618,138.36,224,0.875,bilinear +gluon_resnet18_v1b,70.836,29.164,89.762,10.238,11.69,224,0.875,bicubic +vgg11_bn,70.360,29.640,89.802,10.198,132.87,224,0.875,bilinear +regnety_002,70.252,29.748,89.540,10.460,3.16,224,0.875,bicubic +vgg13,69.926,30.074,89.246,10.754,133.05,224,0.875,bilinear +resnet18,69.748,30.252,89.078,10.922,11.69,224,0.875,bilinear +vgg11,69.024,30.976,88.628,11.372,132.86,224,0.875,bilinear +regnetx_002,68.762,31.238,88.556,11.444,2.68,224,0.875,bicubic +tf_mobilenetv3_small_100,67.922,32.078,87.664,12.336,2.54,224,0.875,bilinear +dla60x_c,67.892,32.108,88.426,11.574,1.32,224,0.875,bilinear +dla46x_c,65.970,34.030,86.980,13.020,1.07,224,0.875,bilinear +tf_mobilenetv3_small_075,65.716,34.284,86.130,13.870,2.04,224,0.875,bilinear +dla46_c,64.866,35.134,86.292,13.708,1.30,224,0.875,bilinear +tf_mobilenetv3_small_minimal_100,62.906,37.094,84.230,15.770,2.04,224,0.875,bilinear diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv index c2ce36f9..63862538 100644 --- a/results/results-imagenetv2-matched-frequency.csv +++ b/results/results-imagenetv2-matched-frequency.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -tf_efficientnet_l2_ns_475,80.540,19.460,95.620,4.380,480.31,475,0.936,bicubic,-7.690,-2.926,+1 -tf_efficientnet_l2_ns,80.110,19.890,95.840,4.160,480.31,800,0.960,bicubic,-8.226,-2.824,-1 -tf_efficientnet_b7_ns,77.830,22.170,94.320,5.680,66.35,600,0.949,bicubic,-9.000,-3.772,0 -tf_efficientnet_b6_ns,77.030,22.970,93.790,6.210,43.04,528,0.942,bicubic,-9.432,-4.088,0 -ig_resnext101_32x32d,76.800,23.200,93.230,6.770,468.53,224,0.875,bilinear,-8.346,-4.226,+11 -tf_efficientnet_b5_ns,76.730,23.270,93.480,6.520,30.39,456,0.934,bicubic,-9.342,-4.268,0 -ig_resnext101_32x48d,76.650,23.350,93.420,6.580,828.41,224,0.875,bilinear,-8.852,-4.128,+3 -tf_efficientnet_b7_ap,75.970,24.030,92.900,7.100,66.35,600,0.949,bicubic,-9.154,-4.356,+9 -tf_efficientnet_b8_ap,75.950,24.050,92.670,7.330,87.41,672,0.954,bicubic,-9.434,-4.628,+4 -dm_nfnet_f6,75.770,24.230,92.970,7.030,438.36,576,0.956,bicubic,-10.536,-4.772,-5 -ig_resnext101_32x16d,75.690,24.310,92.910,7.090,194.03,224,0.875,bilinear,-8.478,-4.286,+21 -tf_efficientnet_b4_ns,75.490,24.510,92.940,7.060,19.34,380,0.922,bicubic,-9.704,-4.560,+2 -swsl_resnext101_32x8d,75.460,24.540,92.720,7.280,88.79,224,0.875,bilinear,-8.872,-4.434,+16 -vit_base_resnet50_384,75.430,24.570,92.700,7.300,98.95,384,1.000,bicubic,-9.564,-4.594,+4 -vit_deit_base_distilled_patch16_384,75.410,24.590,92.530,7.470,87.63,384,1.000,bicubic,-10.012,-4.804,-4 -tf_efficientnet_b6_ap,75.370,24.630,92.290,7.710,43.04,528,0.942,bicubic,-9.420,-4.846,+7 -dm_nfnet_f4,75.230,24.770,92.640,7.360,316.07,512,0.951,bicubic,-10.496,-4.878,-10 -dm_nfnet_f3,75.160,24.840,92.710,7.290,254.92,416,0.940,bicubic,-10.422,-4.680,-9 -ecaresnet269d,74.850,25.150,92.760,7.240,102.09,352,1.000,bicubic,-10.076,-4.476,+2 -vit_large_patch16_384,74.800,25.200,92.610,7.390,304.72,384,1.000,bicubic,-10.370,-4.734,-5 -dm_nfnet_f5,74.630,25.370,92.370,7.630,377.21,544,0.954,bicubic,-11.090,-5.066,-13 -tf_efficientnet_b8,74.530,25.470,92.200,7.800,87.41,672,0.954,bicubic,-10.854,-5.200,-10 -tf_efficientnet_b7,74.430,25.570,92.130,7.870,66.35,600,0.949,bicubic,-10.506,-5.078,-3 -dm_nfnet_f1,74.380,25.620,92.320,7.680,132.63,320,0.910,bicubic,-10.214,-4.760,0 -tf_efficientnet_b5_ap,74.380,25.620,91.940,8.060,30.39,456,0.934,bicubic,-9.880,-5.034,+5 -dm_nfnet_f2,74.340,25.660,92.060,7.940,193.78,352,0.920,bicubic,-10.628,-5.064,-7 -resnest200e,74.260,25.740,91.860,8.140,70.20,320,0.909,bicubic,-9.580,-4.998,+9 -seresnet152d,74.190,25.810,91.960,8.040,66.84,320,1.000,bicubic,-10.160,-5.082,0 -swsl_resnext101_32x4d,74.060,25.940,92.010,7.990,44.18,224,0.875,bilinear,-9.192,-4.758,+14 -resnest269e,73.990,26.010,91.980,8.020,110.93,416,0.928,bicubic,-10.528,-5.022,-5 -tf_efficientnet_b6,73.950,26.050,91.730,8.270,43.04,528,0.942,bicubic,-10.172,-5.160,+2 -tf_efficientnet_b3_ns,73.760,26.240,91.810,8.190,12.23,300,0.904,bicubic,-10.252,-5.100,+2 -ig_resnext101_32x8d,73.720,26.280,92.100,7.900,88.79,224,0.875,bilinear,-8.940,-4.584,+19 -swsl_resnext101_32x16d,73.700,26.300,92.120,7.880,194.03,224,0.875,bilinear,-9.764,-4.746,+6 -vit_base_patch16_384,73.620,26.380,92.100,7.900,86.86,384,1.000,bicubic,-10.592,-5.116,-4 -resnet200d,73.450,26.550,91.490,8.510,64.69,320,1.000,bicubic,-10.550,-5.334,-1 -tf_efficientnet_b5,73.250,26.750,91.350,8.650,30.39,456,0.934,bicubic,-10.570,-5.410,0 -resnet152d,73.240,26.760,91.190,8.810,60.21,320,1.000,bicubic,-10.424,-5.536,+1 -resnetv2_152x4_bitm,73.160,26.840,91.810,8.190,936.53,480,1.000,bilinear,-11.756,-5.634,-17 -vit_deit_base_distilled_patch16_224,73.020,26.980,90.930,9.070,87.34,224,0.900,bicubic,-10.352,-5.574,+1 -resnetv2_152x2_bitm,72.840,27.160,92.040,7.960,236.34,480,1.000,bilinear,-11.588,-5.412,-15 -tf_efficientnet_b4_ap,72.770,27.230,91.000,9.000,19.34,380,0.922,bicubic,-10.454,-5.366,+2 -dm_nfnet_f0,72.590,27.410,91.010,8.990,71.49,256,0.900,bicubic,-10.780,-5.548,-1 -pnasnet5large,72.550,27.450,90.510,9.490,86.06,331,0.911,bicubic,-10.236,-5.566,+7 -nasnetalarge,72.470,27.530,90.500,9.500,88.75,331,0.911,bicubic,-10.170,-5.552,+8 -resnetv2_101x3_bitm,72.460,27.540,91.820,8.180,387.93,480,1.000,bilinear,-11.932,-5.538,-19 -vit_deit_base_patch16_384,72.430,27.570,90.200,9.800,86.86,384,1.000,bicubic,-10.662,-6.152,-2 -swsl_resnext50_32x4d,72.370,27.630,90.980,9.020,25.03,224,0.875,bilinear,-9.816,-5.284,+11 -tf_efficientnet_b2_ns,72.370,27.630,90.970,9.030,9.11,260,0.890,bicubic,-9.996,-5.290,+5 -resnet101d,72.360,27.640,90.560,9.440,44.57,320,1.000,bicubic,-10.640,-5.900,-2 -resnest101e,72.350,27.650,90.690,9.310,48.28,256,0.875,bilinear,-10.474,-5.620,-1 -tresnet_xl_448,72.160,27.840,90.110,9.890,78.44,448,0.875,bilinear,-10.882,-6.072,-5 -tf_efficientnet_b4,72.150,27.850,90.510,9.490,19.34,380,0.922,bicubic,-10.824,-5.782,-4 -vit_large_patch16_224,71.780,28.220,90.840,9.160,304.33,224,0.900,bicubic,-11.280,-5.584,-8 -swsl_resnet50,71.610,28.390,90.590,9.410,25.56,224,0.875,bilinear,-9.514,-5.398,+29 -efficientnet_b3,71.540,28.460,90.110,9.890,12.23,300,0.904,bicubic,-10.492,-5.926,+6 -efficientnet_b3a,71.520,28.480,89.990,10.010,12.23,320,1.000,bicubic,-10.712,-6.136,0 -tresnet_l_448,71.470,28.530,89.940,10.060,55.99,448,0.875,bilinear,-10.820,-6.038,-2 -resnetv2_50x3_bitm,71.460,28.540,91.380,8.620,217.32,480,1.000,bilinear,-12.340,-5.730,-21 -ssl_resnext101_32x8d,71.410,28.590,90.400,9.600,88.79,224,0.875,bilinear,-10.190,-5.622,+12 -tresnet_xl,71.370,28.630,89.490,10.510,78.44,224,0.875,bilinear,-10.796,-6.444,-1 -ecaresnet50t,71.200,28.800,90.390,9.610,25.57,320,0.950,bicubic,-11.148,-5.754,-7 -ecaresnet101d,71.160,28.840,90.230,9.770,44.57,224,0.875,bicubic,-10.958,-5.810,-2 -regnety_032,71.110,28.890,90.310,9.690,19.44,224,0.875,bicubic,-10.906,-5.622,-1 -ssl_resnext101_32x16d,71.110,28.890,90.420,9.580,194.03,224,0.875,bilinear,-10.736,-5.712,0 -vit_base_patch32_384,71.090,28.910,90.460,9.540,88.30,384,1.000,bicubic,-10.574,-5.668,+4 -vit_deit_base_patch16_224,71.030,28.970,89.180,10.820,86.57,224,0.900,bicubic,-10.964,-6.558,-3 -vit_base_patch16_224,70.990,29.010,90.410,9.590,86.57,224,0.900,bicubic,-10.790,-5.702,-1 -tf_efficientnet_b3_ap,70.930,29.070,89.220,10.780,12.23,300,0.904,bicubic,-10.872,-6.380,-3 -vit_large_patch32_384,70.820,29.180,90.460,9.540,306.63,384,1.000,bicubic,-10.686,-5.648,+4 -rexnet_200,70.770,29.230,89.690,10.310,16.37,224,0.875,bicubic,-10.918,-6.000,-2 -tresnet_m_448,70.740,29.260,88.670,11.330,31.39,448,0.875,bilinear,-10.952,-6.890,-4 -tf_efficientnet_b1_ns,70.700,29.300,89.880,10.120,7.79,240,0.882,bicubic,-10.698,-5.850,+3 -resnest50d_4s2x40d,70.670,29.330,89.430,10.570,30.42,224,0.875,bicubic,-10.478,-6.122,+9 -wide_resnet50_2,70.670,29.330,89.160,10.840,68.88,224,0.875,bicubic,-10.636,-6.428,+4 -tresnet_l,70.600,29.400,89.610,10.390,55.99,224,0.875,bilinear,-10.890,-5.974,-1 -legacy_senet154,70.500,29.500,88.910,11.090,115.09,224,0.875,bilinear,-10.822,-6.544,+1 -vit_deit_small_distilled_patch16_224,70.480,29.520,89.460,10.540,22.44,224,0.900,bicubic,-10.770,-5.936,+3 -tf_efficientnet_b3,70.440,29.560,89.280,10.720,12.23,300,0.904,bicubic,-11.186,-6.426,-8 -gluon_seresnext101_64x4d,70.420,29.580,89.350,10.650,88.23,224,0.875,bicubic,-10.432,-5.986,+11 -ssl_resnext101_32x4d,70.370,29.630,89.910,10.090,44.18,224,0.875,bilinear,-10.654,-5.838,+4 -gluon_senet154,70.360,29.640,88.890,11.110,115.09,224,0.875,bicubic,-10.856,-6.430,0 -resnest50d_1s4x24d,70.360,29.640,89.210,10.790,25.68,224,0.875,bicubic,-10.578,-6.108,+5 -gernet_l,70.350,29.650,89.060,10.940,31.08,256,0.875,bilinear,-10.994,-6.480,-7 -resnetv2_101x1_bitm,70.340,29.660,90.640,9.360,44.54,480,1.000,bilinear,-11.868,-5.820,-27 -resnest50d,70.300,29.700,88.670,11.330,27.48,224,0.875,bilinear,-10.670,-6.680,+1 -seresnext50_32x4d,70.200,29.800,89.130,10.870,27.56,224,0.875,bicubic,-11.070,-6.526,-7 -gluon_resnet152_v1s,70.180,29.820,88.820,11.180,60.32,224,0.875,bicubic,-10.840,-6.606,-2 -tf_efficientnet_lite4,70.170,29.830,89.180,10.820,13.01,380,0.920,bilinear,-11.346,-6.444,-16 -repvgg_b3,69.980,30.020,88.730,11.270,123.09,224,0.875,bilinear,-10.460,-6.464,+14 -inception_resnet_v2,69.920,30.080,88.680,11.320,55.84,299,0.897,bicubic,-10.528,-6.612,+12 -regnety_320,69.910,30.090,88.780,11.220,145.05,224,0.875,bicubic,-10.872,-6.482,+1 -ecaresnet101d_pruned,69.810,30.190,89.420,10.580,24.88,224,0.875,bicubic,-11.076,-6.152,-4 -gluon_seresnext101_32x4d,69.810,30.190,88.930,11.070,48.96,224,0.875,bicubic,-11.068,-6.344,-4 -gernet_m,69.650,30.350,88.450,11.550,21.14,224,0.875,bilinear,-11.080,-6.762,-1 -ecaresnet50d,69.600,30.400,89.240,10.760,25.58,224,0.875,bicubic,-11.014,-6.074,+2 -ssl_resnext50_32x4d,69.580,30.420,89.480,10.520,25.03,224,0.875,bilinear,-10.752,-5.902,+13 -tresnet_m,69.570,30.430,87.900,12.100,31.39,224,0.875,bilinear,-11.150,-6.956,-4 -repvgg_b3g4,69.570,30.430,88.570,11.430,83.83,224,0.875,bilinear,-10.668,-6.498,+20 -gluon_resnet152_v1d,69.550,30.450,88.410,11.590,60.21,224,0.875,bicubic,-10.930,-6.852,+1 -gluon_resnext101_64x4d,69.500,30.500,88.190,11.810,83.46,224,0.875,bicubic,-11.136,-6.800,-4 -efficientnet_b3_pruned,69.450,30.550,88.740,11.260,9.86,300,0.904,bicubic,-11.370,-6.484,-10 -efficientnet_b2a,69.420,30.580,88.630,11.370,9.11,288,1.000,bicubic,-11.188,-6.668,-4 -regnetx_320,69.400,30.600,88.150,11.850,107.81,224,0.875,bicubic,-10.914,-6.918,+8 -ens_adv_inception_resnet_v2,69.380,30.620,88.330,11.670,55.84,299,0.897,bicubic,-10.550,-6.620,+24 -ecaresnetlight,69.350,30.650,89.020,10.980,30.16,224,0.875,bicubic,-11.110,-6.182,-4 -inception_v4,69.350,30.650,88.760,11.240,42.68,299,0.875,bicubic,-10.804,-6.202,+14 -nf_resnet50,69.350,30.650,88.710,11.290,25.56,288,0.940,bicubic,-11.316,-6.648,-12 -xception71,69.310,30.690,88.130,11.870,42.34,299,0.903,bicubic,-10.536,-6.806,+26 -rexnet_150,69.140,30.860,88.910,11.090,9.73,224,0.875,bicubic,-11.210,-6.292,-1 -mixnet_xl,69.090,30.910,88.330,11.670,11.90,224,0.875,bicubic,-11.334,-6.558,-5 -resnet50d,69.060,30.940,88.260,11.740,25.58,224,0.875,bicubic,-11.432,-6.868,-12 -regnety_120,69.040,30.960,88.210,11.790,51.82,224,0.875,bicubic,-11.334,-6.898,-5 -legacy_seresnext101_32x4d,69.020,30.980,88.150,11.850,48.96,224,0.875,bilinear,-11.262,-6.874,+2 -seresnet50,69.020,30.980,88.470,11.530,28.09,224,0.875,bicubic,-11.272,-6.578,-1 -gluon_resnext101_32x4d,68.980,31.020,88.340,11.660,44.18,224,0.875,bicubic,-11.238,-6.568,+3 -efficientnet_b2,68.880,31.120,88.640,11.360,9.11,260,0.875,bicubic,-11.434,-6.472,-6 -gluon_resnet152_v1c,68.870,31.130,87.890,12.110,60.21,224,0.875,bicubic,-10.980,-7.000,+16 -gluon_xception65,68.810,31.190,88.000,12.000,39.92,299,0.903,bicubic,-10.946,-6.852,+20 -tf_efficientnet_b2_ap,68.800,31.200,88.260,11.740,9.11,260,0.890,bicubic,-11.440,-6.724,-3 -repvgg_b2g4,68.780,31.220,88.220,11.780,61.76,224,0.875,bilinear,-10.624,-6.486,+32 -cspresnext50,68.770,31.230,88.030,11.970,20.57,224,0.875,bilinear,-11.236,-6.902,+5 -cspdarknet53,68.760,31.240,88.440,11.560,27.64,256,0.887,bilinear,-11.290,-6.636,+1 -resnext50d_32x4d,68.760,31.240,88.250,11.750,25.05,224,0.875,bicubic,-10.928,-6.594,+19 -hrnet_w64,68.750,31.250,88.080,11.920,128.06,224,0.875,bilinear,-10.738,-6.558,+26 -xception65,68.690,31.310,88.230,11.770,39.92,299,0.903,bicubic,-10.902,-6.428,+20 -gluon_resnet152_v1b,68.670,31.330,87.630,12.370,60.19,224,0.875,bicubic,-10.964,-7.128,+18 -regnety_160,68.650,31.350,88.260,11.740,83.59,224,0.875,bicubic,-11.764,-6.720,-21 -gluon_resnet101_v1s,68.630,31.370,87.790,12.210,44.67,224,0.875,bicubic,-11.666,-7.386,-16 -gluon_seresnext50_32x4d,68.600,31.400,88.070,11.930,27.56,224,0.875,bicubic,-11.348,-6.766,-2 -gluon_resnet101_v1d,68.590,31.410,88.000,12.000,44.57,224,0.875,bicubic,-11.840,-7.014,-26 -regnety_064,68.500,31.500,87.930,12.070,30.58,224,0.875,bicubic,-11.236,-6.828,+8 -regnety_080,68.500,31.500,87.990,12.010,39.18,224,0.875,bicubic,-11.340,-6.858,+3 -vit_deit_small_patch16_224,68.480,31.520,88.220,11.780,22.05,224,0.900,bicubic,-11.388,-6.822,-2 -dpn131,68.460,31.540,87.320,12.680,79.25,224,0.875,bicubic,-11.406,-7.406,-2 -resnext50_32x4d,68.450,31.550,87.590,12.410,25.03,224,0.875,bicubic,-11.272,-7.016,+5 -dpn107,68.430,31.570,88.070,11.930,86.92,224,0.875,bicubic,-11.750,-6.836,-17 -regnetx_160,68.410,31.590,88.280,11.720,54.28,224,0.875,bicubic,-11.474,-6.546,-8 -cspresnet50,68.410,31.590,88.060,11.940,21.62,256,0.887,bilinear,-11.172,-6.652,+9 -skresnext50_32x4d,68.400,31.600,87.640,12.360,27.48,224,0.875,bicubic,-11.754,-7.062,-18 -dla102x2,68.380,31.620,87.840,12.160,41.28,224,0.875,bilinear,-11.048,-6.788,+11 -tf_efficientnet_b2,68.360,31.640,88.000,12.000,9.11,260,0.890,bicubic,-11.664,-6.944,-16 -ecaresnet50d_pruned,68.350,31.650,88.290,11.710,19.94,224,0.875,bicubic,-11.326,-6.632,+1 -efficientnet_b2_pruned,68.350,31.650,88.130,11.870,8.31,260,0.890,bicubic,-11.482,-6.676,-7 -dpn98,68.310,31.690,87.590,12.410,61.57,224,0.875,bicubic,-11.378,-7.054,-3 -ecaresnet26t,68.290,31.710,88.590,11.410,16.01,320,0.950,bicubic,-11.594,-6.482,-16 -ese_vovnet39b,68.260,31.740,88.230,11.770,24.57,224,0.875,bicubic,-10.946,-6.498,+18 -regnetx_120,68.160,31.840,87.520,12.480,46.11,224,0.875,bicubic,-11.414,-7.172,0 -rexnet_130,68.150,31.850,88.090,11.910,7.56,224,0.875,bicubic,-11.366,-6.570,+1 -ssl_resnet50,68.150,31.850,88.640,11.360,25.56,224,0.875,bilinear,-11.090,-6.274,+10 -tf_efficientnet_el,68.140,31.860,88.010,11.990,10.59,300,0.904,bicubic,-12.152,-7.110,-36 -gluon_resnext50_32x4d,68.090,31.910,87.380,12.620,25.03,224,0.875,bicubic,-11.230,-7.120,+4 -tf_efficientnet_lite3,68.080,31.920,87.790,12.210,8.20,300,0.904,bilinear,-11.678,-7.074,-15 -gluon_resnet50_v1d,68.070,31.930,86.900,13.100,25.58,224,0.875,bicubic,-11.002,-7.578,+18 -regnetx_080,68.040,31.960,87.120,12.880,39.57,224,0.875,bicubic,-11.134,-7.436,+11 -nf_regnet_b1,67.870,32.130,88.070,11.930,10.22,288,0.900,bicubic,-11.454,-6.702,-1 -legacy_seresnext50_32x4d,67.840,32.160,87.570,12.430,27.56,224,0.875,bilinear,-11.268,-6.908,+12 -hrnet_w48,67.840,32.160,87.470,12.530,77.47,224,0.875,bilinear,-11.396,-7.052,+4 -resnext101_32x8d,67.790,32.210,87.410,12.590,88.79,224,0.875,bilinear,-11.420,-7.146,+5 -efficientnet_em,67.660,32.340,88.040,11.960,6.90,240,0.882,bicubic,-11.570,-6.752,+2 -regnetx_064,67.660,32.340,87.290,12.710,26.21,224,0.875,bicubic,-11.418,-7.170,+10 -tf_efficientnet_b0_ns,67.640,32.360,87.950,12.050,5.29,224,0.875,bicubic,-10.960,-6.438,+26 -legacy_seresnet152,67.630,32.370,87.420,12.580,66.82,224,0.875,bilinear,-11.014,-6.970,+22 -regnety_040,67.610,32.390,87.480,12.520,20.65,224,0.875,bicubic,-11.606,-7.182,-1 -res2net50_26w_8s,67.600,32.400,87.150,12.850,48.40,224,0.875,bilinear,-11.530,-7.254,+3 -dla169,67.560,32.440,87.570,12.430,53.39,224,0.875,bilinear,-11.172,-6.764,+18 -resnetblur50,67.550,32.450,87.440,12.560,25.56,224,0.875,bicubic,-11.712,-7.182,-9 -hrnet_w44,67.550,32.450,87.570,12.430,67.06,224,0.875,bilinear,-11.336,-6.840,+11 -dpn68b,67.540,32.460,87.430,12.570,12.61,224,0.875,bicubic,-11.600,-6.994,-2 -gluon_inception_v3,67.540,32.460,87.150,12.850,23.83,299,0.875,bicubic,-11.290,-7.248,+11 -resnetv2_50x1_bitm,67.500,32.500,89.040,10.960,25.55,480,1.000,bilinear,-12.652,-6.604,-48 -resnet50,67.460,32.540,87.510,12.490,25.56,224,0.875,bicubic,-11.544,-6.882,+2 -xception,67.440,32.560,87.560,12.440,22.86,299,0.897,bicubic,-11.588,-6.810,0 -tf_efficientnet_b1_ap,67.430,32.570,87.520,12.480,7.79,240,0.882,bicubic,-11.860,-6.806,-17 -tf_efficientnet_cc_b1_8e,67.410,32.590,87.270,12.730,39.72,240,0.882,bicubic,-11.878,-7.088,-17 -gluon_resnet101_v1c,67.400,32.600,87.120,12.880,44.57,224,0.875,bicubic,-12.150,-7.522,-27 -dpn92,67.390,32.610,87.300,12.700,37.67,224,0.875,bicubic,-12.644,-7.518,-52 -gluon_resnet101_v1b,67.380,32.620,86.960,13.040,44.55,224,0.875,bicubic,-11.980,-7.548,-24 -hrnet_w40,67.340,32.660,87.230,12.770,57.56,224,0.875,bilinear,-11.566,-7.204,-2 -xception41,67.340,32.660,87.190,12.810,26.97,299,0.903,bicubic,-11.156,-7.066,+12 -res2net101_26w_4s,67.330,32.670,87.240,12.760,45.21,224,0.875,bilinear,-11.790,-7.192,-12 -efficientnet_b1,67.280,32.720,87.040,12.960,7.79,240,0.875,bicubic,-11.324,-7.054,+4 -regnetx_032,67.090,32.910,87.050,12.950,15.30,224,0.875,bicubic,-11.058,-7.016,+20 -dla60_res2net,67.080,32.920,87.020,12.980,20.85,224,0.875,bilinear,-11.442,-7.232,+6 -dla102x,67.080,32.920,86.730,13.270,26.31,224,0.875,bilinear,-11.448,-7.476,+4 -resnest26d,67.080,32.920,87.100,12.900,17.07,224,0.875,bilinear,-11.360,-7.196,+9 -tv_resnet152,67.050,32.950,87.430,12.570,60.19,224,0.875,bilinear,-11.200,-6.552,+13 -dla60x,67.040,32.960,87.200,12.800,17.35,224,0.875,bilinear,-11.186,-6.788,+13 -legacy_seresnet101,67.040,32.960,87.120,12.880,49.33,224,0.875,bilinear,-11.380,-7.054,+8 -mixnet_l,66.980,33.020,86.880,13.120,7.33,224,0.875,bicubic,-11.952,-7.304,-15 -gluon_resnet50_v1s,66.950,33.050,86.710,13.290,25.68,224,0.875,bicubic,-11.838,-7.530,-8 -repvgg_b2,66.910,33.090,87.160,12.840,89.02,224,0.875,bilinear,-11.972,-7.186,-13 -hrnet_w30,66.870,33.130,86.780,13.220,37.71,224,0.875,bilinear,-11.264,-7.412,+11 -res2net50_26w_6s,66.860,33.140,86.830,13.170,37.05,224,0.875,bilinear,-11.744,-7.334,-7 -tf_efficientnet_b1,66.860,33.140,86.940,13.060,7.79,240,0.882,bicubic,-11.972,-7.266,-15 -repvgg_b1,66.750,33.250,86.560,13.440,57.42,224,0.875,bilinear,-11.692,-7.598,-3 -efficientnet_es,66.750,33.250,86.640,13.360,5.44,224,0.875,bicubic,-11.282,-7.260,+12 -dla60_res2next,66.740,33.260,87.030,12.970,17.03,224,0.875,bilinear,-11.582,-7.160,0 -gluon_resnet50_v1c,66.680,33.320,86.120,13.880,25.58,224,0.875,bicubic,-11.246,-7.886,+11 -hrnet_w32,66.680,33.320,87.370,12.630,41.23,224,0.875,bilinear,-11.744,-6.832,-4 -wide_resnet101_2,66.660,33.340,87.060,12.940,126.89,224,0.875,bilinear,-12.250,-7.284,-25 -regnetx_040,66.620,33.380,86.550,13.450,22.12,224,0.875,bicubic,-11.874,-7.720,-9 -tf_mixnet_l,66.550,33.450,86.530,13.470,7.33,224,0.875,bicubic,-12.252,-7.524,-21 -dla102,66.530,33.470,86.920,13.080,33.27,224,0.875,bilinear,-11.524,-6.998,+3 -selecsls60,66.530,33.470,86.400,13.600,30.67,224,0.875,bicubic,-11.384,-7.422,+7 -selecsls60b,66.440,33.560,86.500,13.500,32.77,224,0.875,bicubic,-12.056,-7.692,-15 -adv_inception_v3,66.420,33.580,86.370,13.630,23.83,299,0.875,bicubic,-11.142,-7.316,+15 -tf_inception_v3,66.380,33.620,86.540,13.460,23.83,299,0.875,bicubic,-11.424,-7.184,+8 -efficientnet_b0,66.150,33.850,86.160,13.840,5.29,224,0.875,bicubic,-11.460,-7.404,+12 -legacy_seresnet50,66.140,33.860,86.220,13.780,28.09,224,0.875,bilinear,-11.472,-7.576,+10 -tf_efficientnet_cc_b0_8e,66.130,33.870,86.070,13.930,24.01,224,0.875,bicubic,-11.796,-7.528,0 -regnety_016,66.070,33.930,86.320,13.680,11.20,224,0.875,bicubic,-11.734,-7.330,+5 -gluon_resnet50_v1b,66.010,33.990,86.370,13.630,25.56,224,0.875,bicubic,-11.654,-7.304,+5 -tf_efficientnet_em,65.960,34.040,86.240,13.760,6.90,240,0.882,bicubic,-12.200,-7.806,-12 -inception_v3,65.940,34.060,86.140,13.860,23.83,299,0.875,bicubic,-11.470,-7.334,+12 -efficientnet_b1_pruned,65.930,34.070,86.510,13.490,6.33,240,0.882,bicubic,-12.344,-7.298,-17 -res2net50_26w_4s,65.910,34.090,86.570,13.430,25.70,224,0.875,bilinear,-12.056,-7.260,-8 -res2net50_14w_8s,65.890,34.110,86.180,13.820,25.06,224,0.875,bilinear,-12.228,-7.656,-13 -rexnet_100,65.880,34.120,86.530,13.470,4.80,224,0.875,bicubic,-12.006,-7.328,-6 -skresnet34,65.860,34.140,85.860,14.140,22.28,224,0.875,bicubic,-11.050,-7.412,+21 -seresnext26t_32x4d,65.790,34.210,85.730,14.270,16.81,224,0.875,bicubic,-12.040,-7.998,-6 -res2next50,65.780,34.220,85.730,14.270,24.67,224,0.875,bilinear,-12.300,-8.222,-16 -tv_resnext50_32x4d,65.780,34.220,85.940,14.060,25.03,224,0.875,bilinear,-11.848,-7.740,-4 -resnet34d,65.720,34.280,86.520,13.480,21.82,224,0.875,bicubic,-11.376,-6.904,+12 -vit_small_patch16_224,65.690,34.310,86.070,13.930,48.75,224,0.900,bicubic,-12.182,-7.322,-11 -tv_resnet101,65.680,34.320,86.120,13.880,44.55,224,0.875,bilinear,-11.634,-7.436,+5 -densenet161,65.660,34.340,86.480,13.520,28.68,224,0.875,bicubic,-11.678,-7.208,+1 -repvgg_b1g4,65.560,34.440,86.020,13.980,39.97,224,0.875,bilinear,-11.980,-7.774,-5 -tf_efficientnet_lite2,65.410,34.590,85.950,14.050,6.09,260,0.890,bicubic,-12.030,-7.812,-3 -selecsls42b,65.390,34.610,85.830,14.170,32.46,224,0.875,bicubic,-11.706,-7.562,+5 -seresnext26d_32x4d,65.370,34.630,85.930,14.070,16.81,224,0.875,bicubic,-12.148,-7.676,-6 -densenet201,65.360,34.640,85.620,14.380,20.01,224,0.875,bicubic,-11.960,-7.862,-2 -densenetblur121d,65.250,34.750,85.820,14.180,8.00,224,0.875,bicubic,-11.224,-7.276,+18 -res2net50_48w_2s,65.250,34.750,85.900,14.100,25.29,224,0.875,bilinear,-12.268,-7.682,-10 -gernet_s,65.200,34.800,85.430,14.570,8.17,224,0.875,bilinear,-11.674,-7.698,+7 -dla60,65.180,34.820,85.580,14.420,22.04,224,0.875,bilinear,-11.744,-7.710,+3 -ese_vovnet19b_dw,65.120,34.880,85.150,14.850,6.54,224,0.875,bicubic,-11.652,-8.126,+8 -tf_efficientnet_b0_ap,65.090,34.910,85.470,14.530,5.29,224,0.875,bicubic,-11.982,-7.792,-1 -mobilenetv2_120d,64.970,35.030,85.820,14.180,5.83,224,0.875,bicubic,-12.358,-7.658,-10 -hrnet_w18,64.920,35.080,85.710,14.290,21.30,224,0.875,bilinear,-11.912,-7.694,+3 -tf_efficientnet_cc_b0_4e,64.910,35.090,85.040,14.960,13.31,224,0.875,bicubic,-12.386,-8.320,-9 -legacy_seresnext26_32x4d,64.770,35.230,85.560,14.440,16.79,224,0.875,bicubic,-12.346,-7.798,-8 -mixnet_m,64.700,35.300,85.460,14.540,5.01,224,0.875,bicubic,-12.476,-7.966,-10 -resnet26d,64.660,35.340,85.140,14.860,16.01,224,0.875,bicubic,-11.940,-8.048,+3 -tf_mixnet_m,64.510,35.490,85.030,14.970,5.01,224,0.875,bicubic,-12.454,-8.182,-7 -tf_efficientnet_lite1,64.490,35.510,85.610,14.390,5.42,240,0.882,bicubic,-12.138,-7.638,0 -densenet169,64.350,35.650,85.160,14.840,14.15,224,0.875,bicubic,-11.600,-7.834,+9 -regnetx_016,64.330,35.670,85.480,14.520,9.19,224,0.875,bicubic,-12.584,-7.892,-8 -repvgg_a2,64.260,35.740,85.240,14.760,28.21,224,0.875,bilinear,-12.228,-7.782,+1 -tf_efficientnet_b0,64.200,35.800,85.200,14.800,5.29,224,0.875,bicubic,-12.630,-8.072,-6 -dpn68,63.870,36.130,85.080,14.920,12.61,224,0.875,bicubic,-12.508,-7.898,+1 -mobilenetv2_140,63.850,36.150,84.840,15.160,6.11,224,0.875,bicubic,-12.688,-8.104,-3 -tf_efficientnet_es,63.830,36.170,84.600,15.400,5.44,224,0.875,bicubic,-12.732,-8.584,-5 -regnety_008,63.780,36.220,85.320,14.680,6.26,224,0.875,bicubic,-12.544,-7.780,-1 -mixnet_s,63.690,36.310,84.640,15.360,4.13,224,0.875,bicubic,-12.372,-8.186,-1 -densenet121,63.600,36.400,84.570,15.430,7.98,224,0.875,bicubic,-11.930,-8.046,+5 -resnet26,63.470,36.530,84.280,15.720,16.00,224,0.875,bicubic,-11.924,-8.304,+8 -tf_mixnet_s,63.450,36.550,84.240,15.760,4.13,224,0.875,bicubic,-12.208,-8.378,0 -mobilenetv3_large_100,63.320,36.680,84.090,15.910,5.48,224,0.875,bicubic,-12.390,-8.406,-2 -resnest14d,63.290,36.710,84.110,15.890,10.61,224,0.875,bilinear,-12.298,-8.378,-1 -tv_resnet50,63.280,36.720,84.660,15.340,25.56,224,0.875,bilinear,-12.732,-8.274,-6 -mobilenetv3_rw,63.090,36.910,84.400,15.600,5.48,224,0.875,bicubic,-12.452,-8.276,-2 -efficientnet_lite0,63.060,36.940,84.450,15.550,4.65,224,0.875,bicubic,-12.384,-8.094,0 -regnety_006,63.060,36.940,84.100,15.900,6.06,224,0.875,bicubic,-12.146,-8.460,+3 -semnasnet_100,63.060,36.940,84.300,15.700,3.89,224,0.875,bicubic,-12.366,-8.248,-1 -resnet34,62.890,37.110,84.110,15.890,21.80,224,0.875,bilinear,-12.206,-8.136,+3 -legacy_seresnet34,62.800,37.200,84.120,15.880,21.96,224,0.875,bilinear,-12.112,-8.044,+6 -hrnet_w18_small_v2,62.770,37.230,83.950,16.050,15.60,224,0.875,bilinear,-12.394,-8.480,0 -vit_deit_tiny_distilled_patch16_224,62.770,37.230,83.830,16.170,5.91,224,0.900,bicubic,-11.724,-8.054,+10 -regnetx_008,62.760,37.240,83.970,16.030,7.26,224,0.875,bicubic,-12.266,-8.362,+2 -repvgg_b0,62.670,37.330,83.880,16.120,15.82,224,0.875,bilinear,-12.544,-8.574,-5 -mobilenetv2_110d,62.650,37.350,84.500,15.500,4.52,224,0.875,bicubic,-12.398,-7.632,-1 -tv_densenet121,62.610,37.390,83.880,16.120,7.98,224,0.875,bicubic,-12.136,-8.250,+2 -dla34,62.580,37.420,83.880,16.120,15.74,224,0.875,bilinear,-12.056,-8.242,+3 -swsl_resnet18,62.560,37.440,84.420,15.580,11.69,224,0.875,bilinear,-10.758,-7.332,+11 -gluon_resnet34_v1b,62.460,37.540,83.880,16.120,21.80,224,0.875,bicubic,-12.036,-8.128,+2 -tf_mobilenetv3_large_100,62.400,37.600,83.900,16.100,5.48,224,0.875,bilinear,-13.120,-8.650,-15 -tf_efficientnet_lite0,62.330,37.670,84.100,15.900,4.65,224,0.875,bicubic,-12.538,-8.030,-4 -fbnetc_100,62.160,37.840,83.400,16.600,5.57,224,0.875,bilinear,-12.922,-8.954,-9 -regnety_004,62.070,37.930,83.490,16.510,4.34,224,0.875,bicubic,-11.872,-8.264,+3 -vgg19_bn,61.870,38.130,83.400,16.600,143.68,224,0.875,bilinear,-12.346,-8.448,-1 -mnasnet_100,61.790,38.210,83.780,16.220,4.38,224,0.875,bicubic,-12.902,-8.360,-6 -ssl_resnet18,61.400,38.600,83.310,16.690,11.69,224,0.875,bilinear,-11.092,-8.132,+8 -regnetx_006,61.280,38.720,83.120,16.880,6.20,224,0.875,bicubic,-12.682,-8.564,-2 -spnasnet_100,61.200,38.800,82.740,17.260,4.42,224,0.875,bilinear,-12.920,-9.142,-4 -tv_resnet34,61.010,38.990,82.640,17.360,21.80,224,0.875,bilinear,-12.256,-8.790,+1 -skresnet18,60.850,39.150,82.840,17.160,11.96,224,0.875,bicubic,-12.150,-8.316,+1 -vgg16_bn,60.690,39.310,83.060,16.940,138.37,224,0.875,bilinear,-12.786,-8.476,-4 -tf_mobilenetv3_large_075,60.370,39.630,81.710,18.290,3.99,224,0.875,bilinear,-13.002,-9.694,-4 -mobilenetv2_100,60.160,39.840,82.140,17.860,3.50,224,0.875,bicubic,-12.796,-8.902,-1 -resnet18d,59.830,40.170,82.380,17.620,11.71,224,0.875,bicubic,-12.550,-8.330,+1 -legacy_seresnet18,59.700,40.300,81.630,18.370,11.78,224,0.875,bicubic,-12.052,-8.678,+5 -vit_deit_tiny_patch16_224,59.700,40.300,82.730,17.270,5.72,224,0.900,bicubic,-12.496,-8.362,+3 -vgg19,59.570,40.430,81.360,18.640,143.67,224,0.875,bilinear,-12.790,-9.490,-1 -regnetx_004,59.540,40.460,81.730,18.270,5.16,224,0.875,bicubic,-12.996,-9.112,-5 -vgg13_bn,59.080,40.920,81.080,18.920,133.05,224,0.875,bilinear,-12.538,-9.280,+3 -hrnet_w18_small,58.980,41.020,81.260,18.740,13.19,224,0.875,bilinear,-13.296,-9.326,-3 -tf_mobilenetv3_large_minimal_100,58.980,41.020,80.980,19.020,3.92,224,0.875,bilinear,-13.248,-9.702,-3 -vgg16,58.550,41.450,81.580,18.420,138.36,224,0.875,bilinear,-13.078,-8.788,-1 -gluon_resnet18_v1b,58.210,41.790,81.080,18.920,11.69,224,0.875,bicubic,-12.712,-8.690,0 -resnet18,57.100,42.900,80.100,19.900,11.69,224,0.875,bilinear,-12.544,-8.882,+3 -vgg13,57.100,42.900,79.600,20.400,133.05,224,0.875,bilinear,-12.884,-9.706,+1 -vgg11_bn,57.050,42.950,79.830,20.170,132.87,224,0.875,bilinear,-13.358,-9.894,-2 -regnety_002,56.910,43.090,79.870,20.130,3.16,224,0.875,bicubic,-13.416,-9.686,-2 -dla60x_c,56.170,43.830,78.880,21.120,1.32,224,0.875,bilinear,-11.782,-9.558,+2 -regnetx_002,55.900,44.100,79.140,20.860,2.68,224,0.875,bicubic,-12.930,-9.370,0 -vgg11,55.800,44.200,78.650,21.350,132.86,224,0.875,bilinear,-13.072,-10.008,-2 -tf_mobilenetv3_small_100,54.360,45.640,77.000,23.000,2.54,224,0.875,bilinear,-13.516,-10.682,0 -dla46x_c,53.030,46.970,76.730,23.270,1.07,224,0.875,bilinear,-12.900,-10.274,0 -tf_mobilenetv3_small_075,52.220,47.780,75.460,24.540,2.04,224,0.875,bilinear,-13.512,-10.708,0 -dla46_c,51.980,48.020,75.560,24.440,1.30,224,0.875,bilinear,-12.950,-10.748,0 -tf_mobilenetv3_small_minimal_100,49.370,50.630,72.840,27.160,2.04,224,0.875,bilinear,-13.374,-11.540,0 +tf_efficientnet_l2_ns_475,80.460,19.540,95.730,4.270,480.31,475,0.936,bicubic,-7.774,-2.816,+1 +tf_efficientnet_l2_ns,80.250,19.750,95.840,4.160,480.31,800,0.960,bicubic,-8.102,-2.810,-1 +tf_efficientnet_b7_ns,78.510,21.490,94.380,5.620,66.35,600,0.949,bicubic,-8.330,-3.714,+1 +tf_efficientnet_b6_ns,77.280,22.720,93.890,6.110,43.04,528,0.942,bicubic,-9.172,-3.992,+1 +swin_large_patch4_window12_384,77.040,22.960,93.750,6.250,196.74,384,1.000,bicubic,-10.108,-4.484,-2 +ig_resnext101_32x48d,76.870,23.130,93.310,6.690,828.41,224,0.875,bilinear,-8.558,-4.262,+7 +ig_resnext101_32x32d,76.840,23.160,93.200,6.800,468.53,224,0.875,bilinear,-8.254,-4.238,+14 +tf_efficientnet_b5_ns,76.810,23.190,93.580,6.420,30.39,456,0.934,bicubic,-9.278,-4.172,+1 +swin_base_patch4_window12_384,76.280,23.720,93.320,6.680,87.90,384,1.000,bicubic,-10.152,-4.738,-3 +swin_large_patch4_window7_224,76.270,23.730,93.420,6.580,196.53,224,0.900,bicubic,-10.050,-4.476,-3 +dm_nfnet_f6,76.180,23.820,93.220,6.780,438.36,576,0.956,bicubic,-10.116,-4.524,-3 +tf_efficientnet_b7_ap,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+8 +tf_efficientnet_b8_ap,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.280,-4.564,+3 +dm_nfnet_f4,75.750,24.250,92.790,7.210,316.07,512,0.951,bicubic,-9.908,-4.720,-3 +ig_resnext101_32x16d,75.720,24.280,92.910,7.090,194.03,224,0.875,bilinear,-8.450,-4.286,+21 +tf_efficientnet_b4_ns,75.670,24.330,93.050,6.950,19.34,380,0.922,bicubic,-9.492,-4.420,+2 +vit_base_r50_s16_384,75.590,24.410,92.790,7.210,98.95,384,1.000,bicubic,-9.382,-4.498,+7 +vit_deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-4 +swsl_resnext101_32x8d,75.430,24.570,92.760,7.240,88.79,224,0.875,bilinear,-8.854,-4.416,+14 +dm_nfnet_f3,75.410,24.590,92.830,7.170,254.92,416,0.940,bicubic,-10.150,-4.576,-8 +tf_efficientnet_b6_ap,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,+6 +vit_large_patch16_384,75.150,24.850,92.660,7.340,304.72,384,1.000,bicubic,-10.008,-4.696,-3 +ecaresnet269d,75.120,24.880,92.840,7.160,102.09,352,1.000,bicubic,-9.856,-4.386,0 +tf_efficientnet_b8,74.940,25.060,92.310,7.690,87.41,672,0.954,bicubic,-10.430,-5.080,-9 +dm_nfnet_f5,74.790,25.210,92.460,7.540,377.21,544,0.954,bicubic,-10.924,-4.982,-15 +tf_efficientnet_b7,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.216,-4.984,-1 +tf_efficientnet_b5_ap,74.600,25.400,91.990,8.010,30.39,456,0.934,bicubic,-9.652,-4.984,+7 +swin_base_patch4_window7_224,74.570,25.430,92.560,7.440,87.77,224,0.900,bicubic,-10.682,-5.002,-11 +seresnet152d,74.510,25.490,92.080,7.920,66.84,320,1.000,bicubic,-9.852,-4.960,+3 +resnest200e,74.480,25.520,91.860,8.140,70.20,320,0.909,bicubic,-9.352,-5.034,+12 +dm_nfnet_f2,74.450,25.550,92.230,7.770,193.78,352,0.920,bicubic,-10.540,-4.914,-9 +dm_nfnet_f1,74.400,25.600,92.350,7.650,132.63,320,0.910,bicubic,-10.204,-4.718,-4 +resnest269e,74.170,25.830,91.950,8.050,110.93,416,0.928,bicubic,-10.348,-5.036,-4 +pit_b_distilled_224,74.160,25.840,91.680,8.320,74.79,224,0.900,bicubic,-9.984,-5.176,+3 +swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.090,-4.770,+16 +vit_base_patch16_384,74.130,25.870,92.360,7.640,86.86,384,1.000,bicubic,-10.080,-4.858,-1 +eca_nfnet_l1,74.060,25.940,92.120,7.880,41.41,320,1.000,bicubic,-9.948,-4.908,+3 +swsl_resnext101_32x16d,74.020,25.980,92.160,7.840,194.03,224,0.875,bilinear,-9.326,-4.686,+10 +resnetv2_152x4_bitm,74.000,26.000,92.340,7.660,936.53,480,1.000,bilinear,-10.932,-5.096,-13 +tf_efficientnet_b6,73.900,26.100,91.750,8.250,43.04,528,0.942,bicubic,-10.210,-5.136,-2 +tf_efficientnet_b3_ns,73.890,26.110,91.870,8.130,12.23,300,0.904,bicubic,-10.158,-5.040,-2 +resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.282,-5.254,-1 +ig_resnext101_32x8d,73.650,26.350,92.190,7.810,88.79,224,0.875,bilinear,-9.038,-4.446,+19 +resnetv2_152x2_bitm,73.630,26.370,92.590,7.410,236.34,480,1.000,bilinear,-10.810,-4.856,-14 +tf_efficientnet_b5,73.550,26.450,91.460,8.540,30.39,456,0.934,bicubic,-10.262,-5.288,-2 +resnetv2_101x3_bitm,73.530,26.470,92.570,7.430,387.93,480,1.000,bilinear,-10.864,-4.792,-15 +resnet152d,73.520,26.480,91.230,8.770,60.21,320,1.000,bicubic,-10.160,-5.508,-1 +regnety_160,73.360,26.640,91.690,8.310,83.59,288,1.000,bicubic,-10.326,-5.086,-3 +vit_deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.148,-5.488,-2 +tf_efficientnet_b4_ap,72.890,27.110,90.980,9.020,19.34,380,0.922,bicubic,-10.358,-5.412,0 +dm_nfnet_f0,72.790,27.210,91.040,8.960,71.49,256,0.900,bicubic,-10.552,-5.520,-2 +regnety_032,72.770,27.230,90.950,9.050,19.44,288,1.000,bicubic,-9.954,-5.474,+9 +pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.530,+5 +nfnet_l0,72.610,27.390,91.010,8.990,35.07,288,1.000,bicubic,-10.150,-5.488,+7 +resnest101e,72.570,27.430,90.820,9.180,48.28,256,0.875,bilinear,-10.320,-5.500,+3 +swsl_resnext50_32x4d,72.560,27.440,90.870,9.130,25.03,224,0.875,bilinear,-9.622,-5.360,+15 +tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.500,-5.864,-2 +vit_deit_base_patch16_384,72.530,27.470,90.250,9.750,86.86,384,1.000,bicubic,-10.576,-6.122,-5 +resnet101d,72.410,27.590,90.650,9.350,44.57,320,1.000,bicubic,-10.612,-5.796,-3 +tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.732,-5.710,-3 +tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.100,-5.158,+5 +vit_large_patch16_224,72.250,27.750,90.990,9.010,304.33,224,0.900,bicubic,-10.812,-5.448,-8 +nasnetalarge,72.230,27.770,90.470,9.530,88.75,331,0.911,bicubic,-10.390,-5.576,0 +resnetv2_50x3_bitm,72.180,27.820,91.790,8.210,217.32,480,1.000,bilinear,-11.604,-5.316,-20 +eca_nfnet_l0,71.850,28.150,91.130,8.870,24.14,288,1.000,bicubic,-10.738,-5.344,-1 +swin_small_patch4_window7_224,71.740,28.260,90.240,9.760,49.61,224,0.900,bicubic,-11.472,-6.082,-14 +pit_b_224,71.700,28.300,89.250,10.750,73.76,224,0.900,bicubic,-10.746,-6.460,-2 +swsl_resnet50,71.700,28.300,90.500,9.500,25.56,224,0.875,bilinear,-9.466,-5.472,+31 +tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.394,-6.306,+6 +efficientnet_v2s,71.610,28.390,90.200,9.800,23.94,224,1.000,bicubic,-10.460,-5.754,+4 +tresnet_l_448,71.600,28.400,90.050,9.950,55.99,448,0.875,bilinear,-10.668,-5.926,-3 +ssl_resnext101_32x8d,71.500,28.500,90.460,9.540,88.79,224,0.875,bilinear,-10.116,-5.578,+13 +ecaresnet101d,71.490,28.510,90.330,9.670,44.57,224,0.875,bicubic,-10.682,-5.716,-1 +efficientnet_b3a,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.762,-6.054,-5 +efficientnet_b3,71.460,28.540,90.090,9.910,12.23,300,0.904,bicubic,-10.616,-5.930,-2 +ssl_resnext101_32x16d,71.410,28.590,90.560,9.440,194.03,224,0.875,bilinear,-10.434,-5.536,+2 +pit_s_distilled_224,71.380,28.620,89.780,10.220,24.04,224,0.900,bicubic,-10.616,-6.018,0 +vit_base_patch16_224,71.330,28.670,90.460,9.540,86.57,224,0.900,bicubic,-10.456,-5.662,+2 +ecaresnet50t,71.280,28.720,90.420,9.580,25.57,320,0.950,bicubic,-11.066,-5.718,-12 +vit_base_patch32_384,71.180,28.820,90.630,9.370,88.30,384,1.000,bicubic,-10.472,-5.498,+2 +vit_deit_base_patch16_224,71.170,28.830,89.200,10.800,86.57,224,0.900,bicubic,-10.828,-6.534,-5 +tresnet_m_448,70.990,29.010,88.680,11.320,31.39,448,0.875,bilinear,-10.724,-6.892,-1 +resnest50d_4s2x40d,70.950,29.050,89.710,10.290,30.42,224,0.875,bicubic,-10.158,-5.848,+17 +wide_resnet50_2,70.950,29.050,89.230,10.770,68.88,224,0.875,bicubic,-10.506,-6.302,+6 +tnt_s_patch16_224,70.930,29.070,89.600,10.400,23.76,224,0.900,bicubic,-10.588,-6.148,+2 +tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.902,-6.194,-7 +tf_efficientnet_b1_ns,70.870,29.130,90.120,9.880,7.79,240,0.882,bicubic,-10.518,-5.618,+4 +vit_large_patch32_384,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.646,-5.522,0 +rexnet_200,70.840,29.160,89.700,10.300,16.37,224,0.875,bicubic,-10.792,-5.968,-5 +tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.650,-5.994,-1 +resnetv2_101x1_bitm,70.710,29.290,90.800,9.200,44.54,480,1.000,bilinear,-11.502,-5.672,-21 +tf_efficientnet_b3,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-9 +gluon_senet154,70.600,29.400,88.920,11.080,115.09,224,0.875,bicubic,-10.634,-6.428,+4 +ssl_resnext101_32x4d,70.530,29.470,89.760,10.240,44.18,224,0.875,bilinear,-10.394,-5.968,+11 +vit_deit_small_distilled_patch16_224,70.520,29.480,89.470,10.530,22.44,224,0.900,bicubic,-10.680,-5.908,+3 +legacy_senet154,70.500,29.500,89.010,10.990,115.09,224,0.875,bilinear,-10.810,-6.486,-1 +tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.106,-6.558,-12 +gluon_seresnext101_64x4d,70.430,29.570,89.350,10.650,88.23,224,0.875,bicubic,-10.464,-5.958,+10 +resnest50d,70.410,29.590,88.760,11.240,27.48,224,0.875,bilinear,-10.564,-6.618,+5 +resnest50d_1s4x24d,70.400,29.600,89.220,10.780,25.68,224,0.875,bicubic,-10.588,-6.102,+3 +seresnext50_32x4d,70.400,29.600,89.110,10.890,27.56,224,0.875,bicubic,-10.866,-6.510,-5 +gernet_l,70.350,29.650,88.980,11.020,31.08,256,0.875,bilinear,-11.004,-6.556,-9 +gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.726,-6.562,-1 +repvgg_b3,70.250,29.750,88.730,11.270,123.09,224,0.875,bilinear,-10.242,-6.530,+14 +ecaresnet101d_pruned,70.130,29.870,89.590,10.410,24.88,224,0.875,bicubic,-10.686,-6.038,+4 +efficientnet_el,70.120,29.880,89.290,10.710,10.59,300,0.904,bicubic,-11.196,-6.236,-12 +inception_resnet_v2,70.120,29.880,88.700,11.300,55.84,299,0.897,bicubic,-10.338,-6.606,+15 +gluon_seresnext101_32x4d,70.010,29.990,88.900,11.100,48.96,224,0.875,bicubic,-10.894,-6.394,-2 +regnety_320,70.000,30.000,88.890,11.110,145.05,224,0.875,bicubic,-10.812,-6.354,+1 +gluon_resnet152_v1d,69.960,30.040,88.490,11.510,60.21,224,0.875,bicubic,-10.514,-6.716,+10 +pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.204,-6.402,-10 +ecaresnet50d,69.840,30.160,89.400,10.600,25.58,224,0.875,bicubic,-10.752,-5.920,+4 +ssl_resnext50_32x4d,69.710,30.290,89.440,10.560,25.03,224,0.875,bilinear,-10.608,-5.966,+14 +gluon_resnext101_64x4d,69.680,30.320,88.270,11.730,83.46,224,0.875,bicubic,-10.924,-6.718,+1 +tresnet_m,69.660,30.340,87.990,12.010,31.39,224,0.875,bilinear,-11.142,-6.870,-4 +efficientnet_b3_pruned,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.278,-6.262,-8 +nf_resnet50,69.580,30.420,88.730,11.270,25.56,288,0.940,bicubic,-11.114,-6.626,-4 +gernet_m,69.530,30.470,88.690,11.310,21.14,224,0.875,bilinear,-11.202,-6.494,-6 +repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.692,-6.660,+15 +efficientnet_el_pruned,69.520,30.480,88.930,11.070,10.59,300,0.904,bicubic,-10.780,-6.288,+11 +ens_adv_inception_resnet_v2,69.520,30.480,88.510,11.490,55.84,299,0.897,bicubic,-10.462,-6.426,+25 +efficientnet_b2a,69.500,30.500,88.680,11.320,9.11,288,1.000,bicubic,-11.112,-6.638,-8 +rexnet_150,69.470,30.530,88.980,11.020,9.73,224,0.875,bicubic,-10.840,-6.186,+5 +swin_tiny_patch4_window7_224,69.450,30.550,89.020,10.980,28.29,224,0.900,bicubic,-11.928,-6.520,-32 +regnetx_320,69.440,30.560,88.270,11.730,107.81,224,0.875,bicubic,-10.806,-6.756,+9 +inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.188,+12 +legacy_seresnext101_32x4d,69.360,30.640,88.070,11.930,48.96,224,0.875,bilinear,-10.868,-6.948,+8 +ecaresnetlight,69.340,30.660,89.220,10.780,30.16,224,0.875,bicubic,-11.122,-6.030,-7 +resnet50d,69.330,30.670,88.220,11.780,25.58,224,0.875,bicubic,-11.200,-6.940,-12 +xception71,69.320,30.680,88.260,11.740,42.34,299,0.903,bicubic,-10.554,-6.662,+20 +gluon_xception65,69.160,30.840,88.090,11.910,39.92,299,0.903,bicubic,-10.556,-6.770,+28 +gluon_resnet152_v1c,69.140,30.860,87.870,12.130,60.21,224,0.875,bicubic,-10.770,-6.970,+16 +mixnet_xl,69.100,30.900,88.310,11.690,11.90,224,0.875,bicubic,-11.376,-6.626,-14 +gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.404,-6.914,-11 +repvgg_b2g4,69.000,31.000,88.360,11.640,61.76,224,0.875,bilinear,-10.366,-6.328,+35 +seresnet50,68.980,31.020,88.710,11.290,28.09,224,0.875,bicubic,-11.294,-6.360,-4 +xception65,68.980,31.020,88.480,11.520,39.92,299,0.903,bicubic,-10.572,-6.174,+28 +efficientnet_b2,68.970,31.030,88.630,11.370,9.11,260,0.875,bicubic,-11.422,-6.446,-14 +gluon_resnext101_32x4d,68.960,31.040,88.360,11.640,44.18,224,0.875,bicubic,-11.374,-6.566,-13 +tf_efficientnet_b2_ap,68.920,31.080,88.350,11.650,9.11,260,0.890,bicubic,-11.380,-6.678,-9 +cspdarknet53,68.890,31.110,88.600,11.400,27.64,256,0.887,bilinear,-11.168,-6.484,+1 +regnety_120,68.850,31.150,88.330,11.670,51.82,224,0.875,bicubic,-11.516,-6.796,-17 +gluon_resnet152_v1b,68.820,31.180,87.710,12.290,60.19,224,0.875,bicubic,-10.866,-7.026,+17 +dpn131,68.770,31.230,87.470,12.530,79.25,224,0.875,bicubic,-11.052,-7.240,+10 +cspresnext50,68.760,31.240,87.950,12.050,20.57,224,0.875,bilinear,-11.280,-6.994,-2 +tf_efficientnet_b2,68.750,31.250,87.990,12.010,9.11,260,0.890,bicubic,-11.336,-6.918,-5 +resnext50d_32x4d,68.740,31.260,88.300,11.700,25.05,224,0.875,bicubic,-10.936,-6.566,+14 +vit_deit_small_patch16_224,68.720,31.280,88.200,11.800,22.05,224,0.900,bicubic,-11.136,-6.852,+4 +gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.592,-7.250,-20 +regnety_080,68.700,31.300,87.970,12.030,39.18,224,0.875,bicubic,-11.176,-6.860,-1 +dpn107,68.690,31.310,88.130,11.870,86.92,224,0.875,bicubic,-11.466,-6.512,-11 +gluon_seresnext50_32x4d,68.670,31.330,88.310,11.690,27.56,224,0.875,bicubic,-11.248,-6.512,-6 +hrnet_w64,68.640,31.360,88.050,11.950,128.06,224,0.875,bilinear,-10.834,-6.602,+15 +resnext50_32x4d,68.640,31.360,87.570,12.430,25.03,224,0.875,bicubic,-11.128,-7.028,+2 +dpn98,68.590,31.410,87.680,12.320,61.57,224,0.875,bicubic,-11.052,-6.918,+7 +regnetx_160,68.530,31.470,88.450,11.550,54.28,224,0.875,bicubic,-11.326,-6.380,-5 +cspresnet50,68.460,31.540,88.010,11.990,21.62,256,0.887,bilinear,-11.114,-6.702,+7 +rexnet_130,68.450,31.550,88.040,11.960,7.56,224,0.875,bicubic,-11.050,-6.642,+9 +regnety_064,68.420,31.580,88.080,11.920,30.58,224,0.875,bicubic,-11.302,-6.688,-3 +tf_efficientnet_el,68.420,31.580,88.210,11.790,10.59,300,0.904,bicubic,-11.830,-6.918,-28 +ecaresnet50d_pruned,68.420,31.580,88.370,11.630,19.94,224,0.875,bicubic,-11.296,-6.510,-1 +ssl_resnet50,68.410,31.590,88.560,11.440,25.56,224,0.875,bilinear,-10.812,-6.272,+20 +skresnext50_32x4d,68.350,31.650,87.570,12.430,27.48,224,0.875,bicubic,-11.806,-7.340,-24 +dla102x2,68.330,31.670,87.890,12.110,41.28,224,0.875,bilinear,-11.118,-6.750,+5 +efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.756,-18 +gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.044,-7.126,+5 +ecaresnet26t,68.230,31.770,88.790,11.210,16.01,320,0.950,bicubic,-11.624,-6.294,-14 +tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.590,-7.174,-13 +ese_vovnet39b,68.210,31.790,88.250,11.750,24.57,224,0.875,bicubic,-11.110,-6.462,+3 +regnetx_120,68.150,31.850,87.660,12.340,46.11,224,0.875,bicubic,-11.446,-7.078,-7 +pit_xs_distilled_224,68.020,31.980,87.720,12.280,11.00,224,0.900,bicubic,-11.286,-6.644,+6 +dpn92,67.990,32.010,87.580,12.420,37.67,224,0.875,bicubic,-12.018,-7.258,-28 +nf_regnet_b1,67.980,32.020,88.180,11.820,10.22,288,0.900,bicubic,-11.326,-6.568,+3 +gluon_resnet50_v1d,67.940,32.060,87.130,12.870,25.58,224,0.875,bicubic,-11.134,-7.340,+15 +regnetx_080,67.880,32.120,86.990,13.010,39.57,224,0.875,bicubic,-11.314,-7.570,+12 +resnext101_32x8d,67.860,32.140,87.490,12.510,88.79,224,0.875,bilinear,-11.448,-7.028,-3 +efficientnet_em,67.840,32.160,88.120,11.880,6.90,240,0.882,bicubic,-11.412,-6.674,+4 +legacy_seresnext50_32x4d,67.840,32.160,87.620,12.380,27.56,224,0.875,bilinear,-11.238,-6.816,+10 +hrnet_w48,67.770,32.230,87.420,12.580,77.47,224,0.875,bilinear,-11.530,-7.092,-1 +hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.156,-6.808,+15 +tf_efficientnet_b0_ns,67.710,32.290,88.070,11.930,5.29,224,0.875,bicubic,-10.948,-6.306,+24 +regnetx_064,67.680,32.320,87.520,12.480,26.21,224,0.875,bicubic,-11.392,-6.938,+8 +xception,67.650,32.350,87.570,12.430,22.86,299,0.897,bicubic,-11.402,-6.822,+8 +dpn68b,67.630,32.370,87.660,12.340,12.61,224,0.875,bicubic,-11.586,-6.754,0 +dla169,67.610,32.390,87.590,12.410,53.39,224,0.875,bilinear,-11.078,-6.746,+18 +gluon_inception_v3,67.590,32.410,87.470,12.530,23.83,299,0.875,bicubic,-11.216,-6.900,+12 +gluon_resnet101_v1c,67.580,32.420,87.180,12.820,44.57,224,0.875,bicubic,-11.954,-7.398,-21 +regnety_040,67.580,32.420,87.510,12.490,20.65,224,0.875,bicubic,-11.640,-7.146,-5 +res2net50_26w_8s,67.570,32.430,87.280,12.720,48.40,224,0.875,bilinear,-11.628,-7.088,-4 +hrnet_w40,67.560,32.440,87.140,12.860,57.56,224,0.875,bilinear,-11.360,-7.330,+4 +resnetv2_50x1_bitm,67.520,32.480,89.250,10.750,25.55,480,1.000,bilinear,-12.652,-6.376,-55 +tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.760,-6.546,-13 +legacy_seresnet152,67.520,32.480,87.390,12.610,66.82,224,0.875,bilinear,-11.140,-6.980,+13 +gluon_resnet101_v1b,67.460,32.540,87.240,12.760,44.55,224,0.875,bicubic,-11.846,-7.284,-19 +tf_efficientnet_cc_b1_8e,67.450,32.550,87.310,12.690,39.72,240,0.882,bicubic,-11.858,-7.060,-21 +res2net101_26w_4s,67.440,32.560,87.010,12.990,45.21,224,0.875,bilinear,-11.758,-7.422,-10 +resnet50,67.440,32.560,87.420,12.580,25.56,224,0.875,bicubic,-11.598,-6.970,-5 +resnetblur50,67.430,32.570,87.440,12.560,25.56,224,0.875,bicubic,-11.856,-7.198,-19 +regnetx_032,67.290,32.710,87.000,13.000,15.30,224,0.875,bicubic,-10.882,-7.088,+24 +xception41,67.250,32.750,87.200,12.800,26.97,299,0.903,bicubic,-11.266,-7.078,+7 +resnest26d,67.200,32.800,87.170,12.830,17.07,224,0.875,bilinear,-11.278,-7.128,+9 +efficientnet_b1,67.170,32.830,87.150,12.850,7.79,240,0.875,bicubic,-11.528,-6.994,0 +repvgg_b2,67.160,32.840,87.330,12.670,89.02,224,0.875,bilinear,-11.632,-7.084,-5 +legacy_seresnet101,67.160,32.840,87.060,12.940,49.33,224,0.875,bilinear,-11.222,-7.204,+12 +dla60x,67.100,32.900,87.190,12.810,17.35,224,0.875,bilinear,-11.146,-6.828,+13 +gluon_resnet50_v1s,67.060,32.940,86.860,13.140,25.68,224,0.875,bicubic,-11.650,-7.378,-5 +tv_resnet152,67.050,32.950,87.550,12.450,60.19,224,0.875,bilinear,-11.262,-6.488,+10 +dla60_res2net,67.020,32.980,87.160,12.840,20.85,224,0.875,bilinear,-11.444,-7.046,+3 +dla102x,67.010,32.990,86.770,13.230,26.31,224,0.875,bilinear,-11.500,-7.458,-1 +mixnet_l,66.940,33.060,86.910,13.090,7.33,224,0.875,bicubic,-12.036,-7.272,-17 +pit_xs_224,66.920,33.080,87.280,12.720,10.62,224,0.900,bicubic,-11.262,-6.888,+11 +res2net50_26w_6s,66.910,33.090,86.860,13.140,37.05,224,0.875,bilinear,-11.660,-7.264,-6 +repvgg_b1,66.900,33.100,86.780,13.220,57.42,224,0.875,bilinear,-11.466,-7.318,+3 +tf_efficientnet_b1,66.880,33.120,87.010,12.990,7.79,240,0.882,bicubic,-11.946,-7.188,-18 +efficientnet_es,66.880,33.120,86.730,13.270,5.44,224,0.875,bicubic,-11.186,-7.196,+13 +regnetx_040,66.840,33.160,86.730,13.270,22.12,224,0.875,bicubic,-11.642,-7.514,-7 +hrnet_w30,66.780,33.220,86.800,13.200,37.71,224,0.875,bilinear,-11.426,-7.422,+4 +tf_mixnet_l,66.780,33.220,86.470,13.530,7.33,224,0.875,bicubic,-11.994,-7.528,-18 +selecsls60b,66.760,33.240,86.530,13.470,32.77,224,0.875,bicubic,-11.652,-7.644,-5 +hrnet_w32,66.750,33.250,87.300,12.700,41.23,224,0.875,bilinear,-11.700,-6.886,-8 +wide_resnet101_2,66.730,33.270,87.030,12.970,126.89,224,0.875,bilinear,-12.126,-7.252,-25 +adv_inception_v3,66.650,33.350,86.540,13.460,23.83,299,0.875,bicubic,-10.932,-7.196,+22 +dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.800,-7.122,-10 +gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.452,-7.808,+5 +dla102,66.540,33.460,86.910,13.090,33.27,224,0.875,bilinear,-11.492,-7.036,+3 +tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.448,-6.756,+11 +hardcorenas_f,66.370,33.630,86.200,13.800,8.20,224,0.875,bilinear,-11.734,-7.602,-1 +efficientnet_b0,66.290,33.710,85.960,14.040,5.29,224,0.875,bicubic,-11.408,-7.572,+11 +legacy_seresnet50,66.250,33.750,86.330,13.670,28.09,224,0.875,bilinear,-11.380,-7.418,+11 +selecsls60,66.210,33.790,86.340,13.660,30.67,224,0.875,bicubic,-11.772,-7.488,+1 +tf_efficientnet_em,66.180,33.820,86.360,13.640,6.90,240,0.882,bicubic,-11.950,-7.684,-6 +tv_resnext50_32x4d,66.180,33.820,86.040,13.960,25.03,224,0.875,bilinear,-11.440,-7.656,+9 +tf_efficientnet_cc_b0_8e,66.170,33.830,86.240,13.760,24.01,224,0.875,bicubic,-11.738,-7.414,0 +inception_v3,66.160,33.840,86.320,13.680,23.83,299,0.875,bicubic,-11.278,-7.156,+14 +res2net50_26w_4s,66.140,33.860,86.600,13.400,25.70,224,0.875,bilinear,-11.824,-7.254,-3 +efficientnet_b1_pruned,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.146,-7.264,-16 +gluon_resnet50_v1b,66.070,33.930,86.260,13.740,25.56,224,0.875,bicubic,-11.510,-7.456,+8 +rexnet_100,66.070,33.930,86.490,13.510,4.80,224,0.875,bicubic,-11.788,-7.148,-2 +regnety_016,66.060,33.940,86.380,13.620,11.20,224,0.875,bicubic,-11.802,-7.340,-5 +res2net50_14w_8s,66.020,33.980,86.250,13.750,25.06,224,0.875,bilinear,-12.130,-7.598,-16 +seresnext26t_32x4d,65.880,34.120,85.680,14.320,16.81,224,0.875,bicubic,-12.106,-8.066,-11 +repvgg_b1g4,65.850,34.150,86.120,13.880,39.97,224,0.875,bilinear,-11.744,-7.706,+1 +res2next50,65.850,34.150,85.840,14.160,24.67,224,0.875,bilinear,-12.396,-8.052,-24 +densenet161,65.840,34.160,86.450,13.550,28.68,224,0.875,bicubic,-11.518,-7.188,+7 +hardcorenas_e,65.840,34.160,85.980,14.020,8.07,224,0.875,bilinear,-11.954,-7.714,-7 +resnet34d,65.780,34.220,86.710,13.290,21.82,224,0.875,bicubic,-11.336,-6.672,+11 +skresnet34,65.750,34.250,85.960,14.040,22.28,224,0.875,bicubic,-11.162,-7.362,+18 +vit_small_patch16_224,65.740,34.260,86.120,13.880,48.75,224,0.900,bicubic,-12.118,-7.750,-13 +tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.684,-7.560,+1 +hardcorenas_d,65.630,34.370,85.460,14.540,7.50,224,0.875,bilinear,-11.802,-8.024,-1 +selecsls42b,65.610,34.390,85.810,14.190,32.46,224,0.875,bicubic,-11.564,-7.580,+5 +tf_efficientnet_b0_ap,65.490,34.510,85.580,14.420,5.29,224,0.875,bicubic,-11.596,-7.676,+7 +seresnext26d_32x4d,65.410,34.590,85.970,14.030,16.81,224,0.875,bicubic,-12.192,-7.638,-11 +tf_efficientnet_lite2,65.380,34.620,85.990,14.010,6.09,260,0.890,bicubic,-12.088,-7.764,-7 +res2net50_48w_2s,65.350,34.650,85.960,14.040,25.29,224,0.875,bilinear,-12.172,-7.594,-9 +densenet201,65.290,34.710,85.690,14.310,20.01,224,0.875,bicubic,-11.996,-7.788,-3 +densenetblur121d,65.280,34.720,85.710,14.290,8.00,224,0.875,bicubic,-11.308,-7.482,+15 +dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.832,-7.558,+3 +ese_vovnet19b_dw,65.190,34.810,85.470,14.530,6.54,224,0.875,bicubic,-11.608,-7.798,+8 +tf_efficientnet_cc_b0_4e,65.150,34.850,85.160,14.840,13.31,224,0.875,bicubic,-12.156,-8.174,-8 +gernet_s,65.120,34.880,85.510,14.490,8.17,224,0.875,bilinear,-11.796,-7.622,+3 +legacy_seresnext26_32x4d,65.050,34.950,85.660,14.340,16.79,224,0.875,bicubic,-12.054,-7.656,-4 +mobilenetv2_120d,65.030,34.970,85.960,14.040,5.83,224,0.875,bicubic,-12.254,-7.532,-9 +hrnet_w18,64.920,35.080,85.740,14.260,21.30,224,0.875,bilinear,-11.838,-7.704,+4 +hardcorenas_c,64.860,35.140,85.250,14.750,5.52,224,0.875,bilinear,-12.194,-7.908,-5 +densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.146,-7.786,+15 +mixnet_m,64.700,35.300,85.450,14.550,5.01,224,0.875,bicubic,-12.560,-7.974,-12 +resnet26d,64.680,35.320,85.120,14.880,16.01,224,0.875,bicubic,-12.016,-8.030,+1 +repvgg_a2,64.450,35.550,85.130,14.870,28.21,224,0.875,bilinear,-12.010,-7.874,+6 +hardcorenas_b,64.420,35.580,84.870,15.130,5.18,224,0.875,bilinear,-12.118,-7.884,+3 +regnetx_016,64.380,35.620,85.470,14.530,9.19,224,0.875,bicubic,-12.570,-7.950,-9 +tf_efficientnet_lite1,64.380,35.620,85.470,14.530,5.42,240,0.882,bicubic,-12.262,-7.756,-2 +tf_efficientnet_b0,64.310,35.690,85.280,14.720,5.29,224,0.875,bicubic,-12.538,-7.948,-7 +tf_mixnet_m,64.270,35.730,85.090,14.910,5.01,224,0.875,bicubic,-12.672,-8.062,-11 +dpn68,64.230,35.770,85.180,14.820,12.61,224,0.875,bicubic,-12.088,-7.798,+1 +tf_efficientnet_es,64.230,35.770,84.740,15.260,5.44,224,0.875,bicubic,-12.364,-8.462,-5 +regnety_008,64.160,35.840,85.270,14.730,6.26,224,0.875,bicubic,-12.156,-7.796,0 +mobilenetv2_140,64.060,35.940,85.040,14.960,6.11,224,0.875,bicubic,-12.456,-7.956,-4 +densenet121,63.750,36.250,84.590,15.410,7.98,224,0.875,bicubic,-11.828,-8.062,+6 +hardcorenas_a,63.710,36.290,84.400,15.600,5.26,224,0.875,bilinear,-12.206,-8.114,0 +resnest14d,63.590,36.410,84.250,15.750,10.61,224,0.875,bilinear,-11.914,-8.268,+6 +tf_mixnet_s,63.560,36.440,84.270,15.730,4.13,224,0.875,bicubic,-12.090,-8.358,+1 +resnet26,63.470,36.530,84.260,15.740,16.00,224,0.875,bicubic,-11.822,-8.310,+7 +mixnet_s,63.390,36.610,84.740,15.260,4.13,224,0.875,bicubic,-12.602,-8.056,-5 +mobilenetv3_large_100,63.360,36.640,84.090,15.910,5.48,224,0.875,bicubic,-12.406,-8.452,-3 +efficientnet_es_pruned,63.330,36.670,84.950,15.050,5.44,224,0.875,bicubic,-11.670,-7.498,+12 +tv_resnet50,63.330,36.670,84.640,15.360,25.56,224,0.875,bilinear,-12.808,-8.224,-9 +efficientnet_lite0,63.240,36.760,84.440,15.560,4.65,224,0.875,bicubic,-12.244,-8.070,0 +mobilenetv3_rw,63.220,36.780,84.510,15.490,5.48,224,0.875,bicubic,-12.414,-8.198,-5 +pit_ti_distilled_224,63.150,36.850,83.960,16.040,5.10,224,0.900,bicubic,-11.380,-8.136,+15 +semnasnet_100,63.150,36.850,84.520,15.480,3.89,224,0.875,bicubic,-12.298,-8.084,-2 +regnety_006,63.110,36.890,84.250,15.750,6.06,224,0.875,bicubic,-12.136,-8.282,-1 +tv_densenet121,62.940,37.060,84.250,15.750,7.98,224,0.875,bicubic,-11.798,-7.900,+8 +resnet34,62.870,37.130,84.140,15.860,21.80,224,0.875,bilinear,-12.240,-8.144,+1 +legacy_seresnet34,62.850,37.150,84.210,15.790,21.96,224,0.875,bilinear,-11.958,-7.914,+5 +mobilenetv2_110d,62.830,37.170,84.500,15.500,4.52,224,0.875,bicubic,-12.206,-7.686,+1 +vit_deit_tiny_distilled_patch16_224,62.810,37.190,83.930,16.070,5.91,224,0.900,bicubic,-11.700,-7.960,+9 +hrnet_w18_small_v2,62.800,37.200,83.980,16.020,15.60,224,0.875,bilinear,-12.314,-8.436,-4 +swsl_resnet18,62.760,37.240,84.300,15.700,11.69,224,0.875,bilinear,-10.516,-7.434,+15 +repvgg_b0,62.720,37.280,83.860,16.140,15.82,224,0.875,bilinear,-12.432,-8.558,-8 +gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.018,-8.000,+3 +tf_efficientnet_lite0,62.550,37.450,84.220,15.780,4.65,224,0.875,bicubic,-12.280,-7.956,-3 +regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.548,-8.316,-7 +dla34,62.480,37.520,83.910,16.090,15.74,224,0.875,bilinear,-12.150,-8.168,-1 +tf_mobilenetv3_large_100,62.460,37.540,83.970,16.030,5.48,224,0.875,bilinear,-13.058,-8.636,-19 +fbnetc_100,62.440,37.560,83.380,16.620,5.57,224,0.875,bilinear,-12.684,-9.006,-13 +mnasnet_100,61.900,38.100,83.710,16.290,4.38,224,0.875,bicubic,-12.758,-8.404,-5 +regnety_004,61.870,38.130,83.430,16.570,4.34,224,0.875,bicubic,-12.164,-8.322,+1 +vgg19_bn,61.860,38.140,83.450,16.550,143.68,224,0.875,bilinear,-12.354,-8.392,-2 +ssl_resnet18,61.480,38.520,83.300,16.700,11.69,224,0.875,bilinear,-11.130,-8.116,+8 +regnetx_006,61.350,38.650,83.450,16.550,6.20,224,0.875,bicubic,-12.502,-8.222,-1 +spnasnet_100,61.220,38.780,82.790,17.210,4.42,224,0.875,bilinear,-12.864,-9.028,-4 +tv_resnet34,61.190,38.810,82.710,17.290,21.80,224,0.875,bilinear,-12.122,-8.716,0 +pit_ti_224,60.980,39.020,83.860,16.140,4.85,224,0.900,bicubic,-11.932,-7.542,+3 +skresnet18,60.860,39.140,82.880,17.120,11.96,224,0.875,bicubic,-12.178,-8.288,0 +vgg16_bn,60.760,39.240,82.950,17.050,138.37,224,0.875,bilinear,-12.590,-8.556,-4 +tf_mobilenetv3_large_075,60.400,39.600,81.950,18.050,3.99,224,0.875,bilinear,-13.038,-9.400,-6 +mobilenetv2_100,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.780,-8.776,-2 +resnet18d,60.160,39.840,82.300,17.700,11.71,224,0.875,bicubic,-12.100,-8.396,+3 +vit_deit_tiny_patch16_224,59.830,40.170,82.670,17.330,5.72,224,0.900,bicubic,-12.338,-8.448,+4 +legacy_seresnet18,59.800,40.200,81.690,18.310,11.78,224,0.875,bicubic,-11.942,-8.644,+4 +vgg19,59.710,40.290,81.450,18.550,143.67,224,0.875,bilinear,-12.658,-9.422,-2 +regnetx_004,59.410,40.590,81.690,18.310,5.16,224,0.875,bicubic,-12.986,-9.140,-4 +tf_mobilenetv3_large_minimal_100,59.070,40.930,81.150,18.850,3.92,224,0.875,bilinear,-13.178,-9.480,-1 +vgg13_bn,59.000,41.000,81.070,18.930,133.05,224,0.875,bilinear,-12.594,-9.306,+1 +hrnet_w18_small,58.950,41.050,81.340,18.660,13.19,224,0.875,bilinear,-13.394,-9.338,-5 +vgg16,58.830,41.170,81.660,18.340,138.36,224,0.875,bilinear,-12.764,-8.722,0 +gluon_resnet18_v1b,58.340,41.660,80.970,19.030,11.69,224,0.875,bicubic,-12.496,-8.792,0 +vgg11_bn,57.410,42.590,80.020,19.980,132.87,224,0.875,bilinear,-12.950,-9.782,0 +resnet18,57.170,42.830,80.200,19.800,11.69,224,0.875,bilinear,-12.578,-8.878,+2 +vgg13,57.150,42.850,79.540,20.460,133.05,224,0.875,bilinear,-12.776,-9.706,0 +regnety_002,57.000,43.000,79.840,20.160,3.16,224,0.875,bicubic,-13.252,-9.700,-2 +regnetx_002,56.050,43.950,79.210,20.790,2.68,224,0.875,bicubic,-12.712,-9.346,+1 +dla60x_c,56.000,44.000,78.930,21.070,1.32,224,0.875,bilinear,-11.892,-9.496,+2 +vgg11,55.800,44.200,78.830,21.170,132.86,224,0.875,bilinear,-13.224,-9.798,-2 +tf_mobilenetv3_small_100,54.530,45.470,77.060,22.940,2.54,224,0.875,bilinear,-13.392,-10.604,-1 +dla46x_c,53.050,46.950,76.870,23.130,1.07,224,0.875,bilinear,-12.920,-10.110,0 +tf_mobilenetv3_small_075,52.160,47.840,75.470,24.530,2.04,224,0.875,bilinear,-13.556,-10.660,0 +dla46_c,52.130,47.870,75.690,24.310,1.30,224,0.875,bilinear,-12.736,-10.602,0 +tf_mobilenetv3_small_minimal_100,49.500,50.500,73.050,26.950,2.04,224,0.875,bilinear,-13.406,-11.180,0 diff --git a/results/results-sketch.csv b/results/results-sketch.csv index a9622570..75f39d9f 100644 --- a/results/results-sketch.csv +++ b/results/results-sketch.csv @@ -1,313 +1,341 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -ig_resnext101_32x48d,58.850,41.150,81.080,18.920,828.41,224,0.875,bilinear,-26.652,-16.468,+9 -ig_resnext101_32x32d,58.429,41.571,80.371,19.629,468.53,224,0.875,bilinear,-26.717,-17.085,+14 -ig_resnext101_32x16d,57.663,42.337,79.882,20.118,194.03,224,0.875,bilinear,-26.505,-17.314,+29 -swsl_resnext101_32x16d,57.466,42.534,80.406,19.594,194.03,224,0.875,bilinear,-25.998,-16.460,+36 -swsl_resnext101_32x8d,56.460,43.540,78.936,21.064,88.79,224,0.875,bilinear,-27.872,-18.218,+24 -ig_resnext101_32x8d,54.918,45.082,77.531,22.468,88.79,224,0.875,bilinear,-27.742,-19.153,+46 -swsl_resnext101_32x4d,53.601,46.399,76.315,23.685,44.18,224,0.875,bilinear,-29.651,-20.453,+36 -tf_efficientnet_l2_ns_475,51.485,48.515,73.918,26.082,480.31,475,0.936,bicubic,-36.745,-24.628,-6 -swsl_resnext50_32x4d,50.396,49.604,73.356,26.644,25.03,224,0.875,bilinear,-31.790,-22.908,+50 -swsl_resnet50,49.547,50.453,72.352,27.648,25.56,224,0.875,bilinear,-31.577,-23.636,+74 -tf_efficientnet_b7_ns,47.784,52.216,69.644,30.356,66.35,600,0.949,bicubic,-39.046,-28.448,-8 -tf_efficientnet_b6_ns,47.773,52.227,69.966,30.034,43.04,528,0.942,bicubic,-38.689,-27.912,-8 -tf_efficientnet_l2_ns,47.598,52.402,69.978,30.022,480.31,800,0.960,bicubic,-40.738,-28.686,-12 -tf_efficientnet_b8_ap,45.778,54.222,67.893,32.107,87.41,672,0.954,bicubic,-39.606,-29.405,-1 -tf_efficientnet_b5_ns,45.595,54.405,67.852,32.148,30.39,456,0.934,bicubic,-40.477,-29.896,-9 -vit_base_resnet50_384,43.524,56.476,66.792,33.208,98.95,384,1.000,bicubic,-41.470,-30.502,+2 -tf_efficientnet_b4_ns,43.438,56.562,65.550,34.450,19.34,380,0.922,bicubic,-41.756,-31.950,-3 -vit_large_patch16_384,43.253,56.747,66.453,33.547,304.72,384,1.000,bicubic,-41.917,-30.891,-3 -tf_efficientnet_b8,42.492,57.508,64.876,35.123,87.41,672,0.954,bicubic,-42.892,-32.524,-7 -dm_nfnet_f6,41.600,58.400,63.181,36.819,438.36,576,0.956,bicubic,-44.706,-34.561,-15 -tf_efficientnet_b7_ap,41.451,58.549,62.894,37.106,66.35,600,0.949,bicubic,-43.673,-34.362,-4 -tf_efficientnet_b7,41.449,58.551,63.037,36.963,66.35,600,0.949,bicubic,-43.487,-34.171,-2 -tf_efficientnet_b5_ap,41.384,58.616,62.051,37.949,30.39,456,0.934,bicubic,-42.876,-34.923,+7 -resnetv2_152x4_bitm,41.247,58.753,64.248,35.752,936.53,480,1.000,bilinear,-43.669,-33.196,-2 -tf_efficientnet_b6_ap,41.097,58.903,62.363,37.637,43.04,528,0.942,bicubic,-43.693,-34.773,-2 -dm_nfnet_f5,41.009,58.991,61.927,38.073,377.21,544,0.954,bicubic,-44.711,-35.509,-18 -dm_nfnet_f3,40.875,59.125,62.008,37.992,254.92,416,0.940,bicubic,-44.707,-35.383,-18 -vit_large_patch16_224,40.681,59.319,63.546,36.454,304.33,224,0.900,bicubic,-42.379,-32.878,+18 -tf_efficientnet_b4_ap,40.533,59.467,61.673,38.327,19.34,380,0.922,bicubic,-42.691,-34.693,+15 -tf_efficientnet_b3_ns,39.675,60.325,61.473,38.527,12.23,300,0.904,bicubic,-44.337,-35.437,+4 -ecaresnet269d,39.594,60.406,60.308,39.692,102.09,352,1.000,bicubic,-45.332,-36.928,-10 -dm_nfnet_f4,39.439,60.561,60.410,39.590,316.07,512,0.951,bicubic,-46.287,-37.108,-25 -tf_efficientnet_b5,38.346,61.654,59.934,40.066,30.39,456,0.934,bicubic,-45.474,-36.826,+4 -vit_deit_base_distilled_patch16_384,38.244,61.756,57.853,42.147,87.63,384,1.000,bicubic,-47.178,-39.481,-23 -vit_base_patch16_384,38.142,61.858,60.439,39.561,86.86,384,1.000,bicubic,-46.070,-36.777,-4 -resnet152d,37.859,62.141,58.388,41.612,60.21,320,1.000,bicubic,-45.805,-38.338,+3 -resnet200d,37.478,62.522,58.284,41.716,64.69,320,1.000,bicubic,-46.522,-38.540,-2 -resnest269e,37.293,62.707,57.443,42.557,110.93,416,0.928,bicubic,-47.225,-39.559,-13 -tf_efficientnet_b3_ap,37.126,62.874,57.297,42.703,12.23,300,0.904,bicubic,-44.676,-38.303,+27 -resnetv2_152x2_bitm,36.837,63.163,59.866,40.134,236.34,480,1.000,bilinear,-47.591,-37.586,-14 -seresnet152d,36.768,63.232,56.672,43.328,66.84,320,1.000,bicubic,-47.582,-40.370,-13 -efficientnet_b3a,36.432,63.568,56.788,43.212,12.23,320,1.000,bicubic,-45.800,-39.338,+15 -vit_deit_base_distilled_patch16_224,36.373,63.627,56.588,43.412,87.34,224,0.900,bicubic,-46.999,-39.916,-2 -dm_nfnet_f2,36.269,63.731,55.882,44.118,193.78,352,0.920,bicubic,-48.699,-41.242,-25 -tf_efficientnet_b2_ns,36.218,63.782,57.517,42.483,9.11,260,0.890,bicubic,-46.148,-38.743,+9 -efficientnet_b3,36.039,63.961,56.350,43.650,12.23,300,0.904,bicubic,-45.993,-39.686,+16 -ecaresnet101d,36.010,63.990,56.132,43.868,44.57,224,0.875,bicubic,-46.108,-39.908,+14 -resnest200e,35.888,64.112,55.880,44.120,70.20,320,0.909,bicubic,-47.952,-40.978,-12 -swsl_resnet18,35.809,64.191,58.380,41.620,11.69,224,0.875,bilinear,-37.509,-33.372,+237 -vit_base_patch16_224,35.691,64.309,57.390,42.610,86.57,224,0.900,bicubic,-46.089,-38.722,+17 -resnest101e,35.369,64.631,55.835,44.165,48.28,256,0.875,bilinear,-47.455,-40.475,-1 -resnetv2_101x3_bitm,35.230,64.770,57.863,42.137,387.93,480,1.000,bilinear,-49.162,-39.495,-25 -dm_nfnet_f1,35.198,64.802,54.375,45.625,132.63,320,0.910,bicubic,-49.396,-42.705,-29 -repvgg_b3g4,35.043,64.957,54.774,45.226,83.83,224,0.875,bilinear,-45.195,-40.294,+64 -repvgg_b3,34.980,65.020,54.576,45.424,123.09,224,0.875,bilinear,-45.460,-40.618,+49 -resnet101d,34.878,65.122,54.210,45.790,44.57,320,1.000,bicubic,-48.122,-42.250,-8 -vit_large_patch32_384,34.660,65.340,55.674,44.326,306.63,384,1.000,bicubic,-46.846,-40.434,+17 -dm_nfnet_f0,34.652,65.348,54.747,45.253,71.49,256,0.900,bicubic,-48.718,-41.811,-16 -ssl_resnext101_32x16d,34.628,65.372,55.955,44.045,194.03,224,0.875,bilinear,-47.218,-40.177,+6 -repvgg_b2g4,34.618,65.382,54.786,45.214,61.76,224,0.875,bilinear,-44.785,-39.920,+93 -regnety_032,34.447,65.552,54.304,45.696,19.44,224,0.875,bicubic,-47.569,-41.628,+2 -resnest50d_4s2x40d,34.381,65.619,54.737,45.263,30.42,224,0.875,bicubic,-46.767,-40.815,+21 -tf_efficientnet_b1_ns,34.131,65.869,55.472,44.528,7.79,240,0.882,bicubic,-47.267,-40.258,+13 -tf_efficientnet_b4,34.088,65.912,54.269,45.731,19.34,380,0.922,bicubic,-48.886,-42.023,-15 -efficientnet_b3_pruned,34.033,65.967,54.051,45.949,9.86,300,0.904,bicubic,-46.787,-41.173,+27 -tf_efficientnet_b6,33.976,66.024,54.534,45.466,43.04,528,0.942,bicubic,-50.146,-42.356,-33 -ssl_resnext101_32x8d,33.968,66.032,55.560,44.440,88.79,224,0.875,bilinear,-47.632,-40.462,+5 -gernet_l,33.329,66.671,51.840,48.160,31.08,256,0.875,bilinear,-48.015,-43.700,+9 -tresnet_xl,33.257,66.743,52.288,47.712,78.44,224,0.875,bilinear,-48.909,-43.646,-9 -resnest50d_1s4x24d,33.178,66.822,52.815,47.185,25.68,224,0.875,bicubic,-47.760,-42.503,+18 -rexnet_200,32.978,67.022,52.886,47.114,16.37,224,0.875,bicubic,-48.710,-42.804,-2 -resnest50d,32.948,67.052,52.581,47.419,27.48,224,0.875,bilinear,-48.022,-42.769,+15 -tf_efficientnet_b3,32.870,67.130,52.917,47.083,12.23,300,0.904,bicubic,-48.756,-42.789,-2 -pnasnet5large,32.848,67.152,50.457,49.543,86.06,331,0.911,bicubic,-49.938,-45.619,-23 -nasnetalarge,32.764,67.237,50.091,49.909,88.75,331,0.911,bicubic,-49.877,-45.961,-22 -inception_resnet_v2,32.750,67.250,50.645,49.355,55.84,299,0.897,bicubic,-47.698,-44.647,+27 -gernet_m,32.695,67.305,51.927,48.073,21.14,224,0.875,bilinear,-48.035,-43.285,+17 -gluon_resnet152_v1d,32.657,67.343,51.025,48.975,60.21,224,0.875,bicubic,-47.823,-44.237,+23 -tf_efficientnet_b2_ap,32.655,67.345,52.219,47.781,9.11,260,0.890,bicubic,-47.585,-42.764,+38 -tresnet_l,32.581,67.419,51.151,48.849,55.99,224,0.875,bilinear,-48.909,-44.434,-5 -vit_base_patch32_384,32.547,67.453,52.438,47.562,88.30,384,1.000,bicubic,-49.117,-43.690,-11 -wide_resnet50_2,32.431,67.569,51.534,48.466,68.88,224,0.875,bicubic,-48.875,-44.054,-3 -ens_adv_inception_resnet_v2,32.408,67.592,50.435,49.565,55.84,299,0.897,bicubic,-47.522,-44.515,+46 -resnetv2_50x3_bitm,32.384,67.616,54.271,45.729,217.32,480,1.000,bilinear,-51.416,-42.839,-46 -vit_deit_base_patch16_224,32.355,67.645,50.986,49.014,86.57,224,0.900,bicubic,-49.639,-44.752,-21 -gluon_resnet152_v1s,32.309,67.691,50.547,49.453,60.32,224,0.875,bicubic,-48.710,-44.879,0 -vit_deit_small_distilled_patch16_224,32.292,67.708,52.119,47.881,22.44,224,0.900,bicubic,-48.958,-43.277,-6 -gluon_seresnext101_64x4d,32.239,67.761,50.359,49.641,88.23,224,0.875,bicubic,-48.613,-44.977,+3 -gluon_seresnext101_32x4d,32.062,67.938,51.288,48.712,48.96,224,0.875,bicubic,-48.816,-43.986,+1 -vit_deit_base_patch16_384,32.021,67.979,50.573,49.427,86.86,384,1.000,bicubic,-51.071,-45.779,-45 -seresnext50_32x4d,31.991,68.009,51.192,48.808,27.56,224,0.875,bicubic,-49.279,-44.464,-11 -cspresnext50,31.838,68.162,51.599,48.401,20.57,224,0.875,bilinear,-48.168,-43.333,+35 -resnet50,31.518,68.482,50.184,49.816,25.56,224,0.875,bicubic,-47.486,-44.208,+81 -ssl_resnext101_32x4d,31.353,68.647,52.070,47.930,44.18,224,0.875,bilinear,-49.671,-43.678,-9 -rexnet_150,31.327,68.673,51.223,48.777,9.73,224,0.875,bicubic,-49.023,-43.979,+14 -cspresnet50,31.299,68.701,51.198,48.802,21.62,256,0.887,bilinear,-48.282,-43.514,+51 -inception_v4,31.294,68.706,49.244,50.756,42.68,299,0.875,bicubic,-48.860,-45.718,+24 -ecaresnetlight,31.123,68.877,50.221,49.779,30.16,224,0.875,bicubic,-49.337,-44.981,+4 -ecaresnet50d,31.097,68.903,50.811,49.189,25.58,224,0.875,bicubic,-49.517,-44.503,-1 -resnet50d,31.072,68.928,49.820,50.180,25.58,224,0.875,bicubic,-49.421,-45.308,0 -ecaresnet50t,31.064,68.936,50.681,49.319,25.57,320,0.950,bicubic,-51.284,-45.463,-46 -gluon_resnet101_v1s,31.056,68.944,49.789,50.211,44.67,224,0.875,bicubic,-49.240,-45.387,+11 -tf_efficientnet_cc_b0_8e,31.052,68.948,50.795,49.205,24.01,224,0.875,bicubic,-46.874,-42.803,+108 -cspdarknet53,31.020,68.980,50.423,49.577,27.64,256,0.887,bilinear,-49.029,-44.652,+20 -gluon_resnet152_v1c,31.020,68.980,48.934,51.066,60.21,224,0.875,bicubic,-48.829,-45.956,+29 -tresnet_m,30.942,69.058,48.682,51.318,31.39,224,0.875,bilinear,-49.778,-46.174,-11 -gluon_resnext101_64x4d,30.916,69.084,48.529,51.471,83.46,224,0.875,bicubic,-49.720,-46.461,-10 -tf_efficientnet_cc_b1_8e,30.895,69.105,50.060,49.940,39.72,240,0.882,bicubic,-48.393,-44.298,+50 -ecaresnet101d_pruned,30.871,69.129,49.968,50.032,24.88,224,0.875,bicubic,-50.015,-45.604,-20 -gluon_resnext101_32x4d,30.859,69.141,48.584,51.416,44.18,224,0.875,bicubic,-49.359,-46.324,+9 -nf_resnet50,30.761,69.239,50.040,49.960,25.56,288,0.940,bicubic,-49.905,-45.318,-15 -tf_efficientnet_lite4,30.735,69.264,50.262,49.738,13.01,380,0.920,bilinear,-50.781,-45.362,-39 -dpn107,30.627,69.373,48.842,51.158,86.92,224,0.875,bicubic,-49.553,-46.064,+7 -ese_vovnet39b,30.625,69.374,49.924,50.076,24.57,224,0.875,bicubic,-48.581,-44.804,+51 -gluon_resnet152_v1b,30.612,69.388,48.535,51.465,60.19,224,0.875,bicubic,-49.022,-46.223,+30 -tresnet_xl_448,30.602,69.398,49.087,50.913,78.44,448,0.875,bilinear,-52.440,-47.095,-69 -ssl_resnext50_32x4d,30.600,69.400,50.642,49.358,25.03,224,0.875,bilinear,-49.732,-44.740,-7 -gluon_resnet101_v1d,30.561,69.439,47.985,52.015,44.57,224,0.875,bicubic,-49.869,-47.029,-13 -dpn68b,30.527,69.473,49.170,50.830,12.61,224,0.875,bicubic,-48.613,-45.254,+48 -resnest26d,30.514,69.487,50.640,49.360,17.07,224,0.875,bilinear,-47.926,-43.656,+75 -efficientnet_b2a,30.409,69.591,49.712,50.288,9.11,288,1.000,bicubic,-50.199,-45.586,-22 -tf_efficientnet_b1_ap,30.390,69.610,49.545,50.455,7.79,240,0.882,bicubic,-48.900,-44.781,+35 -seresnet50,30.087,69.913,49.297,50.703,28.09,224,0.875,bicubic,-50.205,-45.751,-9 -legacy_senet154,30.048,69.952,48.006,51.994,115.09,224,0.875,bilinear,-51.274,-47.448,-46 -dpn98,30.040,69.960,48.185,51.815,61.57,224,0.875,bicubic,-49.648,-46.459,+17 -tf_efficientnet_b2,30.001,69.999,49.559,50.441,9.11,260,0.890,bicubic,-50.023,-45.385,0 -dpn131,29.999,70.001,48.118,51.882,79.25,224,0.875,bicubic,-49.867,-46.608,+6 -dpn92,29.912,70.088,49.064,50.936,37.67,224,0.875,bicubic,-50.122,-45.754,-3 -gluon_senet154,29.843,70.157,47.851,52.149,115.09,224,0.875,bicubic,-51.373,-47.469,-47 -gluon_xception65,29.834,70.166,47.755,52.245,39.92,299,0.903,bicubic,-49.922,-47.097,+9 -xception,29.814,70.186,48.678,51.322,22.86,299,0.897,bicubic,-49.214,-45.692,+42 -adv_inception_v3,29.804,70.196,47.881,52.119,23.83,299,0.875,bicubic,-47.758,-45.805,+90 -resnetblur50,29.657,70.343,48.201,51.799,25.56,224,0.875,bicubic,-49.605,-46.421,+26 -efficientnet_b2,29.641,70.359,48.751,51.249,9.11,260,0.875,bicubic,-50.673,-46.361,-23 -vit_deit_small_patch16_224,29.468,70.532,48.262,51.738,22.05,224,0.900,bicubic,-50.400,-46.780,-3 -efficientnet_em,29.460,70.540,48.916,51.084,6.90,240,0.882,bicubic,-49.770,-45.876,+26 -nf_regnet_b1,29.445,70.555,49.439,50.561,10.22,288,0.900,bicubic,-49.879,-45.333,+18 -ssl_resnet50,29.439,70.561,49.852,50.148,25.56,224,0.875,bilinear,-49.801,-45.062,+21 -resnext101_32x8d,29.439,70.561,48.500,51.500,88.79,224,0.875,bilinear,-49.771,-46.056,+26 -resnext50_32x4d,29.352,70.648,47.331,52.669,25.03,224,0.875,bicubic,-50.370,-47.275,+1 -resnet34d,29.331,70.669,48.395,51.605,21.82,224,0.875,bicubic,-47.766,-45.029,+95 -ecaresnet50d_pruned,29.201,70.799,48.517,51.483,19.94,224,0.875,bicubic,-50.475,-46.405,+2 -tresnet_l_448,29.140,70.860,47.252,52.748,55.99,448,0.875,bilinear,-53.150,-48.726,-87 -gluon_inception_v3,29.108,70.891,46.941,53.059,23.83,299,0.875,bicubic,-49.721,-47.457,+37 -hrnet_w64,28.985,71.015,47.128,52.872,128.06,224,0.875,bilinear,-50.503,-47.510,+6 -xception71,28.979,71.021,47.433,52.567,42.34,299,0.903,bicubic,-50.867,-47.503,-11 -tf_efficientnet_b0_ns,28.932,71.068,49.038,50.962,5.29,224,0.875,bicubic,-49.668,-45.350,+41 -resnetv2_101x1_bitm,28.881,71.120,49.571,50.429,44.54,480,1.000,bilinear,-53.328,-46.889,-90 -tf_efficientnet_b1,28.867,71.133,47.495,52.505,7.79,240,0.882,bicubic,-49.965,-46.711,+31 -xception65,28.857,71.143,47.187,52.813,39.92,299,0.903,bicubic,-50.735,-47.471,-4 -gluon_resnet101_v1b,28.839,71.161,46.395,53.605,44.55,224,0.875,bicubic,-50.521,-48.113,+3 -skresnext50_32x4d,28.806,71.194,46.486,53.514,27.48,224,0.875,bicubic,-51.348,-48.216,-30 -skresnet34,28.662,71.338,47.965,52.035,22.28,224,0.875,bicubic,-48.248,-45.307,+88 -tf_efficientnet_lite3,28.649,71.351,47.309,52.691,8.20,300,0.904,bilinear,-51.109,-47.555,-16 -hrnet_w40,28.615,71.385,47.429,52.571,57.56,224,0.875,bilinear,-50.291,-47.005,+22 -gluon_seresnext50_32x4d,28.576,71.424,46.348,53.652,27.56,224,0.875,bicubic,-51.372,-48.488,-28 -tv_resnet152,28.570,71.430,47.110,52.890,60.19,224,0.875,bilinear,-49.680,-46.872,+43 -repvgg_b2,28.399,71.601,47.036,52.964,89.02,224,0.875,bilinear,-50.483,-47.310,+21 -tf_efficientnet_b0_ap,28.391,71.609,47.578,52.422,5.29,224,0.875,bicubic,-48.681,-45.684,+78 -gluon_resnext50_32x4d,28.381,71.619,45.285,54.715,25.03,224,0.875,bicubic,-50.939,-49.215,-4 -hrnet_w48,28.360,71.640,47.490,52.510,77.47,224,0.875,bilinear,-50.876,-47.032,0 -dla102x2,28.334,71.666,46.802,53.198,41.28,224,0.875,bilinear,-51.094,-47.826,-10 -efficientnet_b2_pruned,28.322,71.678,46.994,53.006,8.31,260,0.890,bicubic,-51.510,-47.812,-26 -dla169,28.309,71.691,47.331,52.669,53.39,224,0.875,bilinear,-50.423,-47.004,+20 -tf_efficientnet_cc_b0_4e,28.295,71.705,47.350,52.650,13.31,224,0.875,bicubic,-49.001,-46.010,+67 -mixnet_xl,28.264,71.737,46.737,53.263,11.90,224,0.875,bicubic,-52.161,-48.151,-60 -gluon_resnet50_v1d,28.203,71.797,45.896,54.104,25.58,224,0.875,bicubic,-50.869,-48.582,+5 -densenet161,28.138,71.862,46.623,53.377,28.68,224,0.875,bicubic,-49.200,-47.065,+60 -wide_resnet101_2,28.100,71.900,46.497,53.503,126.89,224,0.875,bilinear,-50.810,-47.847,+7 -gluon_resnet101_v1c,28.093,71.907,45.943,54.057,44.57,224,0.875,bicubic,-51.457,-48.699,-21 -regnetx_320,28.079,71.921,45.165,54.835,107.81,224,0.875,bicubic,-52.235,-49.903,-59 -regnety_320,28.041,71.959,45.456,54.544,145.05,224,0.875,bicubic,-52.741,-49.806,-79 -gernet_s,28.018,71.982,46.654,53.346,8.17,224,0.875,bilinear,-48.856,-46.474,+69 -xception41,27.894,72.106,45.977,54.023,26.97,299,0.903,bicubic,-50.602,-48.279,+18 -regnetx_160,27.859,72.141,45.605,54.395,54.28,224,0.875,bicubic,-52.025,-49.221,-44 -tf_inception_v3,27.764,72.236,45.786,54.214,23.83,299,0.875,bicubic,-50.040,-47.938,+40 -res2net101_26w_4s,27.741,72.259,45.169,54.831,45.21,224,0.875,bilinear,-51.379,-49.263,-8 -repvgg_b1,27.650,72.350,46.501,53.499,57.42,224,0.875,bilinear,-50.792,-47.657,+16 -regnety_160,27.621,72.379,45.525,54.475,83.59,224,0.875,bicubic,-52.793,-49.455,-72 -hrnet_w44,27.603,72.397,45.839,54.161,67.06,224,0.875,bilinear,-51.283,-48.571,-2 -inception_v3,27.584,72.416,45.269,54.731,23.83,299,0.875,bicubic,-49.826,-48.205,+46 -hrnet_w30,27.460,72.540,46.544,53.456,37.71,224,0.875,bilinear,-50.674,-47.648,+22 -regnetx_080,27.377,72.623,44.959,55.041,39.57,224,0.875,bicubic,-51.797,-49.597,-17 -hrnet_w32,27.367,72.633,45.975,54.025,41.23,224,0.875,bilinear,-51.057,-48.227,+12 -gluon_resnet50_v1s,27.350,72.650,45.253,54.747,25.68,224,0.875,bicubic,-51.438,-48.987,-2 -densenetblur121d,27.289,72.711,46.387,53.613,8.00,224,0.875,bicubic,-49.185,-46.709,+65 -regnety_064,27.269,72.731,44.855,55.145,30.58,224,0.875,bicubic,-52.467,-49.903,-47 -densenet201,27.259,72.741,46.230,53.770,20.01,224,0.875,bicubic,-50.061,-47.252,+42 -efficientnet_b1_pruned,27.157,72.843,45.823,54.177,6.33,240,0.882,bicubic,-51.117,-47.985,+10 -rexnet_130,27.092,72.908,45.900,54.100,7.56,224,0.875,bicubic,-52.424,-48.760,-40 -vit_small_patch16_224,27.077,72.923,45.642,54.358,48.75,224,0.900,bicubic,-50.795,-47.749,+23 -res2net50_26w_8s,27.061,72.939,44.469,55.531,48.40,224,0.875,bilinear,-52.069,-49.935,-24 -tv_resnet101,27.000,73.000,45.177,54.823,44.55,224,0.875,bilinear,-50.314,-48.379,+38 -dla102x,26.992,73.008,45.497,54.503,26.31,224,0.875,bilinear,-51.536,-48.709,-5 -resnext50d_32x4d,26.858,73.141,44.432,55.568,25.05,224,0.875,bicubic,-52.830,-50.412,-52 -densenet169,26.843,73.157,45.299,54.701,14.15,224,0.875,bicubic,-49.107,-47.695,+60 -legacy_seresnext101_32x4d,26.835,73.165,43.450,56.550,48.96,224,0.875,bilinear,-53.447,-51.575,-81 -regnetx_064,26.835,73.165,44.921,55.079,26.21,224,0.875,bicubic,-52.243,-49.539,-27 -regnetx_120,26.803,73.197,44.693,55.307,46.11,224,0.875,bicubic,-52.771,-49.999,-51 -rexnet_100,26.778,73.222,45.363,54.637,4.80,224,0.875,bicubic,-51.108,-48.495,+13 -regnety_120,26.758,73.242,44.475,55.525,51.82,224,0.875,bicubic,-53.616,-50.633,-93 -regnetx_032,26.688,73.312,45.234,54.766,15.30,224,0.875,bicubic,-51.460,-48.832,+1 -legacy_seresnet152,26.656,73.344,44.025,55.975,66.82,224,0.875,bilinear,-51.988,-50.365,-18 -dla60x,26.648,73.352,45.049,54.951,17.35,224,0.875,bilinear,-51.578,-48.939,-3 -densenet121,26.623,73.377,45.833,54.167,7.98,224,0.875,bicubic,-48.907,-46.783,+56 -res2net50_26w_6s,26.603,73.397,43.939,56.061,37.05,224,0.875,bilinear,-52.001,-50.225,-19 -efficientnet_es,26.591,73.409,45.104,54.896,5.44,224,0.875,bicubic,-51.441,-48.796,+1 -regnety_080,26.570,73.430,44.371,55.629,39.18,224,0.875,bicubic,-53.270,-50.477,-72 -repvgg_b1g4,26.544,73.456,45.090,54.910,39.97,224,0.875,bilinear,-50.996,-48.704,+14 -tf_efficientnet_b0,26.491,73.509,45.666,54.334,5.29,224,0.875,bicubic,-50.339,-47.606,+34 -res2net50_14w_8s,26.467,73.533,44.357,55.643,25.06,224,0.875,bilinear,-51.651,-49.479,-6 -gluon_resnet50_v1b,26.375,73.625,44.045,55.955,25.56,224,0.875,bicubic,-51.289,-49.629,+6 -tf_efficientnet_el,26.340,73.660,44.188,55.812,10.59,300,0.904,bicubic,-53.952,-50.932,-98 -regnetx_040,26.232,73.768,44.404,55.596,22.12,224,0.875,bicubic,-52.262,-49.865,-21 -dpn68,26.122,73.878,44.226,55.774,12.61,224,0.875,bicubic,-50.256,-48.752,+37 -hrnet_w18,25.917,74.083,44.843,55.157,21.30,224,0.875,bilinear,-50.915,-48.561,+27 -regnety_040,25.915,74.085,43.860,56.140,20.65,224,0.875,bicubic,-53.301,-50.802,-54 -tresnet_m_448,25.856,74.144,42.883,57.117,31.39,448,0.875,bilinear,-55.836,-52.677,-150 -res2net50_26w_4s,25.839,74.161,43.141,56.859,25.70,224,0.875,bilinear,-52.127,-50.689,-10 -resnet34,25.835,74.165,43.939,56.061,21.80,224,0.875,bilinear,-49.261,-48.307,+49 -gluon_resnet50_v1c,25.801,74.199,43.031,56.969,25.58,224,0.875,bicubic,-52.125,-50.975,-11 -selecsls60,25.793,74.207,44.011,55.989,30.67,224,0.875,bicubic,-52.121,-49.811,-10 -dla60_res2net,25.650,74.350,43.611,56.389,20.85,224,0.875,bilinear,-52.872,-50.641,-33 -dla60_res2next,25.648,74.352,43.617,56.383,17.03,224,0.875,bilinear,-52.674,-50.573,-26 -mixnet_l,25.558,74.442,43.508,56.492,7.33,224,0.875,bicubic,-53.374,-50.676,-50 -ecaresnet26t,25.556,74.444,43.595,56.405,16.01,320,0.950,bicubic,-54.328,-51.477,-96 -tf_efficientnet_lite1,25.522,74.478,43.538,56.462,5.42,240,0.882,bicubic,-51.106,-49.710,+19 -efficientnet_b1,25.497,74.503,43.267,56.733,7.79,240,0.875,bicubic,-53.107,-50.827,-42 -repvgg_a2,25.467,74.533,44.010,55.990,28.21,224,0.875,bilinear,-51.021,-49.013,+21 -tv_resnext50_32x4d,25.465,74.535,42.768,57.232,25.03,224,0.875,bilinear,-52.163,-50.912,-11 -res2next50,25.428,74.572,42.502,57.498,24.67,224,0.875,bilinear,-52.652,-51.450,-25 -tf_mixnet_l,25.412,74.588,42.571,57.429,7.33,224,0.875,bicubic,-53.390,-51.483,-50 -dla102,25.322,74.678,43.898,56.102,33.27,224,0.875,bilinear,-52.732,-50.021,-26 -legacy_seresnet101,25.306,74.694,42.874,57.126,49.33,224,0.875,bilinear,-53.114,-51.300,-37 -selecsls60b,25.302,74.698,43.485,56.515,32.77,224,0.875,bicubic,-53.194,-50.707,-44 -legacy_seresnext50_32x4d,25.292,74.708,41.923,58.077,27.56,224,0.875,bilinear,-53.816,-52.555,-66 -resnest14d,25.282,74.718,44.011,55.989,10.61,224,0.875,bilinear,-50.305,-48.477,+22 -res2net50_48w_2s,25.066,74.934,42.157,57.843,25.29,224,0.875,bilinear,-52.452,-51.425,-14 -efficientnet_b0,24.976,75.024,42.762,57.238,5.29,224,0.875,bicubic,-52.634,-50.802,-18 -gluon_resnet34_v1b,24.976,75.024,42.235,57.765,21.80,224,0.875,bicubic,-49.520,-49.773,+38 -mobilenetv2_120d,24.876,75.124,43.082,56.918,5.83,224,0.875,bicubic,-52.452,-50.396,-12 -dla60,24.868,75.132,43.281,56.719,22.04,224,0.875,bilinear,-52.056,-50.010,-3 -regnety_016,24.842,75.158,42.650,57.350,11.20,224,0.875,bicubic,-52.962,-51.000,-26 -tf_efficientnet_lite2,24.510,75.490,42.316,57.684,6.09,260,0.890,bicubic,-52.930,-51.446,-18 -skresnet18,24.471,75.529,42.605,57.395,11.96,224,0.875,bicubic,-48.529,-48.552,+43 -regnetx_016,24.436,75.564,42.434,57.566,9.19,224,0.875,bicubic,-52.478,-50.938,-6 -tf_efficientnet_lite0,24.326,75.674,42.477,57.523,4.65,224,0.875,bicubic,-50.542,-49.653,+27 -resnetv2_50x1_bitm,24.206,75.794,43.469,56.531,25.55,480,1.000,bilinear,-55.946,-52.175,-125 -tv_resnet50,24.157,75.844,41.331,58.669,25.56,224,0.875,bilinear,-51.855,-51.603,+6 -legacy_seresnet34,24.058,75.942,41.889,58.111,21.96,224,0.875,bilinear,-50.854,-50.275,+23 -resnet18d,23.964,76.036,42.329,57.671,11.71,224,0.875,bicubic,-48.416,-48.381,+41 -efficientnet_lite0,23.836,76.164,42.094,57.906,4.65,224,0.875,bicubic,-51.608,-50.450,+11 -tv_densenet121,23.832,76.168,41.915,58.085,7.98,224,0.875,bicubic,-50.914,-50.215,+22 -mobilenetv2_140,23.709,76.291,41.473,58.527,6.11,224,0.875,bicubic,-52.829,-51.471,-5 -mixnet_m,23.703,76.297,41.190,58.810,5.01,224,0.875,bicubic,-53.473,-52.236,-22 -dla34,23.661,76.339,41.522,58.478,15.74,224,0.875,bilinear,-50.975,-50.600,+21 -legacy_seresnet50,23.644,76.356,40.048,59.952,28.09,224,0.875,bilinear,-53.968,-53.748,-37 -ese_vovnet19b_dw,23.496,76.504,41.262,58.738,6.54,224,0.875,bicubic,-53.276,-52.014,-13 -tf_mixnet_m,23.477,76.523,40.956,59.044,5.01,224,0.875,bicubic,-53.487,-52.256,-21 -tv_resnet34,23.467,76.533,41.420,58.580,21.80,224,0.875,bilinear,-49.799,-50.010,+27 -selecsls42b,23.341,76.659,40.675,59.325,32.46,224,0.875,bicubic,-53.755,-52.717,-26 -tf_efficientnet_em,23.314,76.686,40.425,59.575,6.90,240,0.882,bicubic,-54.846,-53.621,-60 -repvgg_b0,23.302,76.698,41.146,58.854,15.82,224,0.875,bilinear,-51.912,-51.308,+3 -mobilenetv2_110d,23.095,76.905,40.748,59.252,4.52,224,0.875,bicubic,-51.953,-51.385,+7 -vit_deit_tiny_distilled_patch16_224,22.728,77.272,40.793,59.207,5.91,224,0.900,bicubic,-51.766,-51.091,+14 -mobilenetv3_large_100,22.697,77.303,40.793,59.207,5.48,224,0.875,bicubic,-53.013,-51.703,-9 -mobilenetv3_rw,22.640,77.361,40.352,59.648,5.48,224,0.875,bicubic,-52.903,-52.324,-7 -tf_mobilenetv3_large_100,22.565,77.435,39.702,60.298,5.48,224,0.875,bilinear,-52.955,-52.848,-6 -tf_efficientnet_es,22.392,77.608,39.071,60.929,5.44,224,0.875,bicubic,-54.170,-54.113,-21 -hrnet_w18_small_v2,22.347,77.653,39.851,60.149,15.60,224,0.875,bilinear,-52.817,-52.579,-2 -regnety_008,22.066,77.934,38.873,61.127,6.26,224,0.875,bicubic,-54.258,-54.227,-18 -seresnext26t_32x4d,22.011,77.989,38.484,61.516,16.81,224,0.875,bicubic,-55.819,-55.244,-57 -regnety_006,21.956,78.044,38.849,61.151,6.06,224,0.875,bicubic,-53.250,-53.711,-6 -regnetx_008,21.930,78.070,38.987,61.013,7.26,224,0.875,bicubic,-53.096,-53.345,-2 -resnet26d,21.916,78.084,38.564,61.436,16.01,224,0.875,bicubic,-54.684,-54.624,-28 -semnasnet_100,21.897,78.103,38.645,61.355,3.89,224,0.875,bicubic,-53.529,-53.903,-12 -regnetx_006,21.700,78.300,38.938,61.062,6.20,224,0.875,bicubic,-52.262,-52.746,+5 -vgg19_bn,21.602,78.398,39.274,60.726,143.68,224,0.875,bilinear,-52.614,-52.574,+2 -gluon_resnet18_v1b,21.506,78.494,38.843,61.157,11.69,224,0.875,bicubic,-49.416,-50.927,+21 -fbnetc_100,21.498,78.502,38.122,61.878,5.57,224,0.875,bilinear,-53.584,-54.232,-10 -mnasnet_100,21.396,78.604,37.654,62.346,4.38,224,0.875,bicubic,-53.296,-54.486,-5 -seresnext26d_32x4d,21.317,78.683,37.281,62.719,16.81,224,0.875,bicubic,-56.201,-56.325,-57 -resnet26,21.295,78.705,38.040,61.960,16.00,224,0.875,bicubic,-54.099,-54.544,-18 -mixnet_s,21.282,78.718,38.173,61.827,4.13,224,0.875,bicubic,-54.780,-54.653,-30 -ssl_resnet18,21.274,78.726,39.038,60.962,11.69,224,0.875,bilinear,-51.218,-52.404,+6 -legacy_seresnext26_32x4d,21.095,78.905,37.609,62.391,16.79,224,0.875,bicubic,-56.021,-55.749,-52 -regnetx_004,20.914,79.086,37.576,62.424,5.16,224,0.875,bicubic,-51.622,-53.266,+3 -spnasnet_100,20.822,79.178,37.853,62.147,4.42,224,0.875,bilinear,-53.298,-54.029,-7 -legacy_seresnet18,20.767,79.233,37.611,62.389,11.78,224,0.875,bicubic,-50.985,-52.697,+8 -mobilenetv2_100,20.724,79.276,37.759,62.241,3.50,224,0.875,bicubic,-52.233,-53.283,-1 -tf_mixnet_s,20.490,79.510,36.611,63.389,4.13,224,0.875,bicubic,-55.168,-56.007,-33 -regnety_004,20.427,79.573,37.016,62.984,4.34,224,0.875,bicubic,-53.515,-54.738,-9 -tf_mobilenetv3_large_075,20.393,79.607,36.812,63.188,3.99,224,0.875,bilinear,-52.979,-54.592,-8 -hrnet_w18_small,20.340,79.660,37.067,62.933,13.19,224,0.875,bilinear,-51.936,-53.519,0 -resnet18,20.213,79.787,37.269,62.731,11.69,224,0.875,bilinear,-49.431,-51.713,+9 -vit_deit_tiny_patch16_224,20.183,79.817,37.544,62.456,5.72,224,0.900,bicubic,-52.013,-53.547,0 -tf_mobilenetv3_large_minimal_100,20.101,79.899,36.910,63.090,3.92,224,0.875,bilinear,-52.127,-53.772,-2 -vgg16_bn,19.902,80.098,36.265,63.735,138.37,224,0.875,bilinear,-53.574,-55.271,-14 -vgg19,17.876,82.124,33.064,66.936,143.67,224,0.875,bilinear,-54.484,-57.786,-6 -vgg13_bn,17.819,82.181,34.078,65.922,133.05,224,0.875,bilinear,-53.799,-56.282,-1 -vgg16,17.509,82.491,32.724,67.276,138.36,224,0.875,bilinear,-54.119,-57.644,-3 -regnety_002,17.446,82.554,32.370,67.629,3.16,224,0.875,bicubic,-52.880,-57.185,0 -vgg11_bn,17.328,82.672,32.966,67.034,132.87,224,0.875,bilinear,-53.080,-56.758,-2 -regnetx_002,16.949,83.051,32.272,67.728,2.68,224,0.875,bicubic,-51.881,-56.238,+2 -dla60x_c,16.359,83.641,31.753,68.247,1.32,224,0.875,bilinear,-51.593,-56.685,+2 -tf_mobilenetv3_small_100,16.271,83.729,31.276,68.724,2.54,224,0.875,bilinear,-51.605,-56.406,+2 -vgg13,16.116,83.885,31.032,68.968,133.05,224,0.875,bilinear,-53.868,-58.274,-4 -vgg11,15.738,84.262,30.482,69.518,132.86,224,0.875,bilinear,-53.134,-58.176,-3 -tf_mobilenetv3_small_075,14.917,85.083,29.549,70.451,2.04,224,0.875,bilinear,-50.815,-56.619,+1 -dla46_c,14.681,85.319,29.417,70.583,1.30,224,0.875,bilinear,-50.249,-56.891,+1 -dla46x_c,14.433,85.567,29.250,70.750,1.07,224,0.875,bilinear,-51.497,-57.754,-2 -tf_mobilenetv3_small_minimal_100,13.956,86.044,28.043,71.957,2.04,224,0.875,bilinear,-48.788,-56.337,0 +ig_resnext101_32x48d,58.810,41.190,81.076,18.924,828.41,224,0.875,bilinear,-26.618,-16.496,+12 +ig_resnext101_32x32d,58.386,41.614,80.381,19.619,468.53,224,0.875,bilinear,-26.708,-17.057,+19 +ig_resnext101_32x16d,57.690,42.310,79.905,20.095,194.03,224,0.875,bilinear,-26.480,-17.291,+33 +swsl_resnext101_32x16d,57.458,42.542,80.385,19.615,194.03,224,0.875,bilinear,-25.888,-16.461,+44 +swsl_resnext101_32x8d,56.438,43.562,78.944,21.056,88.79,224,0.875,bilinear,-27.846,-18.232,+28 +ig_resnext101_32x8d,54.918,45.082,77.534,22.466,88.79,224,0.875,bilinear,-27.770,-19.102,+56 +swsl_resnext101_32x4d,53.603,46.397,76.347,23.653,44.18,224,0.875,bilinear,-29.627,-20.413,+44 +tf_efficientnet_l2_ns_475,51.494,48.506,73.928,26.072,480.31,475,0.936,bicubic,-36.740,-24.618,-6 +swsl_resnext50_32x4d,50.437,49.563,73.368,26.633,25.03,224,0.875,bilinear,-31.745,-22.862,+62 +swin_large_patch4_window12_384,50.404,49.596,72.564,27.436,196.74,384,1.000,bicubic,-36.744,-25.670,-7 +swsl_resnet50,49.541,50.459,72.334,27.666,25.56,224,0.875,bilinear,-31.625,-23.638,+88 +swin_large_patch4_window7_224,48.991,51.009,71.391,28.609,196.53,224,0.900,bicubic,-37.329,-26.505,-5 +swin_base_patch4_window12_384,48.553,51.447,71.813,28.187,87.90,384,1.000,bicubic,-37.879,-26.245,-7 +tf_efficientnet_b7_ns,47.800,52.200,69.640,30.360,66.35,600,0.949,bicubic,-39.040,-28.454,-10 +tf_efficientnet_b6_ns,47.761,52.239,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-10 +tf_efficientnet_l2_ns,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.782,-28.631,-15 +tf_efficientnet_b8_ap,45.774,54.226,67.911,32.089,87.41,672,0.954,bicubic,-39.596,-29.383,-1 +tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.473,-29.910,-9 +swin_base_patch4_window7_224,45.560,54.440,68.512,31.488,87.77,224,0.900,bicubic,-39.692,-29.050,-2 +vit_base_r50_s16_384,43.512,56.488,66.781,33.219,98.95,384,1.000,bicubic,-41.460,-30.507,+4 +tf_efficientnet_b4_ns,43.450,56.550,65.519,34.481,19.34,380,0.922,bicubic,-41.713,-31.951,-3 +vit_large_patch16_384,43.300,56.700,66.454,33.546,304.72,384,1.000,bicubic,-41.858,-30.902,-3 +tf_efficientnet_b8,42.508,57.492,64.857,35.143,87.41,672,0.954,bicubic,-42.862,-32.533,-8 +dm_nfnet_f6,41.593,58.407,63.192,36.808,438.36,576,0.956,bicubic,-44.704,-34.552,-16 +tf_efficientnet_b7,41.431,58.569,63.017,36.983,66.35,600,0.949,bicubic,-43.505,-34.186,0 +tf_efficientnet_b7_ap,41.429,58.571,62.874,37.126,66.35,600,0.949,bicubic,-43.691,-34.378,-6 +tf_efficientnet_b5_ap,41.418,58.582,62.084,37.916,30.39,456,0.934,bicubic,-42.834,-34.890,+7 +resnetv2_152x4_bitm,41.241,58.759,64.238,35.762,936.53,480,1.000,bilinear,-43.691,-33.198,-2 +tf_efficientnet_b6_ap,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.689,-34.783,-2 +dm_nfnet_f5,41.003,58.997,61.911,38.089,377.21,544,0.954,bicubic,-44.711,-35.531,-20 +dm_nfnet_f3,40.920,59.080,61.949,38.051,254.92,416,0.940,bicubic,-44.640,-35.457,-19 +vit_large_patch16_224,40.732,59.268,63.593,36.407,304.33,224,0.900,bicubic,-42.330,-32.845,+22 +tf_efficientnet_b4_ap,40.484,59.516,61.723,38.277,19.34,380,0.922,bicubic,-42.764,-34.669,+17 +ecaresnet269d,39.594,60.406,60.343,39.657,102.09,352,1.000,bicubic,-45.382,-36.883,-11 +tf_efficientnet_b3_ns,39.584,60.416,61.453,38.547,12.23,300,0.904,bicubic,-44.464,-35.457,+4 +dm_nfnet_f4,39.474,60.526,60.420,39.580,316.07,512,0.951,bicubic,-46.184,-37.090,-25 +tf_efficientnet_b5,38.356,61.644,59.913,40.087,30.39,456,0.934,bicubic,-45.456,-36.835,+6 +vit_deit_base_distilled_patch16_384,38.260,61.740,57.783,42.217,87.63,384,1.000,bicubic,-47.162,-39.549,-24 +vit_base_patch16_384,38.099,61.901,60.428,39.572,86.86,384,1.000,bicubic,-46.111,-36.790,-4 +resnet152d,37.857,62.143,58.356,41.644,60.21,320,1.000,bicubic,-45.823,-38.382,+6 +pit_b_distilled_224,37.590,62.410,57.238,42.762,74.79,224,0.900,bicubic,-46.554,-39.618,-4 +resnet200d,37.505,62.495,58.297,41.703,64.69,320,1.000,bicubic,-46.457,-38.526,-1 +resnest269e,37.315,62.685,57.468,42.532,110.93,416,0.928,bicubic,-47.203,-39.518,-14 +efficientnet_v2s,37.130,62.870,56.486,43.514,23.94,224,1.000,bicubic,-44.940,-39.468,+30 +tf_efficientnet_b3_ap,37.055,62.945,57.240,42.760,12.23,300,0.904,bicubic,-44.767,-38.384,+34 +resnetv2_152x2_bitm,36.847,63.153,59.899,40.101,236.34,480,1.000,bilinear,-47.593,-37.547,-16 +seresnet152d,36.790,63.210,56.718,43.282,66.84,320,1.000,bicubic,-47.572,-40.322,-15 +efficientnet_b3a,36.420,63.580,56.845,43.155,12.23,320,1.000,bicubic,-45.822,-39.269,+21 +vit_deit_base_distilled_patch16_224,36.397,63.603,56.617,43.383,87.34,224,0.900,bicubic,-46.991,-39.871,-2 +dm_nfnet_f2,36.257,63.743,55.847,44.153,193.78,352,0.920,bicubic,-48.733,-41.297,-28 +tf_efficientnet_b2_ns,36.183,63.817,57.551,42.449,9.11,260,0.890,bicubic,-46.197,-38.697,+15 +efficientnet_b3,36.037,63.963,56.370,43.630,12.23,300,0.904,bicubic,-46.039,-39.650,+21 +ecaresnet101d,36.004,63.996,56.165,43.835,44.57,224,0.875,bicubic,-46.168,-39.881,+19 +resnest200e,35.931,64.069,55.849,44.151,70.20,320,0.909,bicubic,-47.901,-41.045,-12 +swsl_resnet18,35.858,64.142,58.455,41.545,11.69,224,0.875,bilinear,-37.418,-33.279,+259 +eca_nfnet_l1,35.856,64.144,55.955,44.045,41.41,320,1.000,bicubic,-48.151,-41.073,-16 +vit_base_patch16_224,35.768,64.232,57.390,42.610,86.57,224,0.900,bicubic,-46.018,-38.732,+23 +resnest101e,35.373,64.627,55.780,44.220,48.28,256,0.875,bilinear,-47.517,-40.540,0 +resnetv2_101x3_bitm,35.261,64.739,57.851,42.149,387.93,480,1.000,bilinear,-49.133,-39.511,-28 +dm_nfnet_f1,35.192,64.808,54.413,45.587,132.63,320,0.910,bicubic,-49.412,-42.655,-32 +repvgg_b3,35.043,64.957,54.542,45.458,123.09,224,0.875,bilinear,-45.449,-40.718,+57 +repvgg_b3g4,35.043,64.957,54.772,45.228,83.83,224,0.875,bilinear,-45.169,-40.338,+74 +resnet101d,34.872,65.128,54.202,45.798,44.57,320,1.000,bicubic,-48.150,-42.244,-7 +vit_large_patch32_384,34.673,65.326,55.729,44.271,306.63,384,1.000,bicubic,-46.833,-40.363,+24 +dm_nfnet_f0,34.642,65.358,54.762,45.238,71.49,256,0.900,bicubic,-48.700,-41.798,-16 +ssl_resnext101_32x16d,34.605,65.395,55.931,44.069,194.03,224,0.875,bilinear,-47.239,-40.165,+12 +repvgg_b2g4,34.587,65.413,54.782,45.218,61.76,224,0.875,bilinear,-44.779,-39.906,+103 +resnest50d_4s2x40d,34.355,65.645,54.725,45.275,30.42,224,0.875,bicubic,-46.753,-40.833,+32 +tf_efficientnet_b1_ns,34.157,65.843,55.489,44.511,7.79,240,0.882,bicubic,-47.231,-40.249,+22 +tf_efficientnet_b4,34.064,65.936,54.198,45.802,19.34,380,0.922,bicubic,-48.958,-42.102,-13 +nfnet_l0,34.029,65.971,54.418,45.582,35.07,288,1.000,bicubic,-48.731,-42.080,-11 +ssl_resnext101_32x8d,34.017,65.983,55.601,44.399,88.79,224,0.875,bilinear,-47.599,-40.437,+13 +tf_efficientnet_b6,33.998,66.002,54.544,45.456,43.04,528,0.942,bicubic,-50.112,-42.342,-35 +efficientnet_b3_pruned,33.996,66.004,54.108,45.892,9.86,300,0.904,bicubic,-46.862,-41.134,+34 +regnety_160,33.976,66.024,53.546,46.454,83.59,288,1.000,bicubic,-49.710,-43.230,-30 +pit_s_distilled_224,33.939,66.061,53.265,46.735,24.04,224,0.900,bicubic,-48.057,-42.533,+1 +regnety_032,33.412,66.588,52.754,47.246,19.44,288,1.000,bicubic,-49.312,-43.670,-16 +gernet_l,33.357,66.643,51.901,48.099,31.08,256,0.875,bilinear,-47.997,-43.635,+15 +tresnet_xl,33.257,66.743,52.294,47.706,78.44,224,0.875,bilinear,-48.797,-43.642,-4 +resnest50d_1s4x24d,33.147,66.853,52.839,47.161,25.68,224,0.875,bicubic,-47.841,-42.483,+23 +rexnet_200,32.987,67.013,52.939,47.061,16.37,224,0.875,bicubic,-48.645,-42.729,+3 +resnest50d,32.972,67.028,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.665,+22 +tf_efficientnet_b3,32.860,67.140,52.950,47.050,12.23,300,0.904,bicubic,-48.776,-42.768,0 +pnasnet5large,32.848,67.152,50.500,49.500,86.06,331,0.911,bicubic,-49.934,-45.540,-25 +nasnetalarge,32.775,67.225,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.906,-22 +gernet_m,32.740,67.260,51.913,48.087,21.14,224,0.875,bilinear,-47.992,-43.271,+26 +inception_resnet_v2,32.738,67.262,50.648,49.352,55.84,299,0.897,bicubic,-47.720,-44.658,+35 +gluon_resnet152_v1d,32.734,67.266,51.088,48.912,60.21,224,0.875,bicubic,-47.740,-44.118,+32 +pit_b_224,32.718,67.282,49.852,50.148,73.76,224,0.900,bicubic,-49.728,-45.858,-24 +tf_efficientnet_b2_ap,32.681,67.319,52.239,47.761,9.11,260,0.890,bicubic,-47.619,-42.789,+41 +tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.485,-2 +vit_base_patch32_384,32.461,67.539,52.444,47.556,88.30,384,1.000,bicubic,-49.191,-43.684,-10 +wide_resnet50_2,32.439,67.561,51.459,48.541,68.88,224,0.875,bicubic,-49.017,-44.073,-3 +resnetv2_50x3_bitm,32.410,67.590,54.314,45.686,217.32,480,1.000,bilinear,-51.374,-42.792,-50 +ens_adv_inception_resnet_v2,32.370,67.629,50.427,49.573,55.84,299,0.897,bicubic,-47.611,-44.509,+50 +vit_deit_base_patch16_224,32.363,67.637,51.011,48.989,86.57,224,0.900,bicubic,-49.635,-44.723,-20 +swin_small_patch4_window7_224,32.341,67.659,50.905,49.095,49.61,224,0.900,bicubic,-50.871,-45.417,-45 +gluon_resnet152_v1s,32.331,67.669,50.526,49.474,60.32,224,0.875,bicubic,-48.685,-44.886,+4 +vit_deit_small_distilled_patch16_224,32.284,67.716,52.102,47.898,22.44,224,0.900,bicubic,-48.916,-43.276,-1 +gluon_seresnext101_64x4d,32.205,67.795,50.319,49.681,88.23,224,0.875,bicubic,-48.689,-44.989,+7 +gluon_seresnext101_32x4d,32.107,67.893,51.237,48.763,48.96,224,0.875,bicubic,-48.797,-44.057,+5 +vit_deit_base_patch16_384,31.989,68.011,50.547,49.453,86.86,384,1.000,bicubic,-51.117,-45.825,-49 +seresnext50_32x4d,31.985,68.015,51.231,48.769,27.56,224,0.875,bicubic,-49.281,-44.389,-7 +cspresnext50,31.822,68.178,51.602,48.398,20.57,224,0.875,bilinear,-48.218,-43.342,+39 +eca_nfnet_l0,31.657,68.343,51.654,48.346,24.14,288,1.000,bicubic,-50.931,-44.820,-41 +tnt_s_patch16_224,31.643,68.357,51.143,48.857,23.76,224,0.900,bicubic,-49.875,-44.605,-19 +resnet50,31.547,68.453,50.170,49.830,25.56,224,0.875,bicubic,-47.491,-44.220,+85 +ssl_resnext101_32x4d,31.423,68.577,52.121,47.879,44.18,224,0.875,bilinear,-49.501,-43.607,-3 +inception_v4,31.378,68.622,49.244,50.756,42.68,299,0.875,bicubic,-48.790,-45.724,+29 +rexnet_150,31.366,68.634,51.288,48.712,9.73,224,0.875,bicubic,-48.944,-43.878,+18 +pit_s_224,31.333,68.667,49.661,50.339,23.46,224,0.900,bicubic,-49.761,-45.671,-10 +cspresnet50,31.270,68.730,51.223,48.777,21.62,256,0.887,bilinear,-48.304,-43.489,+52 +ecaresnetlight,31.121,68.879,50.243,49.757,30.16,224,0.875,bicubic,-49.341,-45.007,+8 +gluon_resnet101_v1s,31.115,68.885,49.793,50.207,44.67,224,0.875,bicubic,-49.187,-45.367,+15 +tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.892,+118 +ecaresnet50d,31.058,68.942,50.848,49.152,25.58,224,0.875,bicubic,-49.534,-44.472,0 +ecaresnet50t,31.058,68.942,50.577,49.423,25.57,320,0.950,bicubic,-51.288,-45.561,-50 +resnet50d,31.020,68.980,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.352,-1 +cspdarknet53,31.018,68.981,50.390,49.610,27.64,256,0.887,bilinear,-49.040,-44.694,+23 +tresnet_m,30.997,69.003,48.682,51.318,31.39,224,0.875,bilinear,-49.805,-46.178,-9 +gluon_resnet152_v1c,30.991,69.009,48.924,51.076,60.21,224,0.875,bicubic,-48.919,-45.916,+27 +gluon_resnext101_64x4d,30.987,69.013,48.549,51.451,83.46,224,0.875,bicubic,-49.617,-46.439,-7 +tf_efficientnet_cc_b1_8e,30.899,69.101,50.080,49.920,39.72,240,0.882,bicubic,-48.409,-44.290,+51 +ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.919,-45.615,-15 +gluon_resnext101_32x4d,30.877,69.123,48.537,51.463,44.18,224,0.875,bicubic,-49.457,-46.389,+1 +tf_efficientnet_lite4,30.830,69.170,50.386,49.614,13.01,380,0.920,bilinear,-50.706,-45.282,-40 +nf_resnet50,30.775,69.225,50.074,49.926,25.56,288,0.940,bicubic,-49.919,-45.282,-14 +dpn107,30.678,69.322,48.810,51.190,86.92,224,0.875,bicubic,-49.478,-45.832,+12 +ese_vovnet39b,30.657,69.343,49.875,50.125,24.57,224,0.875,bicubic,-48.663,-44.837,+43 +gluon_resnet152_v1b,30.623,69.376,48.521,51.479,60.19,224,0.875,bicubic,-49.063,-46.215,+30 +tresnet_xl_448,30.614,69.386,49.069,50.931,78.44,448,0.875,bilinear,-52.436,-47.105,-76 +ssl_resnext50_32x4d,30.594,69.406,50.657,49.343,25.03,224,0.875,bilinear,-49.724,-44.749,-5 +gluon_resnet101_v1d,30.523,69.477,47.950,52.050,44.57,224,0.875,bicubic,-49.891,-47.064,-10 +dpn68b,30.517,69.483,49.162,50.838,12.61,224,0.875,bicubic,-48.699,-45.252,+50 +resnest26d,30.490,69.510,50.677,49.323,17.07,224,0.875,bilinear,-47.988,-43.621,+75 +efficientnet_b2a,30.435,69.565,49.698,50.302,9.11,288,1.000,bicubic,-50.177,-45.620,-22 +tf_efficientnet_b1_ap,30.421,69.579,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+43 +pit_xs_distilled_224,30.278,69.722,49.836,50.164,11.00,224,0.900,bicubic,-49.028,-44.528,+39 +seresnet50,30.077,69.923,49.292,50.708,28.09,224,0.875,bicubic,-50.197,-45.778,-7 +dpn98,30.067,69.933,48.244,51.756,61.57,224,0.875,bicubic,-49.575,-46.354,+22 +tf_efficientnet_b2,30.026,69.974,49.581,50.419,9.11,260,0.890,bicubic,-50.060,-45.328,0 +dpn131,30.024,69.976,48.146,51.854,79.25,224,0.875,bicubic,-49.798,-46.564,+12 +efficientnet_el,30.018,69.982,48.834,51.166,10.59,300,0.904,bicubic,-51.298,-46.692,-49 +legacy_senet154,30.001,69.999,48.034,51.966,115.09,224,0.875,bilinear,-51.309,-47.462,-49 +dpn92,29.953,70.047,49.162,50.838,37.67,224,0.875,bicubic,-50.055,-45.676,-1 +gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.357,-47.454,-49 +xception,29.865,70.135,48.686,51.314,22.86,299,0.897,bicubic,-49.187,-45.706,+44 +adv_inception_v3,29.816,70.184,47.847,52.153,23.83,299,0.875,bicubic,-47.766,-45.889,+96 +gluon_xception65,29.784,70.216,47.755,52.245,39.92,299,0.903,bicubic,-49.932,-47.105,+10 +resnetblur50,29.625,70.375,48.248,51.752,25.56,224,0.875,bicubic,-49.661,-46.390,+29 +efficientnet_b2,29.615,70.385,48.777,51.223,9.11,260,0.875,bicubic,-50.777,-46.299,-27 +efficientnet_em,29.486,70.514,48.946,51.054,6.90,240,0.882,bicubic,-49.766,-45.848,+29 +resnext101_32x8d,29.439,70.561,48.486,51.514,88.79,224,0.875,bilinear,-49.869,-46.032,+20 +ssl_resnet50,29.423,70.577,49.781,50.219,25.56,224,0.875,bilinear,-49.799,-45.051,+28 +vit_deit_small_patch16_224,29.421,70.579,48.256,51.744,22.05,224,0.900,bicubic,-50.435,-46.796,-3 +nf_regnet_b1,29.397,70.603,49.445,50.555,10.22,288,0.900,bicubic,-49.909,-45.303,+20 +swin_tiny_patch4_window7_224,29.334,70.666,47.602,52.398,28.29,224,0.900,bicubic,-52.044,-47.938,-65 +resnext50_32x4d,29.331,70.669,47.397,52.603,25.03,224,0.875,bicubic,-50.438,-47.201,-2 +resnet34d,29.328,70.671,48.409,51.591,21.82,224,0.875,bicubic,-47.788,-44.973,+98 +ecaresnet50d_pruned,29.215,70.785,48.453,51.547,19.94,224,0.875,bicubic,-50.501,-46.427,-2 +tresnet_l_448,29.165,70.835,47.232,52.768,55.99,448,0.875,bilinear,-53.103,-48.744,-93 +gluon_inception_v3,29.122,70.878,46.957,53.043,23.83,299,0.875,bicubic,-49.684,-47.413,+36 +xception71,29.047,70.953,47.405,52.595,42.34,299,0.903,bicubic,-50.826,-47.517,-13 +hrnet_w64,28.989,71.011,47.142,52.858,128.06,224,0.875,bilinear,-50.485,-47.510,+4 +resnetv2_101x1_bitm,28.910,71.090,49.502,50.498,44.54,480,1.000,bilinear,-53.302,-46.970,-95 +tf_efficientnet_b0_ns,28.902,71.098,49.011,50.989,5.29,224,0.875,bicubic,-49.756,-45.365,+39 +xception65,28.896,71.104,47.167,52.833,39.92,299,0.903,bicubic,-50.656,-47.487,-2 +tf_efficientnet_b1,28.886,71.114,47.503,52.497,7.79,240,0.882,bicubic,-49.940,-46.695,+29 +gluon_resnet101_v1b,28.878,71.121,46.389,53.611,44.55,224,0.875,bicubic,-50.427,-48.135,+6 +skresnext50_32x4d,28.818,71.182,46.497,53.503,27.48,224,0.875,bicubic,-51.338,-48.413,-31 +tf_efficientnet_lite3,28.660,71.340,47.354,52.646,8.20,300,0.904,bilinear,-51.160,-47.560,-16 +gluon_seresnext50_32x4d,28.651,71.349,46.436,53.564,27.56,224,0.875,bicubic,-51.267,-48.386,-26 +skresnet34,28.645,71.355,47.953,52.047,22.28,224,0.875,bicubic,-48.267,-45.369,+92 +hrnet_w40,28.641,71.359,47.454,52.546,57.56,224,0.875,bilinear,-50.279,-47.016,+20 +tv_resnet152,28.533,71.467,47.118,52.882,60.19,224,0.875,bilinear,-49.779,-46.920,+42 +repvgg_b2,28.427,71.573,47.038,52.962,89.02,224,0.875,bilinear,-50.365,-47.376,+23 +hrnet_w48,28.413,71.587,47.586,52.414,77.47,224,0.875,bilinear,-50.887,-46.926,+1 +gluon_resnext50_32x4d,28.375,71.624,45.328,54.672,25.03,224,0.875,bicubic,-50.978,-49.098,-7 +efficientnet_b2_pruned,28.362,71.638,47.051,52.949,8.31,260,0.890,bicubic,-51.554,-47.805,-32 +tf_efficientnet_b0_ap,28.346,71.654,47.531,52.469,5.29,224,0.875,bicubic,-48.740,-45.725,+79 +tf_efficientnet_cc_b0_4e,28.315,71.685,47.364,52.636,13.31,224,0.875,bicubic,-48.991,-45.970,+71 +dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.375,-46.945,+20 +dla102x2,28.313,71.687,46.761,53.239,41.28,224,0.875,bilinear,-51.135,-47.879,-13 +mixnet_xl,28.287,71.713,46.702,53.298,11.90,224,0.875,bicubic,-52.189,-48.234,-65 +gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.828,-48.592,+4 +wide_resnet101_2,28.108,71.892,46.401,53.599,126.89,224,0.875,bilinear,-50.748,-47.881,+10 +gluon_resnet101_v1c,28.104,71.896,45.961,54.039,44.57,224,0.875,bicubic,-51.430,-48.617,-21 +regnetx_320,28.093,71.907,45.126,54.874,107.81,224,0.875,bicubic,-52.153,-49.900,-54 +densenet161,28.081,71.919,46.641,53.359,28.68,224,0.875,bicubic,-49.277,-46.997,+62 +regnety_320,28.059,71.941,45.444,54.556,145.05,224,0.875,bicubic,-52.753,-49.800,-80 +gernet_s,28.022,71.978,46.723,53.277,8.17,224,0.875,bilinear,-48.894,-46.409,+73 +efficientnet_el_pruned,28.016,71.984,46.790,53.210,10.59,300,0.904,bicubic,-52.284,-48.428,-62 +xception41,27.888,72.112,45.890,54.110,26.97,299,0.903,bicubic,-50.628,-48.388,+14 +regnetx_160,27.817,72.183,45.617,54.383,54.28,224,0.875,bicubic,-52.039,-49.213,-43 +tf_inception_v3,27.780,72.220,45.721,54.279,23.83,299,0.875,bicubic,-50.078,-47.695,+42 +res2net101_26w_4s,27.768,72.232,45.179,54.821,45.21,224,0.875,bilinear,-51.430,-49.253,-10 +repvgg_b1,27.656,72.344,46.531,53.469,57.42,224,0.875,bilinear,-50.710,-47.567,+19 +hrnet_w44,27.621,72.379,45.837,54.163,67.06,224,0.875,bilinear,-51.275,-48.531,-3 +inception_v3,27.556,72.444,45.263,54.737,23.83,299,0.875,bicubic,-49.882,-48.213,+49 +pit_xs_224,27.491,72.509,45.900,54.100,10.62,224,0.900,bicubic,-50.691,-48.268,+22 +regnetx_080,27.405,72.595,45.002,54.998,39.57,224,0.875,bicubic,-51.789,-49.558,-14 +hrnet_w30,27.381,72.619,46.554,53.446,37.71,224,0.875,bilinear,-50.825,-47.668,+19 +hrnet_w32,27.369,72.631,45.994,54.006,41.23,224,0.875,bilinear,-51.081,-48.192,+9 +gluon_resnet50_v1s,27.326,72.674,45.222,54.778,25.68,224,0.875,bicubic,-51.384,-49.016,-3 +densenet201,27.265,72.735,46.222,53.778,20.01,224,0.875,bicubic,-50.021,-47.256,+48 +densenetblur121d,27.228,72.772,46.299,53.701,8.00,224,0.875,bicubic,-49.360,-46.893,+66 +regnety_064,27.220,72.780,44.847,55.153,30.58,224,0.875,bicubic,-52.502,-49.921,-50 +efficientnet_b1_pruned,27.181,72.819,45.872,54.128,6.33,240,0.882,bicubic,-51.055,-47.962,+12 +rexnet_130,27.094,72.906,45.933,54.067,7.56,224,0.875,bicubic,-52.406,-48.749,-42 +vit_small_patch16_224,27.086,72.914,45.701,54.299,48.75,224,0.900,bicubic,-50.772,-48.169,+25 +res2net50_26w_8s,27.078,72.921,44.428,55.572,48.40,224,0.875,bilinear,-52.119,-49.940,-26 +dla102x,27.061,72.939,45.475,54.525,26.31,224,0.875,bilinear,-51.449,-48.753,-4 +tv_resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.411,-48.306,+37 +resnext50d_32x4d,26.876,73.124,44.436,55.564,25.05,224,0.875,bicubic,-52.800,-50.430,-53 +regnetx_120,26.868,73.132,44.682,55.318,46.11,224,0.875,bicubic,-52.728,-50.056,-52 +rexnet_100,26.831,73.169,45.369,54.631,4.80,224,0.875,bicubic,-51.027,-48.269,+20 +densenet169,26.829,73.171,45.373,54.627,14.15,224,0.875,bicubic,-49.077,-47.653,+64 +legacy_seresnext101_32x4d,26.811,73.189,43.497,56.503,48.96,224,0.875,bilinear,-53.417,-51.521,-83 +regnety_120,26.788,73.212,44.454,55.546,51.82,224,0.875,bicubic,-53.578,-50.672,-94 +regnetx_064,26.784,73.216,44.927,55.073,26.21,224,0.875,bicubic,-52.288,-49.531,-30 +regnetx_032,26.703,73.297,45.236,54.764,15.30,224,0.875,bicubic,-51.469,-48.852,+2 +legacy_seresnet152,26.676,73.324,43.947,56.053,66.82,224,0.875,bilinear,-51.984,-50.423,-18 +densenet121,26.664,73.336,45.900,54.100,7.98,224,0.875,bicubic,-48.914,-46.752,+62 +efficientnet_es,26.621,73.379,45.112,54.888,5.44,224,0.875,bicubic,-51.445,-48.814,+3 +res2net50_26w_6s,26.595,73.405,43.990,56.010,37.05,224,0.875,bilinear,-51.975,-50.134,-19 +repvgg_b1g4,26.579,73.421,45.084,54.916,39.97,224,0.875,bilinear,-51.015,-48.742,+17 +dla60x,26.552,73.448,45.023,54.977,17.35,224,0.875,bilinear,-51.694,-48.995,-9 +regnety_080,26.524,73.476,44.359,55.641,39.18,224,0.875,bicubic,-53.352,-50.471,-79 +tf_efficientnet_b0,26.485,73.515,45.646,54.354,5.29,224,0.875,bicubic,-50.363,-47.582,+37 +res2net50_14w_8s,26.483,73.517,44.371,55.629,25.06,224,0.875,bilinear,-51.667,-49.477,-6 +gluon_resnet50_v1b,26.436,73.564,44.035,55.965,25.56,224,0.875,bicubic,-51.144,-49.681,+14 +tf_efficientnet_el,26.357,73.643,44.175,55.825,10.59,300,0.904,bicubic,-53.893,-50.953,-99 +regnetx_040,26.243,73.757,44.438,55.562,22.12,224,0.875,bicubic,-52.239,-49.806,-24 +dpn68,26.129,73.871,44.228,55.772,12.61,224,0.875,bicubic,-50.189,-48.750,+42 +hrnet_w18,25.986,74.014,44.813,55.187,21.30,224,0.875,bilinear,-50.772,-48.631,+33 +hardcorenas_f,25.951,74.049,44.220,55.780,8.20,224,0.875,bilinear,-52.153,-49.582,-10 +regnety_040,25.923,74.077,43.848,56.152,20.65,224,0.875,bicubic,-53.297,-50.808,-54 +resnet34,25.888,74.112,43.982,56.018,21.80,224,0.875,bilinear,-49.222,-48.302,+57 +res2net50_26w_4s,25.866,74.134,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.699,-7 +tresnet_m_448,25.852,74.148,42.874,57.126,31.39,448,0.875,bilinear,-55.862,-52.698,-159 +hardcorenas_c,25.815,74.185,44.772,55.228,5.52,224,0.875,bilinear,-51.239,-48.386,+19 +gluon_resnet50_v1c,25.784,74.216,43.031,56.969,25.58,224,0.875,bicubic,-52.228,-50.957,-13 +selecsls60,25.729,74.272,44.065,55.935,30.67,224,0.875,bicubic,-52.254,-49.764,-12 +hardcorenas_e,25.662,74.338,43.412,56.588,8.07,224,0.875,bilinear,-52.132,-50.282,-6 +dla60_res2net,25.652,74.348,43.599,56.401,20.85,224,0.875,bilinear,-52.812,-50.607,-34 +dla60_res2next,25.640,74.360,43.670,56.330,17.03,224,0.875,bilinear,-52.800,-50.482,-33 +ecaresnet26t,25.538,74.462,43.660,56.340,16.01,320,0.950,bicubic,-54.316,-51.424,-94 +mixnet_l,25.512,74.488,43.455,56.545,7.33,224,0.875,bicubic,-53.464,-50.727,-55 +tf_efficientnet_lite1,25.499,74.501,43.585,56.415,5.42,240,0.882,bicubic,-51.143,-49.641,+21 +efficientnet_b1,25.469,74.531,43.284,56.716,7.79,240,0.875,bicubic,-53.229,-50.860,-48 +tv_resnext50_32x4d,25.455,74.545,42.787,57.213,25.03,224,0.875,bilinear,-52.165,-50.909,-10 +repvgg_a2,25.436,74.564,43.939,56.061,28.21,224,0.875,bilinear,-51.024,-49.065,+23 +tf_mixnet_l,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.464,-53 +hardcorenas_b,25.402,74.598,44.190,55.810,5.18,224,0.875,bilinear,-51.136,-48.564,+19 +res2next50,25.389,74.611,42.508,57.492,24.67,224,0.875,bilinear,-52.857,-51.384,-36 +legacy_seresnet101,25.334,74.666,42.825,57.175,49.33,224,0.875,bilinear,-53.048,-51.439,-41 +selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.080,-50.615,-43 +dla102,25.316,74.684,43.827,56.173,33.27,224,0.875,bilinear,-52.716,-50.119,-30 +hardcorenas_d,25.300,74.700,43.121,56.879,7.50,224,0.875,bilinear,-52.132,-50.363,-10 +resnest14d,25.284,74.716,44.114,55.886,10.61,224,0.875,bilinear,-50.220,-48.404,+27 +legacy_seresnext50_32x4d,25.210,74.790,41.936,58.064,27.56,224,0.875,bilinear,-53.868,-52.500,-73 +res2net50_48w_2s,25.027,74.973,42.208,57.792,25.29,224,0.875,bilinear,-52.495,-51.346,-16 +efficientnet_b0,25.015,74.985,42.787,57.213,5.29,224,0.875,bicubic,-52.683,-50.745,-24 +gluon_resnet34_v1b,24.939,75.061,42.243,57.757,21.80,224,0.875,bicubic,-49.649,-49.747,+40 +mobilenetv2_120d,24.937,75.063,43.058,56.942,5.83,224,0.875,bicubic,-52.347,-50.434,-11 +dla60,24.933,75.067,43.296,56.704,22.04,224,0.875,bilinear,-52.099,-50.022,-5 +regnety_016,24.811,75.189,42.616,57.384,11.20,224,0.875,bicubic,-53.051,-51.104,-33 +tf_efficientnet_lite2,24.530,75.470,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.474,-21 +skresnet18,24.483,75.517,42.536,57.464,11.96,224,0.875,bicubic,-48.555,-48.632,+46 +regnetx_016,24.473,75.527,42.514,57.486,9.19,224,0.875,bicubic,-52.477,-50.906,-8 +pit_ti_distilled_224,24.406,75.594,42.730,57.270,5.10,224,0.900,bicubic,-50.124,-49.366,+34 +tf_efficientnet_lite0,24.373,75.627,42.487,57.513,4.65,224,0.875,bicubic,-50.457,-49.689,+27 +hardcorenas_a,24.369,75.631,43.284,56.716,5.26,224,0.875,bilinear,-51.547,-49.230,+7 +resnetv2_50x1_bitm,24.233,75.767,43.477,56.523,25.55,480,1.000,bilinear,-55.939,-52.149,-137 +tv_resnet50,24.070,75.930,41.313,58.687,25.56,224,0.875,bilinear,-52.068,-51.551,+3 +legacy_seresnet34,24.027,75.973,41.909,58.091,21.96,224,0.875,bilinear,-50.781,-50.215,+24 +resnet18d,23.929,76.071,42.300,57.700,11.71,224,0.875,bicubic,-48.331,-48.396,+45 +efficientnet_lite0,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.575,-50.422,+10 +tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.894,-50.225,+22 +efficientnet_es_pruned,23.828,76.172,41.995,58.005,5.44,224,0.875,bicubic,-51.172,-50.453,+18 +mobilenetv2_140,23.712,76.288,41.477,58.523,6.11,224,0.875,bicubic,-52.804,-51.519,-7 +mixnet_m,23.710,76.290,41.141,58.859,5.01,224,0.875,bicubic,-53.550,-52.284,-27 +dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.961,-50.527,+20 +legacy_seresnet50,23.651,76.349,40.091,59.909,28.09,224,0.875,bilinear,-53.978,-53.657,-44 +ese_vovnet19b_dw,23.535,76.465,41.288,58.712,6.54,224,0.875,bicubic,-53.263,-51.980,-18 +tf_mixnet_m,23.484,76.516,40.989,59.011,5.01,224,0.875,bicubic,-53.458,-52.163,-23 +tv_resnet34,23.473,76.527,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.059,+26 +tf_efficientnet_em,23.359,76.641,40.404,59.596,6.90,240,0.882,bicubic,-54.771,-53.640,-63 +selecsls42b,23.357,76.643,40.677,59.323,32.46,224,0.875,bicubic,-53.817,-52.713,-33 +repvgg_b0,23.316,76.684,41.182,58.818,15.82,224,0.875,bilinear,-51.837,-51.236,+2 +mobilenetv2_110d,23.066,76.934,40.716,59.284,4.52,224,0.875,bicubic,-51.970,-51.470,+6 +vit_deit_tiny_distilled_patch16_224,22.718,77.282,40.771,59.229,5.91,224,0.900,bicubic,-51.792,-51.119,+14 +mobilenetv3_large_100,22.655,77.345,40.781,59.219,5.48,224,0.875,bicubic,-53.111,-51.761,-11 +mobilenetv3_rw,22.630,77.370,40.374,59.626,5.48,224,0.875,bicubic,-53.004,-52.334,-10 +tf_mobilenetv3_large_100,22.569,77.431,39.767,60.233,5.48,224,0.875,bilinear,-52.949,-52.839,-9 +tf_efficientnet_es,22.413,77.587,39.095,60.905,5.44,224,0.875,bicubic,-54.180,-54.107,-25 +hrnet_w18_small_v2,22.337,77.663,39.861,60.139,15.60,224,0.875,bilinear,-52.777,-52.555,-3 +regnety_008,22.119,77.881,38.900,61.100,6.26,224,0.875,bicubic,-54.197,-54.166,-21 +seresnext26t_32x4d,21.991,78.009,38.482,61.518,16.81,224,0.875,bicubic,-55.995,-55.264,-69 +regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.577,-9 +regnetx_008,21.940,78.060,38.928,61.072,7.26,224,0.875,bicubic,-53.098,-53.408,-5 +resnet26d,21.907,78.094,38.619,61.381,16.01,224,0.875,bicubic,-54.789,-54.531,-33 +semnasnet_100,21.903,78.097,38.600,61.400,3.89,224,0.875,bicubic,-53.545,-54.004,-14 +pit_ti_224,21.875,78.125,39.541,60.459,4.85,224,0.900,bicubic,-51.037,-51.861,+13 +regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.768,+5 +vgg19_bn,21.628,78.373,39.283,60.717,143.68,224,0.875,bilinear,-52.587,-52.559,+1 +gluon_resnet18_v1b,21.549,78.451,38.869,61.131,11.69,224,0.875,bicubic,-49.287,-50.893,+21 +fbnetc_100,21.484,78.516,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.224,-15 +mnasnet_100,21.350,78.650,37.719,62.281,4.38,224,0.875,bicubic,-53.308,-54.395,-7 +resnet26,21.295,78.705,38.018,61.982,16.00,224,0.875,bicubic,-53.997,-54.552,-20 +ssl_resnet18,21.278,78.722,39.113,60.887,11.69,224,0.875,bilinear,-51.332,-52.303,+7 +mixnet_s,21.254,78.746,38.187,61.813,4.13,224,0.875,bicubic,-54.738,-54.609,-33 +seresnext26d_32x4d,21.252,78.748,37.311,62.689,16.81,224,0.875,bicubic,-56.350,-56.297,-71 +legacy_seresnext26_32x4d,21.093,78.907,37.633,62.367,16.79,224,0.875,bicubic,-56.011,-55.683,-56 +regnetx_004,20.898,79.102,37.566,62.434,5.16,224,0.875,bicubic,-51.498,-53.264,+4 +spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.922,-8 +legacy_seresnet18,20.837,79.162,37.619,62.381,11.78,224,0.875,bicubic,-50.905,-52.715,+8 +mobilenetv2_100,20.773,79.227,37.759,62.241,3.50,224,0.875,bicubic,-52.197,-53.257,-2 +tf_mixnet_s,20.470,79.530,36.607,63.393,4.13,224,0.875,bicubic,-55.180,-56.021,-36 +regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.619,-54.750,-11 +hrnet_w18_small,20.368,79.632,37.093,62.907,13.19,224,0.875,bilinear,-51.976,-53.585,0 +tf_mobilenetv3_large_075,20.366,79.634,36.764,63.236,3.99,224,0.875,bilinear,-53.072,-54.586,-11 +resnet18,20.228,79.772,37.261,62.739,11.69,224,0.875,bilinear,-49.520,-51.817,+9 +vit_deit_tiny_patch16_224,20.162,79.838,37.546,62.454,5.72,224,0.900,bicubic,-52.007,-53.572,0 +tf_mobilenetv3_large_minimal_100,20.122,79.878,36.908,63.092,3.92,224,0.875,bilinear,-52.126,-53.722,-2 +vgg16_bn,19.959,80.041,36.301,63.699,138.37,224,0.875,bilinear,-53.391,-55.205,-14 +vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.439,-57.818,-7 +vgg13_bn,17.802,82.198,34.039,65.961,133.05,224,0.875,bilinear,-53.792,-56.337,-2 +vgg16,17.540,82.460,32.773,67.227,138.36,224,0.875,bilinear,-54.054,-57.609,-2 +regnety_002,17.450,82.550,32.431,67.569,3.16,224,0.875,bicubic,-52.802,-57.109,0 +vgg11_bn,17.403,82.597,33.011,66.989,132.87,224,0.875,bilinear,-52.957,-56.791,-2 +regnetx_002,16.962,83.038,32.225,67.775,2.68,224,0.875,bicubic,-51.800,-56.331,+2 +dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,+3 +tf_mobilenetv3_small_100,16.227,83.772,31.223,68.777,2.54,224,0.875,bilinear,-51.694,-56.441,+1 +vgg13,16.100,83.900,30.985,69.015,133.05,224,0.875,bilinear,-53.826,-58.261,-4 +vgg11,15.728,84.272,30.453,69.547,132.86,224,0.875,bilinear,-53.296,-58.175,-3 +tf_mobilenetv3_small_075,14.944,85.056,29.572,70.428,2.04,224,0.875,bilinear,-50.772,-56.558,+1 +dla46_c,14.657,85.343,29.380,70.620,1.30,224,0.875,bilinear,-50.209,-56.912,+1 +dla46x_c,14.382,85.618,29.191,70.809,1.07,224,0.875,bilinear,-51.588,-57.789,-2 +tf_mobilenetv3_small_minimal_100,13.964,86.036,27.988,72.012,2.04,224,0.875,bilinear,-48.942,-56.242,0