From 95feb1da41c1fe95ce9634b83db343e08224a8c5 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 28 Feb 2021 17:43:22 -0800 Subject: [PATCH] Update results csvs, run with PyTorch 1.7.1 cuda 10.2, some differences from prev run with older PT ver. --- results/results-imagenet-a-clean.csv | 587 +++++++++-------- results/results-imagenet-a.csv | 589 ++++++++++-------- results/results-imagenet-r-clean.csv | 581 +++++++++-------- results/results-imagenet-r.csv | 589 ++++++++++-------- results/results-imagenet-real.csv | 589 ++++++++++-------- results/results-imagenet.csv | 589 ++++++++++-------- .../results-imagenetv2-matched-frequency.csv | 589 ++++++++++-------- results/results-sketch.csv | 589 ++++++++++-------- 8 files changed, 2491 insertions(+), 2211 deletions(-) diff --git a/results/results-imagenet-a-clean.csv b/results/results-imagenet-a-clean.csv index e0843c21..fe9ed912 100644 --- a/results/results-imagenet-a-clean.csv +++ b/results/results-imagenet-a-clean.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns,98.540,1.460,99.820,0.180,480.31,800,0.960,bicubic -tf_efficientnet_l2_ns_475,98.490,1.510,99.830,0.170,480.31,475,0.936,bicubic -tf_efficientnet_b7_ns,97.880,2.120,99.720,0.280,66.35,600,0.949,bicubic -ig_resnext101_32x48d,97.640,2.360,99.700,0.300,828.41,224,0.875,bilinear -tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic -tf_efficientnet_b5_ns,97.490,2.510,99.630,0.370,30.39,456,0.934,bicubic -resnetv2_152x4_bitm,97.480,2.520,99.610,0.390,936.53,480,1.000,bilinear -ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear -tf_efficientnet_b8,97.210,2.790,99.500,0.500,87.41,672,0.954,bicubic -tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic -swsl_resnext101_32x8d,97.190,2.810,99.570,0.430,88.79,224,0.875,bilinear -vit_base_resnet50_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic -resnetv2_152x2_bitm,97.130,2.870,99.590,0.410,236.34,480,1.000,bilinear -vit_large_patch16_384,97.120,2.880,99.640,0.360,304.72,384,1.000,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 -resnetv2_101x3_bitm,97.080,2.920,99.510,0.490,387.93,480,1.000,bilinear +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_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic -tf_efficientnet_b4_ns,96.930,3.070,99.580,0.420,19.34,380,0.922,bicubic -ig_resnext101_32x16d,96.830,3.170,99.590,0.410,194.03,224,0.875,bilinear -resnetv2_50x3_bitm,96.780,3.220,99.420,0.580,217.32,480,1.000,bilinear -seresnet152d_320,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic -resnet200d_320,96.740,3.260,99.340,0.660,64.69,320,1.000,bicubic -vit_base_patch16_384,96.710,3.290,99.510,0.490,86.86,384,1.000,bicubic -tf_efficientnet_b5_ap,96.690,3.310,99.460,0.540,30.39,456,0.934,bicubic -tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic -resnest200e,96.620,3.380,99.350,0.650,70.20,320,0.909,bicubic -swsl_resnext101_32x16d,96.600,3.400,99.520,0.480,194.03,224,0.875,bilinear -seresnet152d,96.570,3.430,99.400,0.600,66.84,256,0.940,bicubic -resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic -swsl_resnext101_32x4d,96.410,3.590,99.470,0.530,44.18,224,0.875,bilinear -tf_efficientnet_b3_ns,96.370,3.630,99.350,0.650,12.23,300,0.904,bicubic -resnet152d_320,96.350,3.650,99.390,0.610,60.21,320,1.000,bicubic -tf_efficientnet_b5,96.340,3.660,99.310,0.690,30.39,456,0.934,bicubic -ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear -resnet101d_320,96.290,3.710,99.230,0.770,44.57,320,1.000,bicubic -resnet200d,96.290,3.710,99.250,0.750,64.69,256,0.940,bicubic -tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic -resnetv2_101x1_bitm,96.070,3.930,99.300,0.700,44.54,480,1.000,bilinear -resnet152d,95.990,4.010,99.260,0.740,60.21,256,0.940,bicubic -tresnet_xl_448,95.970,4.030,99.120,0.880,78.44,448,0.875,bilinear -vit_large_patch16_224,95.940,4.060,99.240,0.760,304.33,224,0.900,bicubic -resnet101d,95.930,4.070,99.070,0.930,44.57,256,0.940,bicubic -tf_efficientnet_b4,95.890,4.110,99.170,0.830,19.34,380,0.922,bicubic -swsl_resnext50_32x4d,95.880,4.120,99.250,0.750,25.03,224,0.875,bilinear -tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear -resnest101e,95.850,4.150,99.210,0.790,48.28,256,0.875,bilinear -ssl_resnext101_32x16d,95.810,4.190,99.180,0.820,194.03,224,0.875,bilinear -vit_base_patch32_384,95.810,4.190,99.150,0.850,88.30,384,1.000,bicubic -tf_efficientnet_b2_ns,95.740,4.260,99.120,0.880,9.11,260,0.890,bicubic -efficientnet_b3a,95.720,4.280,99.040,0.960,12.23,320,1.000,bicubic -nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic -efficientnet_b3,95.580,4.420,99.100,0.900,12.23,300,0.904,bicubic -ecaresnet101d,95.540,4.460,99.130,0.870,44.57,224,0.875,bicubic -ssl_resnext101_32x8d,95.470,4.530,99.110,0.890,88.79,224,0.875,bilinear -tresnet_xl,95.440,4.560,99.060,0.940,78.44,224,0.875,bilinear -ssl_resnext101_32x4d,95.430,4.570,99.130,0.870,44.18,224,0.875,bilinear -swsl_resnet50,95.410,4.590,99.280,0.720,25.56,224,0.875,bilinear -regnety_032,95.360,4.640,99.100,0.900,19.44,224,0.875,bicubic -vit_base_patch16_224,95.340,4.660,99.000,1.000,86.57,224,0.900,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 -tf_efficientnet_b1_ns,95.170,4.830,99.110,0.890,7.79,240,0.882,bicubic -ecaresnet101d_pruned,95.070,4.930,98.980,1.020,24.88,224,0.875,bicubic -wide_resnet50_2,95.070,4.930,98.970,1.030,68.88,224,0.875,bicubic -legacy_senet154,95.060,4.940,98.830,1.170,115.09,224,0.875,bilinear -gluon_resnet152_v1s,95.050,4.950,98.930,1.070,60.32,224,0.875,bicubic -resnetv2_50x1_bitm,95.040,4.960,99.160,0.840,25.55,480,1.000,bilinear -seresnext50_32x4d,95.040,4.960,98.890,1.110,27.56,224,0.875,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,94.950,5.050,99.070,0.930,30.42,224,0.875,bicubic -gluon_seresnext101_64x4d,94.950,5.050,98.820,1.180,88.23,224,0.875,bicubic -gluon_senet154,94.930,5.070,98.770,1.230,115.09,224,0.875,bicubic -rexnet_200,94.930,5.070,99.000,1.000,16.37,224,0.875,bicubic -gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic -ssl_resnext50_32x4d,94.860,5.140,98.870,1.130,25.03,224,0.875,bilinear -tf_efficientnet_lite4,94.860,5.140,99.020,0.980,13.01,380,0.920,bilinear -resnest50d,94.820,5.180,98.880,1.120,27.48,224,0.875,bilinear -ecaresnetlight,94.780,5.220,98.800,1.200,30.16,224,0.875,bicubic -resnest50d_1s4x24d,94.760,5.240,98.980,1.020,25.68,224,0.875,bicubic -gluon_resnet152_v1d,94.750,5.250,98.740,1.260,60.21,224,0.875,bicubic -efficientnet_b2,94.710,5.290,98.670,1.330,9.11,260,0.875,bicubic -gluon_resnet101_v1s,94.700,5.300,98.820,1.180,44.67,224,0.875,bicubic -cspdarknet53,94.670,5.330,98.810,1.190,27.64,256,0.887,bilinear -gluon_resnext101_64x4d,94.640,5.360,98.660,1.340,83.46,224,0.875,bicubic -efficientnet_b2a,94.630,5.370,98.710,1.290,9.11,288,1.000,bicubic -efficientnet_b3_pruned,94.620,5.380,98.770,1.230,9.86,300,0.904,bicubic -ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic -tf_efficientnet_el,94.610,5.390,98.750,1.250,10.59,300,0.904,bicubic -tresnet_m,94.610,5.390,98.550,1.450,31.39,224,0.875,bilinear -seresnet50,94.560,5.440,98.750,1.250,28.09,224,0.875,bicubic -regnety_320,94.550,5.450,98.840,1.160,145.05,224,0.875,bicubic -gluon_resnext101_32x4d,94.520,5.480,98.630,1.370,44.18,224,0.875,bicubic -ssl_resnet50,94.490,5.510,98.920,1.080,25.56,224,0.875,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_150,94.470,5.530,98.790,1.210,9.73,224,0.875,bicubic -regnetx_320,94.440,5.560,98.730,1.270,107.81,224,0.875,bicubic -tf_efficientnet_b2,94.370,5.630,98.610,1.390,9.11,260,0.890,bicubic -legacy_seresnext101_32x4d,94.360,5.640,98.640,1.360,48.96,224,0.875,bilinear -gluon_seresnext50_32x4d,94.350,5.650,98.620,1.380,27.56,224,0.875,bicubic -regnety_160,94.350,5.650,98.850,1.150,83.59,224,0.875,bicubic -dpn107,94.310,5.690,98.480,1.520,86.92,224,0.875,bicubic -xception71,94.290,5.710,98.640,1.360,42.34,299,0.903,bicubic -resnet50d,94.270,5.730,98.720,1.280,25.58,224,0.875,bicubic -gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic -skresnext50_32x4d,94.260,5.740,98.470,1.530,27.48,224,0.875,bicubic -regnetx_120,94.240,5.760,98.670,1.330,46.11,224,0.875,bicubic -dpn92,94.220,5.780,98.730,1.270,37.67,224,0.875,bicubic -ecaresnet50d_pruned,94.210,5.790,98.730,1.270,19.94,224,0.875,bicubic -gluon_resnet101_v1d,94.200,5.800,98.560,1.440,44.57,224,0.875,bicubic -mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic -resnext50d_32x4d,94.190,5.810,98.580,1.420,25.05,224,0.875,bicubic -tf_efficientnet_lite3,94.190,5.810,98.640,1.360,8.20,300,0.904,bilinear -regnety_080,94.180,5.820,98.680,1.320,39.18,224,0.875,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,94.140,5.860,98.520,1.480,8.31,260,0.890,bicubic -dpn98,94.130,5.870,98.570,1.430,61.57,224,0.875,bicubic -regnetx_160,94.120,5.880,98.740,1.260,54.28,224,0.875,bicubic -resnext50_32x4d,94.110,5.890,98.350,1.650,25.03,224,0.875,bicubic -ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic -gluon_resnet152_v1b,94.090,5.910,98.450,1.550,60.19,224,0.875,bicubic -dpn131,94.000,6.000,98.720,1.280,79.25,224,0.875,bicubic -hrnet_w64,93.990,6.010,98.610,1.390,128.06,224,0.875,bilinear -dla102x2,93.950,6.050,98.490,1.510,41.28,224,0.875,bilinear -resnetblur50,93.950,6.050,98.590,1.410,25.56,224,0.875,bicubic -hrnet_w48,93.940,6.060,98.610,1.390,77.47,224,0.875,bilinear -tf_efficientnet_cc_b1_8e,93.910,6.090,98.250,1.750,39.72,240,0.882,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_080,93.860,6.140,98.520,1.480,39.57,224,0.875,bicubic -regnety_040,93.860,6.140,98.640,1.360,20.65,224,0.875,bicubic -efficientnet_em,93.850,6.150,98.810,1.190,6.90,240,0.882,bicubic -gluon_resnext50_32x4d,93.820,6.180,98.410,1.590,25.03,224,0.875,bicubic -resnet50,93.810,6.190,98.380,1.620,25.56,224,0.875,bicubic -resnext101_32x8d,93.800,6.200,98.580,1.420,88.79,224,0.875,bilinear -gluon_resnet50_v1d,93.780,6.220,98.400,1.600,25.58,224,0.875,bicubic -xception65,93.770,6.230,98.360,1.640,39.92,299,0.903,bicubic -cspresnet50,93.750,6.250,98.630,1.370,21.62,256,0.887,bilinear -gluon_resnet101_v1b,93.730,6.270,98.400,1.600,44.55,224,0.875,bicubic -res2net101_26w_4s,93.730,6.270,98.320,1.680,45.21,224,0.875,bilinear -wide_resnet101_2,93.730,6.270,98.540,1.460,126.89,224,0.875,bilinear -legacy_seresnext50_32x4d,93.720,6.280,98.580,1.420,27.56,224,0.875,bilinear -tf_efficientnet_b1_ap,93.710,6.290,98.360,1.640,7.79,240,0.882,bicubic -dpn68b,93.680,6.320,98.520,1.480,12.61,224,0.875,bicubic -gluon_resnet101_v1c,93.670,6.330,98.410,1.590,44.57,224,0.875,bicubic -gluon_resnet50_v1s,93.630,6.370,98.470,1.530,25.68,224,0.875,bicubic -tf_efficientnet_b0_ns,93.620,6.380,98.640,1.360,5.29,224,0.875,bicubic -hrnet_w44,93.580,6.420,98.700,1.300,67.06,224,0.875,bilinear -regnetx_040,93.560,6.440,98.550,1.450,22.12,224,0.875,bicubic -res2net50_26w_8s,93.540,6.460,98.270,1.730,48.40,224,0.875,bilinear -hrnet_w32,93.520,6.480,98.430,1.570,41.23,224,0.875,bilinear -tf_efficientnet_b1,93.520,6.480,98.360,1.640,7.79,240,0.882,bicubic -dla102x,93.520,6.480,98.500,1.500,26.31,224,0.875,bilinear -tf_efficientnet_em,93.500,6.500,98.440,1.560,6.90,240,0.882,bicubic -hrnet_w40,93.490,6.510,98.590,1.410,57.56,224,0.875,bilinear -xception,93.470,6.530,98.530,1.470,22.86,299,0.897,bicubic -gluon_inception_v3,93.460,6.540,98.560,1.440,23.83,299,0.875,bicubic -mixnet_l,93.430,6.570,98.220,1.780,7.33,224,0.875,bicubic -legacy_seresnet152,93.420,6.580,98.350,1.650,66.82,224,0.875,bilinear -xception41,93.410,6.590,98.420,1.580,26.97,299,0.903,bicubic -res2net50_26w_6s,93.400,6.600,98.280,1.720,37.05,224,0.875,bilinear -resnest26d,93.370,6.630,98.640,1.360,17.07,224,0.875,bilinear -dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear -tf_inception_v3,93.330,6.670,98.040,1.960,23.83,299,0.875,bicubic -tv_resnet152,93.320,6.680,98.390,1.610,60.19,224,0.875,bilinear -tf_mixnet_l,93.300,6.700,98.030,1.970,7.33,224,0.875,bicubic -legacy_seresnet101,93.290,6.710,98.500,1.500,49.33,224,0.875,bilinear -selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic -efficientnet_b1,93.270,6.730,98.190,1.810,7.79,240,0.875,bicubic -hrnet_w30,93.210,6.790,98.410,1.590,37.71,224,0.875,bilinear -efficientnet_es,93.200,6.800,98.410,1.590,5.44,224,0.875,bicubic -dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear -dla60_res2net,93.150,6.850,98.420,1.580,20.85,224,0.875,bilinear -regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic -dla60x,93.100,6.900,98.490,1.510,17.35,224,0.875,bilinear -dla102,93.090,6.910,98.550,1.450,33.27,224,0.875,bilinear -seresnext26t_32x4d,93.060,6.940,98.100,1.900,16.82,224,0.875,bicubic -selecsls60,93.050,6.950,98.300,1.700,30.67,224,0.875,bicubic -gluon_resnet50_v1c,93.030,6.970,98.370,1.630,25.58,224,0.875,bicubic -regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic -rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic -legacy_seresnet50,92.950,7.050,98.190,1.810,28.09,224,0.875,bilinear -adv_inception_v3,92.890,7.110,98.130,1.870,23.83,299,0.875,bicubic -res2next50,92.830,7.170,98.170,1.830,24.67,224,0.875,bilinear -tf_efficientnet_cc_b0_8e,92.820,7.180,98.180,1.820,24.01,224,0.875,bicubic -seresnext26tn_32x4d,92.810,7.190,98.370,1.630,16.81,224,0.875,bicubic -tv_resnet101,92.800,7.200,98.230,1.770,44.55,224,0.875,bilinear -efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic -vit_small_patch16_224,92.770,7.230,97.930,2.070,48.75,224,0.900,bicubic -tv_resnext50_32x4d,92.760,7.240,98.270,1.730,25.03,224,0.875,bilinear -densenet201,92.750,7.250,98.240,1.760,20.01,224,0.875,bicubic -seresnext26d_32x4d,92.730,7.270,98.150,1.850,16.81,224,0.875,bicubic -inception_v3,92.720,7.280,97.960,2.040,23.83,299,0.875,bicubic -res2net50_14w_8s,92.720,7.280,98.190,1.810,25.06,224,0.875,bilinear -resnet34d,92.690,7.310,98.300,1.700,21.82,224,0.875,bicubic -efficientnet_b0,92.670,7.330,98.080,1.920,5.29,224,0.875,bicubic -tf_efficientnet_lite2,92.660,7.340,98.230,1.770,6.09,260,0.890,bicubic -legacy_seresnext26_32x4d,92.630,7.370,98.120,1.880,16.79,224,0.875,bicubic -tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic -tf_efficientnet_cc_b0_4e,92.610,7.390,98.080,1.920,13.31,224,0.875,bicubic -res2net50_48w_2s,92.560,7.440,98.070,1.930,25.29,224,0.875,bilinear -tf_efficientnet_es,92.550,7.450,98.290,1.710,5.44,224,0.875,bicubic -gluon_resnet50_v1b,92.540,7.460,98.190,1.810,25.56,224,0.875,bicubic -res2net50_26w_4s,92.490,7.510,98.060,1.940,25.70,224,0.875,bilinear -densenet161,92.490,7.510,98.290,1.710,28.68,224,0.875,bicubic -mixnet_m,92.440,7.560,97.870,2.130,5.01,224,0.875,bicubic -mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic -skresnet34,92.380,7.620,98.140,1.860,22.28,224,0.875,bicubic -tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic -hrnet_w18,92.310,7.690,98.240,1.760,21.30,224,0.875,bilinear -selecsls42b,92.300,7.700,98.150,1.850,32.46,224,0.875,bicubic -ese_vovnet19b_dw,92.290,7.710,98.100,1.900,6.54,224,0.875,bicubic -tf_efficientnet_b0,92.230,7.770,98.000,2.000,5.29,224,0.875,bicubic -tf_efficientnet_b0_ap,92.220,7.780,98.020,1.980,5.29,224,0.875,bicubic -dla60,92.220,7.780,98.110,1.890,22.04,224,0.875,bilinear -regnetx_016,92.170,7.830,98.210,1.790,9.19,224,0.875,bicubic -resnet26d,92.050,7.950,97.950,2.050,16.01,224,0.875,bicubic -dpn68,92.010,7.990,98.040,1.960,12.61,224,0.875,bicubic -densenetblur121d,91.920,8.080,98.090,1.910,8.00,224,0.875,bicubic -densenet169,91.910,8.090,98.100,1.900,14.15,224,0.875,bicubic -tv_resnet50,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear -mobilenetv2_140,91.820,8.180,97.860,2.140,6.11,224,0.875,bicubic -mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic -regnety_008,91.740,8.260,98.180,1.820,6.26,224,0.875,bicubic -resnest14d,91.740,8.260,97.870,2.130,10.61,224,0.875,bilinear -densenet121,91.560,8.440,98.020,1.980,7.98,224,0.875,bicubic -tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic -regnety_006,91.370,8.630,97.710,2.290,6.06,224,0.875,bicubic -mobilenetv3_large_100,91.330,8.670,97.710,2.290,5.48,224,0.875,bicubic -semnasnet_100,91.290,8.710,97.570,2.430,3.89,224,0.875,bicubic -tf_mobilenetv3_large_100,91.230,8.770,97.660,2.340,5.48,224,0.875,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_lite0,91.170,8.830,97.620,2.380,4.65,224,0.875,bicubic -resnet26,91.120,8.880,97.730,2.270,16.00,224,0.875,bicubic -resnet34,91.110,8.890,97.620,2.380,21.80,224,0.875,bilinear -regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic -tf_efficientnet_lite0,91.040,8.960,97.570,2.430,4.65,224,0.875,bicubic -gluon_resnet34_v1b,90.990,9.010,97.640,2.360,21.80,224,0.875,bicubic -mobilenetv2_110d,90.970,9.030,97.540,2.460,4.52,224,0.875,bicubic -tv_densenet121,90.900,9.100,97.710,2.290,7.98,224,0.875,bicubic -legacy_seresnet34,90.890,9.110,97.580,2.420,21.96,224,0.875,bilinear -dla34,90.760,9.240,97.650,2.350,15.74,224,0.875,bilinear -fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear -swsl_resnet18,90.680,9.320,97.710,2.290,11.69,224,0.875,bilinear -mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic -regnety_004,90.500,9.500,97.560,2.440,4.34,224,0.875,bicubic -spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear -regnetx_006,90.330,9.670,97.430,2.570,6.20,224,0.875,bicubic -ssl_resnet18,90.230,9.770,97.560,2.440,11.69,224,0.875,bilinear -tv_resnet34,89.920,10.080,97.340,2.660,21.80,224,0.875,bilinear -tf_mobilenetv3_large_075,89.710,10.290,97.220,2.780,3.99,224,0.875,bilinear -skresnet18,89.660,10.340,97.220,2.780,11.96,224,0.875,bicubic -mobilenetv2_100,89.610,10.390,97.140,2.860,3.50,224,0.875,bicubic -resnet18d,89.300,10.700,97.150,2.850,11.71,224,0.875,bicubic -hrnet_w18_small,89.040,10.960,97.100,2.900,13.19,224,0.875,bilinear -tf_mobilenetv3_large_minimal_100,88.960,11.040,96.870,3.130,3.92,224,0.875,bilinear -regnetx_004,88.890,11.110,97.120,2.880,5.16,224,0.875,bicubic -legacy_seresnet18,88.880,11.120,96.970,3.030,11.78,224,0.875,bicubic -gluon_resnet18_v1b,88.370,11.630,96.690,3.310,11.69,224,0.875,bicubic -resnet18,87.370,12.630,96.260,3.740,11.69,224,0.875,bilinear -regnety_002,87.360,12.640,96.570,3.430,3.16,224,0.875,bicubic -dla60x_c,86.280,13.720,96.160,3.840,1.32,224,0.875,bilinear -regnetx_002,86.200,13.800,95.970,4.030,2.68,224,0.875,bicubic -tf_mobilenetv3_small_100,85.180,14.820,95.780,4.220,2.54,224,0.875,bilinear -dla46x_c,84.250,15.750,95.280,4.720,1.07,224,0.875,bilinear -dla46_c,83.640,16.360,94.910,5.090,1.30,224,0.875,bilinear -tf_mobilenetv3_small_075,83.490,16.510,94.790,5.210,2.04,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear -inception_resnet_v2,10.930,89.070,28.870,71.130,55.85,299,0.897,bicubic -pnasnet5large,10.690,89.310,31.050,68.950,86.06,331,0.911,bicubic -ens_adv_inception_resnet_v2,10.650,89.350,30.490,69.510,55.85,299,0.897,bicubic -inception_v4,10.570,89.430,28.260,71.740,42.68,299,0.875,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 +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 +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 +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 diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv index 1f596843..112de06c 100644 --- a/results/results-imagenet-a.csv +++ b/results/results-imagenet-a.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -tf_efficientnet_l2_ns,84.707,15.293,96.040,3.960,480.31,800,0.960,bicubic,-12.063,-3.410,-2 -tf_efficientnet_l2_ns_475,83.360,16.640,95.480,4.520,480.31,475,0.936,bicubic,-13.210,-3.920,-2 -tf_efficientnet_b7_ns,66.880,33.120,88.507,11.493,66.35,600,0.949,bicubic,-31.660,-11.313,-2 -tf_efficientnet_b6_ns,61.640,38.360,84.787,15.213,43.04,528,0.942,bicubic,-36.240,-14.933,-1 -ig_resnext101_32x48d,61.040,38.960,83.253,16.747,828.41,224,0.875,bilinear,-37.450,-16.577,-3 -tf_efficientnet_b5_ns,59.787,40.213,84.213,15.787,30.39,456,0.934,bicubic,-37.853,-15.487,-2 -resnetv2_152x4_bitm,59.560,40.440,83.147,16.853,936.53,480,1.000,bilinear,-38.070,-16.433,-2 -ig_resnext101_32x32d,57.933,42.067,80.760,19.240,468.53,224,0.875,bilinear,-39.557,-18.870,-2 -vit_base_resnet50_384,54.333,45.667,80.827,19.173,98.95,384,1.000,bicubic,-42.867,-18.713,+1 -resnetv2_152x2_bitm,53.773,46.227,81.840,18.160,236.34,480,1.000,bilinear,-43.417,-17.730,+1 -vit_large_patch16_384,53.053,46.947,79.853,20.147,304.72,384,1.000,bicubic,-44.127,-19.707,+1 -ig_resnext101_32x16d,53.040,46.960,76.853,23.147,194.03,224,0.875,bilinear,-43.970,-22.667,+6 -resnetv2_101x3_bitm,52.307,47.693,80.227,19.773,387.93,480,1.000,bilinear,-44.803,-19.433,+2 -swsl_resnext101_32x8d,51.160,48.840,78.213,21.787,88.79,224,0.875,bilinear,-46.050,-21.287,-5 -tf_efficientnet_b4_ns,50.907,49.093,79.040,20.960,19.34,380,0.922,bicubic,-46.173,-20.580,+2 -vit_base_patch16_384,50.027,49.973,77.600,22.400,86.86,384,1.000,bicubic,-46.713,-21.740,+6 -tf_efficientnet_b8,47.987,52.013,76.467,23.533,87.41,672,0.954,bicubic,-49.493,-23.143,-10 -resnest269e,47.653,52.347,74.013,25.987,110.93,416,0.928,bicubic,-48.867,-25.337,+10 -resnetv2_50x3_bitm,46.533,53.467,76.760,23.240,217.32,480,1.000,bilinear,-50.397,-22.820,0 -tf_efficientnet_b8_ap,46.453,53.547,76.160,23.840,87.41,672,0.954,bicubic,-50.677,-23.430,-7 -swsl_resnext101_32x16d,46.027,53.973,72.067,27.933,194.03,224,0.875,bilinear,-50.593,-27.283,+5 -tf_efficientnet_b7_ap,45.267,54.733,74.027,25.973,66.35,600,0.949,bicubic,-52.093,-25.653,-14 -ig_resnext101_32x8d,45.227,54.773,70.853,29.147,88.79,224,0.875,bilinear,-51.083,-28.577,+10 -resnest200e,43.867,56.133,73.293,26.707,70.20,320,0.909,bicubic,-52.803,-26.077,+1 -tresnet_xl_448,43.187,56.813,72.133,27.867,78.44,448,0.875,bilinear,-52.783,-26.987,+14 -tf_efficientnet_b7,42.213,57.787,72.547,27.453,66.35,600,0.949,bicubic,-54.867,-26.963,-10 -swsl_resnext101_32x4d,41.627,58.373,71.880,28.120,44.18,224,0.875,bilinear,-54.783,-27.590,+2 -tf_efficientnet_b6_ap,40.320,59.680,71.387,28.613,43.04,528,0.942,bicubic,-56.800,-28.253,-14 -tresnet_l_448,40.133,59.867,69.707,30.293,55.99,448,0.875,bilinear,-55.727,-29.413,+15 -resnetv2_101x1_bitm,38.747,61.253,71.000,29.000,44.54,480,1.000,bilinear,-57.323,-28.300,+7 -resnet200d_320,37.813,62.187,68.200,31.800,64.69,320,1.000,bicubic,-58.967,-31.220,-10 -seresnet152d_320,37.453,62.547,69.053,30.947,66.84,320,1.000,bicubic,-59.377,-30.537,+21 -tf_efficientnet_b3_ns,35.480,64.520,67.720,32.280,12.23,300,0.904,bicubic,-60.890,-31.630,-2 -vit_large_patch16_224,35.240,64.760,64.320,35.680,304.33,224,0.900,bicubic,-60.700,-34.920,+7 -tf_efficientnet_b6,34.947,65.053,67.293,32.707,43.04,528,0.942,bicubic,-61.743,-32.167,-10 -tf_efficientnet_b5_ap,34.333,65.667,67.053,32.947,30.39,456,0.934,bicubic,-62.377,-32.457,-12 -resnet152d_320,33.720,66.280,65.467,34.533,60.21,320,1.000,bicubic,-62.630,-33.923,-5 -tresnet_m_448,33.627,66.373,64.293,35.707,31.39,448,0.875,bilinear,-61.363,-34.687,+32 -vit_base_patch32_384,33.160,66.840,64.680,35.320,88.30,384,1.000,bicubic,-62.650,-34.470,+9 -swsl_resnext50_32x4d,33.027,66.973,65.173,34.827,25.03,224,0.875,bilinear,-62.853,-34.077,+4 -ssl_resnext101_32x16d,32.373,67.627,63.693,36.307,194.03,224,0.875,bilinear,-63.437,-35.487,+6 -seresnet152d,31.600,68.400,63.373,36.627,66.84,256,0.940,bicubic,-65.000,-36.147,+27 -resnest101e,31.600,68.400,64.053,35.947,48.28,256,0.875,bilinear,-64.250,-35.157,+4 -vit_base_patch16_224,31.573,68.427,61.213,38.787,86.57,224,0.900,bicubic,-63.767,-37.787,+16 -tf_efficientnet_b5,31.107,68.893,64.507,35.493,30.39,456,0.934,bicubic,-65.233,-34.803,-11 -resnet200d,30.053,69.947,61.160,38.840,64.69,256,0.940,bicubic,-66.237,-38.090,-9 -swsl_resnet50,29.787,70.213,63.800,36.200,25.56,224,0.875,bilinear,-65.623,-35.480,+11 -ssl_resnext101_32x8d,28.853,71.147,60.627,39.373,88.79,224,0.875,bilinear,-66.617,-38.483,+7 -resnet101d_320,28.747,71.253,62.013,37.987,44.57,320,1.000,bicubic,-67.543,-37.217,-13 -resnetv2_50x1_bitm,27.453,72.547,63.133,36.867,25.55,480,1.000,bilinear,-67.587,-36.027,+18 -resnet152d,25.947,74.053,58.573,41.427,60.21,256,0.940,bicubic,-70.043,-40.687,-11 -tf_efficientnet_b4,25.867,74.133,59.880,40.120,19.34,380,0.922,bicubic,-70.023,-39.290,-8 -tf_efficientnet_b4_ap,25.827,74.173,59.613,40.387,19.34,380,0.922,bicubic,-70.343,-39.667,-15 -ecaresnet101d,25.773,74.227,58.720,41.280,44.57,224,0.875,bicubic,-69.767,-40.410,0 -tf_efficientnet_b2_ns,24.120,75.880,57.480,42.520,9.11,260,0.890,bicubic,-71.620,-41.640,-5 -ssl_resnext101_32x4d,23.760,76.240,57.160,42.840,44.18,224,0.875,bilinear,-71.670,-41.970,+1 -efficientnet_b3,23.587,76.413,56.440,43.560,12.23,300,0.904,bicubic,-71.993,-42.660,-4 -efficientnet_b3a,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.227,-7 -nasnetalarge,23.120,76.880,54.560,45.440,88.75,331,0.911,bicubic,-72.560,-44.370,-7 -resnet101d,22.240,77.760,54.667,45.333,44.57,256,0.940,bicubic,-73.690,-44.403,-17 -regnety_032,21.787,78.213,54.880,45.120,19.44,224,0.875,bicubic,-73.573,-44.220,-2 -resnest50d_4s2x40d,20.080,79.920,52.907,47.093,30.42,224,0.875,bicubic,-74.870,-45.913,+10 -ssl_resnext50_32x4d,19.680,80.320,53.253,46.747,25.03,224,0.875,bilinear,-75.180,-45.617,+14 -tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-8 -gluon_senet154,19.067,80.933,47.187,52.813,115.09,224,0.875,bicubic,-75.863,-51.583,+9 -gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.990,-50.110,+7 -legacy_senet154,18.920,81.080,47.600,52.400,115.09,224,0.875,bilinear,-76.140,-51.230,-1 -tf_efficientnet_b1_ns,18.907,81.093,51.667,48.333,7.79,240,0.882,bicubic,-76.263,-47.443,-5 -rexnet_200,18.880,81.120,52.587,47.413,16.37,224,0.875,bicubic,-76.050,-46.413,+6 -seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.813,-47.983,-1 -ecaresnet50d,17.973,82.027,51.480,48.520,25.58,224,0.875,bicubic,-76.647,-47.290,+18 -resnest50d_1s4x24d,17.653,82.347,49.613,50.387,25.68,224,0.875,bicubic,-77.107,-49.367,+9 -tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.233,-48.767,+5 -gluon_seresnext101_32x4d,17.360,82.640,46.480,53.520,48.96,224,0.875,bicubic,-77.560,-52.330,+2 -resnest50d,17.280,82.720,50.533,49.467,27.48,224,0.875,bilinear,-77.540,-48.347,+4 -tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-15 -gluon_resnext101_64x4d,16.693,83.307,43.960,56.040,83.46,224,0.875,bicubic,-77.947,-54.700,+9 -tf_efficientnet_b3,16.693,83.307,49.107,50.893,12.23,300,0.904,bicubic,-78.317,-49.803,-8 -xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.690,-53.400,+27 -gluon_resnet152_v1s,16.467,83.533,44.200,55.800,60.32,224,0.875,bicubic,-78.583,-54.730,-13 -tresnet_l,16.413,83.587,49.573,50.427,55.99,224,0.875,bilinear,-78.877,-49.437,-19 -gluon_xception65,16.213,83.787,45.920,54.080,39.92,299,0.903,bicubic,-78.047,-52.650,+26 -wide_resnet50_2,16.200,83.800,48.080,51.920,68.88,224,0.875,bicubic,-78.870,-50.890,-18 -gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.590,-54.633,-2 -xception65,15.893,84.107,43.453,56.547,39.92,299,0.903,bicubic,-77.877,-54.907,+56 -ssl_resnet50,15.813,84.187,49.280,50.720,25.56,224,0.875,bilinear,-78.677,-49.640,+9 -ecaresnet101d_pruned,15.480,84.520,47.947,52.053,24.88,224,0.875,bicubic,-79.590,-51.033,-23 -regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.097,-54.280,+5 -ecaresnetlight,15.173,84.827,45.680,54.320,30.16,224,0.875,bicubic,-79.607,-53.120,-9 -skresnext50_32x4d,15.120,84.880,44.453,55.547,27.48,224,0.875,bicubic,-79.140,-54.017,+19 -rexnet_150,14.360,85.640,46.587,53.413,9.73,224,0.875,bicubic,-80.110,-52.203,+8 -efficientnet_b2a,14.307,85.693,45.787,54.213,9.11,288,1.000,bicubic,-80.323,-52.923,-5 -seresnet50,14.027,85.973,45.347,54.653,28.09,224,0.875,bicubic,-80.533,-53.403,-1 -legacy_seresnext101_32x4d,13.893,86.107,42.640,57.360,48.96,224,0.875,bilinear,-80.467,-56.000,+8 -gluon_resnext101_32x4d,13.680,86.320,41.467,58.533,44.18,224,0.875,bicubic,-80.840,-57.163,-1 -gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.897,-55.113,+7 -efficientnet_b2,13.253,86.747,44.493,55.507,9.11,260,0.875,bicubic,-81.457,-54.177,-14 -regnetx_320,13.160,86.840,40.253,59.747,107.81,224,0.875,bicubic,-81.280,-58.477,+2 -ese_vovnet39b,13.147,86.853,43.680,56.320,24.57,224,0.875,bicubic,-80.943,-54.980,+25 -mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.190,-55.207,+14 -efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.633,-54.077,-13 -gluon_resnet101_v1d,12.760,87.240,41.267,58.733,44.57,224,0.875,bicubic,-81.440,-57.293,+11 -gluon_inception_v3,12.507,87.493,40.200,59.800,23.83,299,0.875,bicubic,-80.953,-58.360,+58 -tresnet_m,12.373,87.627,41.547,58.453,31.39,224,0.875,bilinear,-82.237,-57.003,-13 -regnety_120,12.240,87.760,41.893,58.107,51.82,224,0.875,bicubic,-82.240,-56.917,-7 -regnety_160,12.173,87.827,41.107,58.893,83.59,224,0.875,bicubic,-82.177,-57.743,-2 -gluon_resnet101_v1s,12.013,87.987,40.773,59.227,44.67,224,0.875,bicubic,-82.687,-58.047,-23 -efficientnet_em,11.947,88.053,43.667,56.333,6.90,240,0.882,bicubic,-81.903,-55.143,+28 -vit_small_patch16_224,11.907,88.093,39.920,60.080,48.75,224,0.900,bicubic,-80.863,-58.010,+84 -hrnet_w64,11.880,88.120,40.560,59.440,128.06,224,0.875,bilinear,-82.110,-58.050,+17 -cspdarknet53,11.680,88.320,42.893,57.107,27.64,256,0.887,bilinear,-82.990,-55.917,-26 -resnet50d,11.640,88.360,42.120,57.880,25.58,224,0.875,bicubic,-82.630,-56.600,-5 -xception41,11.560,88.440,38.760,61.240,26.97,299,0.903,bicubic,-81.850,-59.660,+51 -dla102x2,11.387,88.613,41.267,58.733,41.28,224,0.875,bilinear,-82.563,-57.223,+14 -dpn92,11.280,88.720,39.520,60.480,37.67,224,0.875,bicubic,-82.940,-59.210,-4 -efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.887,-56.747,+4 -regnety_080,11.253,88.747,40.613,59.387,39.18,224,0.875,bicubic,-82.927,-58.067,0 -tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.540,-58.760,+33 -ecaresnet50d_pruned,11.000,89.000,42.000,58.000,19.94,224,0.875,bicubic,-83.210,-56.730,-7 -hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.087,-58.637,+10 -tf_inception_v3,10.840,89.160,36.680,63.320,23.83,299,0.875,bicubic,-82.490,-61.360,+47 -dpn107,10.827,89.173,38.427,61.573,86.92,224,0.875,bicubic,-83.483,-60.053,-18 -adv_inception_v3,10.827,89.173,36.467,63.533,23.83,299,0.875,bicubic,-82.063,-61.663,+65 -tf_efficientnet_el,10.800,89.200,41.093,58.907,10.59,300,0.904,bicubic,-83.810,-57.657,-34 -gluon_resnet152_v1c,10.760,89.240,36.840,63.160,60.21,224,0.875,bicubic,-83.400,-61.800,-7 -resnext50_32x4d,10.627,89.373,40.187,59.813,25.03,224,0.875,bicubic,-83.483,-58.163,-3 -dpn131,10.600,89.400,36.973,63.027,79.25,224,0.875,bicubic,-83.400,-61.747,-1 -resnext50d_32x4d,10.453,89.547,39.373,60.627,25.05,224,0.875,bicubic,-83.737,-59.207,-13 -tf_efficientnet_b2_ap,10.400,89.600,39.747,60.253,9.11,260,0.890,bicubic,-84.090,-58.873,-33 -rexnet_130,10.347,89.653,41.387,58.613,7.56,224,0.875,bicubic,-83.553,-57.013,+2 -hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.247,-59.500,+21 -dpn98,10.107,89.893,36.453,63.547,61.57,224,0.875,bicubic,-84.023,-62.117,-11 -cspresnext50,10.093,89.907,40.253,59.747,20.57,224,0.875,bilinear,-84.387,-58.427,-36 -regnety_064,10.000,90.000,38.920,61.080,30.58,224,0.875,bicubic,-84.150,-59.810,-15 -regnetx_160,9.973,90.027,37.733,62.267,54.28,224,0.875,bicubic,-84.147,-61.007,-13 -resnext101_32x8d,9.960,90.040,37.493,62.507,88.79,224,0.875,bilinear,-83.840,-61.087,+3 -legacy_seresnext50_32x4d,9.880,90.120,38.973,61.027,27.56,224,0.875,bilinear,-83.840,-59.607,+9 -xception,9.880,90.120,37.920,62.080,22.86,299,0.897,bicubic,-83.590,-60.610,+22 -inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.893,-62.920,+58 -tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.717,-59.970,-39 -tf_efficientnet_cc_b1_8e,9.613,90.387,36.880,63.120,39.72,240,0.882,bicubic,-84.297,-61.370,-10 -dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.093,-60.800,+6 -gluon_resnet152_v1b,9.587,90.413,35.693,64.307,60.19,224,0.875,bicubic,-84.503,-62.757,-18 -tf_efficientnet_lite3,9.480,90.520,38.960,61.040,8.20,300,0.904,bilinear,-84.710,-59.680,-28 -res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.317,-63.880,-1 -legacy_seresnet152,9.240,90.760,37.120,62.880,66.82,224,0.875,bilinear,-84.180,-61.230,+17 -cspresnet50,9.213,90.787,39.467,60.533,21.62,256,0.887,bilinear,-84.537,-59.163,-5 -efficientnet_b1,9.213,90.787,37.227,62.773,7.79,240,0.875,bicubic,-84.057,-60.963,+25 -seresnext26t_32x4d,9.187,90.813,37.187,62.813,16.82,224,0.875,bicubic,-83.873,-60.913,+32 -hrnet_w40,9.107,90.893,36.533,63.467,57.56,224,0.875,bilinear,-84.383,-62.057,+9 -regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.173,-61.723,-41 -gluon_resnext50_32x4d,9.027,90.973,36.320,63.680,25.03,224,0.875,bicubic,-84.793,-62.090,-15 -resnest26d,9.013,90.987,37.560,62.440,17.07,224,0.875,bilinear,-84.357,-61.080,+13 -regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-85.007,-61.640,-19 -rexnet_100,8.813,91.187,36.240,63.760,4.80,224,0.875,bicubic,-84.217,-61.950,+30 -seresnext26tn_32x4d,8.800,91.200,36.600,63.400,16.81,224,0.875,bicubic,-84.010,-61.770,+33 -seresnext26d_32x4d,8.800,91.200,36.427,63.573,16.81,224,0.875,bicubic,-83.930,-61.723,+40 -mixnet_l,8.747,91.253,36.173,63.827,7.33,224,0.875,bicubic,-84.683,-62.047,+4 -hrnet_w30,8.533,91.467,36.827,63.173,37.71,224,0.875,bilinear,-84.677,-61.583,+15 -dla169,8.373,91.627,35.907,64.093,53.39,224,0.875,bilinear,-84.967,-62.693,+7 -tf_efficientnet_b1_ap,8.333,91.667,35.147,64.853,7.79,240,0.882,bicubic,-85.377,-63.213,-14 -legacy_seresnet101,8.267,91.733,35.707,64.293,49.33,224,0.875,bilinear,-85.023,-62.793,+9 -resnetblur50,8.200,91.800,37.320,62.680,25.56,224,0.875,bicubic,-85.750,-61.270,-34 -dla102x,8.173,91.827,36.827,63.173,26.31,224,0.875,bilinear,-85.347,-61.533,-7 -hrnet_w32,7.933,92.067,37.253,62.747,41.23,224,0.875,bilinear,-85.587,-61.247,-10 -gluon_resnet50_v1d,7.827,92.173,34.787,65.213,25.58,224,0.875,bicubic,-85.953,-63.613,-26 -gluon_resnet101_v1c,7.800,92.200,32.947,67.053,44.57,224,0.875,bicubic,-85.870,-65.463,-18 -dla60_res2next,7.747,92.253,34.653,65.347,17.03,224,0.875,bilinear,-85.433,-63.757,+8 -res2net50_26w_8s,7.747,92.253,33.480,66.520,48.40,224,0.875,bilinear,-85.793,-64.790,-15 -densenetblur121d,7.560,92.440,34.560,65.440,8.00,224,0.875,bicubic,-84.360,-63.530,+53 -dla60_res2net,7.347,92.653,34.400,65.600,20.85,224,0.875,bilinear,-85.803,-64.020,+6 -regnetx_064,7.320,92.680,34.360,65.640,26.21,224,0.875,bicubic,-86.570,-64.270,-39 -wide_resnet101_2,7.307,92.693,33.707,66.293,126.89,224,0.875,bilinear,-86.423,-64.833,-28 -efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.490,-63.613,+18 -efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.457,-64.240,+25 -gluon_resnet101_v1b,7.133,92.867,32.707,67.293,44.55,224,0.875,bicubic,-86.597,-65.693,-33 -tf_efficientnet_cc_b0_8e,7.133,92.867,31.667,68.333,24.01,224,0.875,bicubic,-85.687,-66.513,+12 -tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.400,-65.323,-22 -gluon_resnet50_v1s,7.080,92.920,33.213,66.787,25.68,224,0.875,bicubic,-86.550,-65.257,-29 -tf_mixnet_l,7.067,92.933,31.587,68.413,7.33,224,0.875,bicubic,-86.233,-66.443,-10 -mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.773,-65.830,+29 -ese_vovnet19b_dw,6.653,93.347,33.160,66.840,6.54,224,0.875,bicubic,-85.637,-64.940,+34 -selecsls60b,6.627,93.373,33.133,66.867,32.77,224,0.875,bicubic,-86.663,-65.147,-11 -efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.640,-64.717,-9 -res2net50_26w_6s,6.520,93.480,31.493,68.507,37.05,224,0.875,bilinear,-86.880,-66.787,-20 -legacy_seresnext26_32x4d,6.440,93.560,32.893,67.107,16.79,224,0.875,bicubic,-86.190,-65.227,+16 -skresnet34,6.387,93.613,31.453,68.547,22.28,224,0.875,bicubic,-85.993,-66.687,+25 -regnetx_080,6.373,93.627,32.213,67.787,39.57,224,0.875,bicubic,-87.487,-66.307,-54 -resnet34d,6.347,93.653,31.667,68.333,21.82,224,0.875,bicubic,-86.343,-66.633,+10 -dla60x,6.320,93.680,33.773,66.227,17.35,224,0.875,bilinear,-86.780,-64.717,-11 -swsl_resnet18,6.213,93.787,31.373,68.627,11.69,224,0.875,bilinear,-84.467,-66.337,+58 -pnasnet5large,6.200,93.800,19.053,80.947,86.06,331,0.911,bicubic,-4.490,-11.997,+83 -legacy_seresnet50,6.040,93.960,32.440,67.560,28.09,224,0.875,bilinear,-86.910,-65.750,-7 -tf_efficientnet_cc_b0_4e,5.973,94.027,29.520,70.480,13.31,224,0.875,bicubic,-86.637,-68.560,+10 -tv_resnet152,5.973,94.027,31.587,68.413,60.19,224,0.875,bilinear,-87.347,-66.803,-26 -dla102,5.827,94.173,32.440,67.560,33.27,224,0.875,bilinear,-87.263,-66.110,-16 -regnetx_040,5.800,94.200,31.173,68.827,22.12,224,0.875,bicubic,-87.760,-67.377,-44 -resnet50,5.800,94.200,29.067,70.933,25.56,224,0.875,bicubic,-88.010,-69.313,-60 -selecsls60,5.720,94.280,32.320,67.680,30.67,224,0.875,bicubic,-87.330,-65.980,-17 -inception_v4,5.573,94.427,16.173,83.827,42.68,299,0.875,bicubic,-4.997,-12.087,+77 -regnety_016,5.573,94.427,30.293,69.707,11.20,224,0.875,bicubic,-87.457,-68.067,-17 -res2next50,5.520,94.480,30.587,69.413,24.67,224,0.875,bilinear,-87.310,-67.583,-14 -hrnet_w18,5.467,94.533,30.787,69.213,21.30,224,0.875,bilinear,-86.843,-67.453,+11 -tf_efficientnet_lite2,5.387,94.613,30.893,69.107,6.09,260,0.890,bicubic,-87.273,-67.337,-3 -inception_resnet_v2,5.360,94.640,16.227,83.773,55.85,299,0.897,bicubic,-5.570,-12.643,+69 -resnest14d,5.347,94.653,28.587,71.413,10.61,224,0.875,bilinear,-86.393,-69.283,+23 -tf_efficientnet_em,5.347,94.653,31.707,68.293,6.90,240,0.882,bicubic,-88.153,-66.733,-49 -tf_efficientnet_b0_ap,5.307,94.693,28.720,71.280,5.29,224,0.875,bicubic,-86.913,-69.390,+10 -ens_adv_inception_resnet_v2,5.173,94.827,15.680,84.320,55.85,299,0.897,bicubic,-5.477,-14.810,+67 -mobilenetv3_large_100,5.120,94.880,28.040,71.960,5.48,224,0.875,bicubic,-86.210,-69.670,+23 -densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.480,-68.393,+19 -res2net50_26w_4s,5.067,94.933,28.987,71.013,25.70,224,0.875,bilinear,-87.423,-69.303,-4 -tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.190,-69.093,+4 -tf_mixnet_m,5.040,94.960,28.080,71.920,5.01,224,0.875,bicubic,-87.290,-69.810,-1 -res2net50_14w_8s,4.907,95.093,28.320,71.680,25.06,224,0.875,bilinear,-87.813,-69.870,-17 -regnetx_032,4.880,95.120,29.920,70.080,15.30,224,0.875,bicubic,-88.240,-68.470,-38 -mixnet_s,4.827,95.173,28.493,71.507,4.13,224,0.875,bicubic,-86.993,-69.367,+10 -mobilenetv3_rw,4.813,95.187,29.520,70.480,5.48,224,0.875,bicubic,-86.397,-68.140,+18 -gluon_resnet50_v1c,4.773,95.227,27.773,72.227,25.58,224,0.875,bicubic,-88.257,-70.597,-36 -selecsls42b,4.707,95.293,28.320,71.680,32.46,224,0.875,bicubic,-87.593,-69.830,-5 -tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.067,-68.457,-27 -densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.917,-68.540,-13 -tv_resnet101,4.547,95.453,28.907,71.093,44.55,224,0.875,bilinear,-88.253,-69.323,-32 -tf_efficientnet_lite1,4.467,95.533,28.347,71.653,5.42,240,0.882,bicubic,-88.153,-69.733,-21 -mobilenetv2_120d,4.427,95.573,29.040,70.960,5.83,224,0.875,bicubic,-87.973,-69.010,-14 -fbnetc_100,4.080,95.920,25.480,74.520,5.57,224,0.875,bilinear,-86.630,-71.730,+22 -gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.513,-71.363,-20 -densenet201,3.987,96.013,27.253,72.747,20.01,224,0.875,bicubic,-88.763,-70.987,-33 -dpn68,3.933,96.067,26.013,73.987,12.61,224,0.875,bicubic,-88.077,-72.027,-7 -resnet26d,3.920,96.080,28.227,71.773,16.01,224,0.875,bicubic,-88.130,-69.723,-9 -tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.590,-72.410,0 -semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.410,-70.730,+2 -regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-88.033,-71.327,-5 -ssl_resnet18,3.707,96.293,25.280,74.720,11.69,224,0.875,bilinear,-86.523,-72.280,+20 -densenet169,3.680,96.320,25.533,74.467,14.15,224,0.875,bicubic,-88.230,-72.567,-11 -mobilenetv2_140,3.667,96.333,26.480,73.520,6.11,224,0.875,bicubic,-88.153,-71.210,-10 -tf_mobilenetv3_large_100,3.653,96.347,25.000,75.000,5.48,224,0.875,bilinear,-87.577,-72.660,-2 -dla60,3.573,96.427,27.920,72.080,22.04,224,0.875,bilinear,-88.647,-70.100,-19 -res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.987,-71.737,-34 -spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.817,-72.977,+12 -regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.863,-72.817,-9 -regnetx_016,3.467,96.533,26.387,73.613,9.19,224,0.875,bicubic,-88.703,-71.823,-22 -tf_efficientnet_es,3.387,96.613,27.093,72.907,5.44,224,0.875,bicubic,-89.163,-71.197,-37 -legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.597,-73.967,+2 -efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.890,-71.900,-7 -dla34,3.160,96.840,23.573,76.427,15.74,224,0.875,bilinear,-87.600,-74.077,+1 -mnasnet_100,3.107,96.893,24.227,75.773,4.38,224,0.875,bicubic,-87.403,-73.243,+3 -mobilenetv2_110d,3.107,96.893,24.373,75.627,4.52,224,0.875,bicubic,-87.863,-73.167,-4 -regnety_004,3.067,96.933,22.613,77.387,4.34,224,0.875,bicubic,-87.433,-74.947,+2 -tf_efficientnet_lite0,3.067,96.933,22.813,77.187,4.65,224,0.875,bicubic,-87.973,-74.757,-8 -skresnet18,2.987,97.013,22.733,77.267,11.96,224,0.875,bicubic,-86.673,-74.487,+6 -resnet34,2.907,97.093,23.560,76.440,21.80,224,0.875,bilinear,-88.203,-74.060,-12 -tf_mobilenetv3_large_075,2.853,97.147,21.600,78.400,3.99,224,0.875,bilinear,-86.857,-75.620,+3 -regnetx_008,2.733,97.267,22.347,77.653,7.26,224,0.875,bicubic,-88.317,-75.363,-13 -gluon_resnet34_v1b,2.653,97.347,21.547,78.453,21.80,224,0.875,bicubic,-88.337,-76.093,-12 -hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.563,-74.313,-19 -resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.807,-75.550,+2 -regnetx_006,2.467,97.533,20.627,79.373,6.20,224,0.875,bicubic,-87.863,-76.803,-5 -tv_densenet121,2.453,97.547,22.547,77.453,7.98,224,0.875,bicubic,-88.447,-75.163,-14 -legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-86.440,-77.143,+3 -resnet26,2.373,97.627,22.693,77.307,16.00,224,0.875,bicubic,-88.747,-75.037,-22 -mobilenetv2_100,2.147,97.853,19.640,80.360,3.50,224,0.875,bicubic,-87.463,-77.500,-4 -regnety_002,2.067,97.933,18.587,81.413,3.16,224,0.875,bicubic,-85.293,-77.983,+3 -tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-83.180,-79.900,+5 -tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-81.517,-79.950,+7 -regnetx_004,1.960,98.040,19.080,80.920,5.16,224,0.875,bicubic,-86.930,-78.040,-4 -tv_resnet34,1.827,98.173,19.813,80.187,21.80,224,0.875,bilinear,-88.093,-77.527,-12 -dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-82.557,-78.907,+2 -tf_mobilenetv3_large_minimal_100,1.627,98.373,17.200,82.800,3.92,224,0.875,bilinear,-87.333,-79.670,-8 -dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-84.693,-78.360,-3 -gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-86.823,-80.090,-7 -hrnet_w18_small,1.507,98.493,18.093,81.907,13.19,224,0.875,bilinear,-87.533,-79.007,-12 -dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-82.187,-79.883,-2 -regnetx_002,1.267,98.733,14.827,85.173,2.68,224,0.875,bicubic,-84.933,-81.143,-6 -resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-86.250,-80.087,-10 -tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-80.353,-82.270,-3 -tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.853,-83.720,-52 +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 diff --git a/results/results-imagenet-r-clean.csv b/results/results-imagenet-r-clean.csv index 768bcfc0..b709067a 100644 --- a/results/results-imagenet-r-clean.csv +++ b/results/results-imagenet-r-clean.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns,97.770,2.230,99.890,0.110,480.31,800,0.960,bicubic -tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic -tf_efficientnet_b7_ns,97.210,2.790,99.700,0.300,66.35,600,0.949,bicubic -tf_efficientnet_b6_ns,97.030,2.970,99.710,0.290,43.04,528,0.942,bicubic -ig_resnext101_32x48d,96.960,3.040,99.670,0.330,828.41,224,0.875,bilinear -resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear +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_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 -ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear -tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic -tf_efficientnet_b8,96.700,3.300,99.550,0.450,87.41,672,0.954,bicubic -tf_efficientnet_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,bicubic -tf_efficientnet_b8_ap,96.560,3.440,99.550,0.450,87.41,672,0.954,bicubic -resnetv2_152x2_bitm,96.490,3.510,99.620,0.380,236.34,480,1.000,bilinear -vit_base_resnet50_384,96.470,3.530,99.660,0.340,98.95,384,1.000,bicubic -ig_resnext101_32x16d,96.430,3.570,99.540,0.460,194.03,224,0.875,bilinear -resnetv2_101x3_bitm,96.380,3.620,99.600,0.400,387.93,480,1.000,bilinear -vit_large_patch16_384,96.360,3.640,99.630,0.370,304.72,384,1.000,bicubic -tf_efficientnet_b6_ap,96.360,3.640,99.550,0.450,43.04,528,0.942,bicubic -tf_efficientnet_b7_ap,96.350,3.650,99.600,0.400,66.35,600,0.949,bicubic -seresnet152d_320,96.330,3.670,99.510,0.490,66.84,320,1.000,bicubic -tf_efficientnet_b6,96.280,3.720,99.520,0.480,43.04,528,0.942,bicubic -swsl_resnext101_32x16d,96.270,3.730,99.500,0.500,194.03,224,0.875,bilinear -swsl_resnext101_32x8d,96.220,3.780,99.590,0.410,88.79,224,0.875,bilinear -resnetv2_50x3_bitm,96.170,3.830,99.620,0.380,217.32,480,1.000,bilinear -vit_base_patch16_384,96.170,3.830,99.520,0.480,86.86,384,1.000,bicubic -resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic -resnet200d_320,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic -tf_efficientnet_b3_ns,96.110,3.890,99.470,0.530,12.23,300,0.904,bicubic -resnest200e,96.080,3.920,99.470,0.530,70.20,320,0.909,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 +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 +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 tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic -swsl_resnext101_32x4d,96.060,3.940,99.540,0.460,44.18,224,0.875,bilinear -tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic -ig_resnext101_32x8d,95.940,4.060,99.390,0.610,88.79,224,0.875,bilinear -seresnet152d,95.940,4.060,99.400,0.600,66.84,256,0.940,bicubic -resnet152d_320,95.850,4.150,99.430,0.570,60.21,320,1.000,bicubic -resnet101d_320,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic -resnet200d,95.700,4.300,99.340,0.660,64.69,256,0.940,bicubic -swsl_resnext50_32x4d,95.610,4.390,99.440,0.560,25.03,224,0.875,bilinear -resnest101e,95.590,4.410,99.270,0.730,48.28,256,0.875,bilinear -tf_efficientnet_b4,95.590,4.410,99.320,0.680,19.34,380,0.922,bicubic -tf_efficientnet_b2_ns,95.530,4.470,99.340,0.660,9.11,260,0.890,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 -resnetv2_101x1_bitm,95.500,4.500,99.510,0.490,44.54,480,1.000,bilinear -tf_efficientnet_b4_ap,95.500,4.500,99.390,0.610,19.34,380,0.922,bicubic -resnet152d,95.470,4.530,99.300,0.700,60.21,256,0.940,bicubic -ssl_resnext101_32x16d,95.400,4.600,99.410,0.590,194.03,224,0.875,bilinear -tresnet_l_448,95.400,4.600,99.280,0.720,55.99,448,0.875,bilinear -ssl_resnext101_32x8d,95.330,4.670,99.320,0.680,88.79,224,0.875,bilinear -vit_large_patch16_224,95.290,4.710,99.310,0.690,304.33,224,0.900,bicubic -resnet101d,95.280,4.720,99.260,0.740,44.57,256,0.940,bicubic -vit_base_patch32_384,95.250,4.750,99.180,0.820,88.30,384,1.000,bicubic -vit_base_patch16_224,95.220,4.780,99.240,0.760,86.57,224,0.900,bicubic -swsl_resnet50,95.220,4.780,99.400,0.600,25.56,224,0.875,bilinear -nasnetalarge,95.170,4.830,99.130,0.870,88.75,331,0.911,bicubic -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 -efficientnet_b3a,95.150,4.850,99.210,0.790,12.23,320,1.000,bicubic -regnety_032,95.070,4.930,99.210,0.790,19.44,224,0.875,bicubic -tresnet_xl,95.070,4.930,99.250,0.750,78.44,224,0.875,bilinear -efficientnet_b3,94.970,5.030,99.240,0.760,12.23,300,0.904,bicubic -tf_efficientnet_b3_ap,94.960,5.040,99.110,0.890,12.23,300,0.904,bicubic -tf_efficientnet_b3,94.910,5.090,99.100,0.900,12.23,300,0.904,bicubic -tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear -tf_efficientnet_b1_ns,94.880,5.120,99.250,0.750,7.79,240,0.882,bicubic -tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear -seresnext50_32x4d,94.810,5.190,99.130,0.870,27.56,224,0.875,bicubic -legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear -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 -gluon_resnet152_v1s,94.700,5.300,99.050,0.950,60.32,224,0.875,bicubic -rexnet_200,94.670,5.330,99.090,0.910,16.37,224,0.875,bicubic -tresnet_m_448,94.670,5.330,99.170,0.830,31.39,448,0.875,bilinear -wide_resnet50_2,94.660,5.340,99.050,0.950,68.88,224,0.875,bicubic -gluon_seresnext101_64x4d,94.630,5.370,98.970,1.030,88.23,224,0.875,bicubic -resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear -efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic -resnetv2_50x1_bitm,94.530,5.470,99.240,0.760,25.55,480,1.000,bilinear -regnety_320,94.500,5.500,99.170,0.830,145.05,224,0.875,bicubic -tf_efficientnet_el,94.470,5.530,99.080,0.920,10.59,300,0.904,bicubic -gluon_resnet152_v1d,94.450,5.550,99.000,1.000,60.21,224,0.875,bicubic -ecaresnet101d_pruned,94.440,5.560,99.100,0.900,24.88,224,0.875,bicubic -gluon_seresnext101_32x4d,94.430,5.570,99.090,0.910,48.96,224,0.875,bicubic -resnest50d_1s4x24d,94.390,5.610,99.060,0.940,25.68,224,0.875,bicubic -efficientnet_b2a,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic -efficientnet_b2,94.340,5.660,99.100,0.900,9.11,260,0.875,bicubic -gluon_resnext101_64x4d,94.330,5.670,98.880,1.120,83.46,224,0.875,bicubic -ssl_resnet50,94.320,5.680,99.160,0.840,25.56,224,0.875,bilinear -regnetx_120,94.300,5.700,99.200,0.800,46.11,224,0.875,bicubic -rexnet_150,94.280,5.720,99.090,0.910,9.73,224,0.875,bicubic -tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic -mixnet_xl,94.220,5.780,98.820,1.180,11.90,224,0.875,bicubic -dpn92,94.200,5.800,98.930,1.070,37.67,224,0.875,bicubic -ecaresnet50d,94.200,5.800,99.020,0.980,25.58,224,0.875,bicubic -regnetx_320,94.200,5.800,99.050,0.950,107.81,224,0.875,bicubic -tf_efficientnet_b2,94.200,5.800,99.030,0.970,9.11,260,0.890,bicubic -gluon_seresnext50_32x4d,94.180,5.820,98.910,1.090,27.56,224,0.875,bicubic -gluon_resnet101_v1s,94.180,5.820,99.020,0.980,44.67,224,0.875,bicubic -legacy_seresnext101_32x4d,94.170,5.830,98.970,1.030,48.96,224,0.875,bilinear -gluon_resnet101_v1d,94.160,5.840,98.950,1.050,44.57,224,0.875,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 -gluon_resnext101_32x4d,94.120,5.880,98.930,1.070,44.18,224,0.875,bicubic -tf_efficientnet_lite3,94.120,5.880,98.960,1.040,8.20,300,0.904,bilinear -regnety_160,94.110,5.890,99.010,0.990,83.59,224,0.875,bicubic -cspdarknet53,94.100,5.900,98.980,1.020,27.64,256,0.887,bilinear -seresnet50,94.080,5.920,98.970,1.030,28.09,224,0.875,bicubic -tresnet_m,94.080,5.920,98.830,1.170,31.39,224,0.875,bilinear -resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic -regnety_120,94.060,5.940,99.020,0.980,51.82,224,0.875,bicubic -gluon_xception65,94.030,5.970,99.030,0.970,39.92,299,0.903,bicubic -hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear -gluon_resnet152_v1b,94.020,5.980,98.740,1.260,60.19,224,0.875,bicubic -dla102x2,94.020,5.980,99.030,0.970,41.28,224,0.875,bilinear -dpn107,93.960,6.040,98.850,1.150,86.92,224,0.875,bicubic -dpn98,93.950,6.050,98.920,1.080,61.57,224,0.875,bicubic -skresnext50_32x4d,93.950,6.050,98.820,1.180,27.48,224,0.875,bicubic -regnety_080,93.900,6.100,98.990,1.010,39.18,224,0.875,bicubic -xception71,93.900,6.100,98.950,1.050,42.34,299,0.903,bicubic -regnetx_160,93.890,6.110,99.080,0.920,54.28,224,0.875,bicubic -gluon_resnet152_v1c,93.870,6.130,98.800,1.200,60.21,224,0.875,bicubic -ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic -cspresnet50,93.850,6.150,98.880,1.120,21.62,256,0.887,bilinear -hrnet_w64,93.850,6.150,98.920,1.080,128.06,224,0.875,bilinear -resnext50_32x4d,93.850,6.150,98.830,1.170,25.03,224,0.875,bicubic -ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic -resnext50d_32x4d,93.800,6.200,98.720,1.280,25.05,224,0.875,bicubic -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 -dla169,93.780,6.220,98.840,1.160,53.39,224,0.875,bilinear -gluon_resnet101_v1b,93.770,6.230,98.710,1.290,44.55,224,0.875,bicubic -resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear -dpn131,93.760,6.240,98.810,1.190,79.25,224,0.875,bicubic -tf_efficientnet_b0_ns,93.760,6.240,98.980,1.020,5.29,224,0.875,bicubic -cspresnext50,93.750,6.250,98.840,1.160,20.57,224,0.875,bilinear -efficientnet_em,93.750,6.250,98.920,1.080,6.90,240,0.882,bicubic -xception65,93.750,6.250,98.870,1.130,39.92,299,0.903,bicubic -wide_resnet101_2,93.730,6.270,98.810,1.190,126.89,224,0.875,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 +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 tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic -hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear -resnetblur50,93.710,6.290,98.800,1.200,25.56,224,0.875,bicubic -rexnet_130,93.680,6.320,98.720,1.280,7.56,224,0.875,bicubic -regnetx_040,93.680,6.320,98.950,1.050,22.12,224,0.875,bicubic -gluon_resnext50_32x4d,93.670,6.330,98.700,1.300,25.03,224,0.875,bicubic -gluon_resnet101_v1c,93.660,6.340,98.760,1.240,44.57,224,0.875,bicubic -regnetx_064,93.650,6.350,99.050,0.950,26.21,224,0.875,bicubic -xception,93.650,6.350,98.790,1.210,22.86,299,0.897,bicubic -tf_efficientnet_b1_ap,93.640,6.360,98.780,1.220,7.79,240,0.882,bicubic -hrnet_w44,93.630,6.370,98.950,1.050,67.06,224,0.875,bilinear -regnety_040,93.610,6.390,98.960,1.040,20.65,224,0.875,bicubic -dpn68b,93.600,6.400,98.710,1.290,12.61,224,0.875,bicubic -gluon_inception_v3,93.590,6.410,98.840,1.160,23.83,299,0.875,bicubic -gluon_resnet50_v1s,93.590,6.410,98.830,1.170,25.68,224,0.875,bicubic -tf_efficientnet_cc_b1_8e,93.580,6.420,98.690,1.310,39.72,240,0.882,bicubic -res2net50_26w_6s,93.570,6.430,98.750,1.250,37.05,224,0.875,bilinear -dla60_res2next,93.560,6.440,98.800,1.200,17.03,224,0.875,bilinear -gluon_resnet50_v1d,93.550,6.450,98.710,1.290,25.58,224,0.875,bicubic -res2net101_26w_4s,93.520,6.480,98.630,1.370,45.21,224,0.875,bilinear -dla102x,93.510,6.490,98.850,1.150,26.31,224,0.875,bilinear -xception41,93.480,6.520,98.760,1.240,26.97,299,0.903,bicubic -selecsls60b,93.480,6.520,98.840,1.160,32.77,224,0.875,bicubic -resnet50,93.480,6.520,98.590,1.410,25.56,224,0.875,bicubic -tf_efficientnet_em,93.470,6.530,98.750,1.250,6.90,240,0.882,bicubic -legacy_seresnet152,93.460,6.540,98.850,1.150,66.82,224,0.875,bilinear -res2net50_26w_8s,93.450,6.550,98.710,1.290,48.40,224,0.875,bilinear -legacy_seresnext50_32x4d,93.400,6.600,98.800,1.200,27.56,224,0.875,bilinear -dla60_res2net,93.390,6.610,98.840,1.160,20.85,224,0.875,bilinear -hrnet_w30,93.390,6.610,98.830,1.170,37.71,224,0.875,bilinear -dla102,93.300,6.700,98.780,1.220,33.27,224,0.875,bilinear -legacy_seresnet101,93.280,6.720,98.750,1.250,49.33,224,0.875,bilinear -mixnet_l,93.280,6.720,98.710,1.290,7.33,224,0.875,bicubic -regnetx_032,93.270,6.730,98.740,1.260,15.30,224,0.875,bicubic -resnest26d,93.260,6.740,98.840,1.160,17.07,224,0.875,bilinear -tv_resnet152,93.250,6.750,98.750,1.250,60.19,224,0.875,bilinear -tf_inception_v3,93.210,6.790,98.480,1.520,23.83,299,0.875,bicubic -dla60x,93.210,6.790,98.720,1.280,17.35,224,0.875,bilinear -res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear -res2next50,93.130,6.870,98.660,1.340,24.67,224,0.875,bilinear -efficientnet_b1,93.060,6.940,98.530,1.470,7.79,240,0.875,bicubic -tf_mixnet_l,93.050,6.950,98.540,1.460,7.33,224,0.875,bicubic -regnety_016,93.030,6.970,98.690,1.310,11.20,224,0.875,bicubic -res2net50_14w_8s,93.010,6.990,98.700,1.300,25.06,224,0.875,bilinear -selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic -adv_inception_v3,92.990,7.010,98.480,1.520,23.83,299,0.875,bicubic -seresnext26t_32x4d,92.980,7.020,98.480,1.520,16.82,224,0.875,bicubic -efficientnet_b1_pruned,92.970,7.030,98.520,1.480,6.33,240,0.882,bicubic -hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear -efficientnet_es,92.930,7.070,98.680,1.320,5.44,224,0.875,bicubic -gluon_resnet50_v1c,92.910,7.090,98.710,1.290,25.58,224,0.875,bicubic -tv_resnext50_32x4d,92.910,7.090,98.730,1.270,25.03,224,0.875,bilinear -inception_v3,92.900,7.100,98.320,1.680,23.83,299,0.875,bicubic -tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear -densenet161,92.880,7.120,98.810,1.190,28.68,224,0.875,bicubic -tf_efficientnet_cc_b0_8e,92.860,7.140,98.460,1.540,24.01,224,0.875,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 -res2net50_48w_2s,92.800,7.200,98.460,1.540,25.29,224,0.875,bilinear -seresnext26tn_32x4d,92.770,7.230,98.550,1.450,16.81,224,0.875,bicubic -hrnet_w18,92.760,7.240,98.650,1.350,21.30,224,0.875,bilinear -dla60,92.690,7.310,98.630,1.370,22.04,224,0.875,bilinear -densenet201,92.690,7.310,98.660,1.340,20.01,224,0.875,bicubic -legacy_seresnet50,92.670,7.330,98.660,1.340,28.09,224,0.875,bilinear -resnet34d,92.640,7.360,98.440,1.560,21.82,224,0.875,bicubic -mobilenetv2_120d,92.610,7.390,98.520,1.480,5.83,224,0.875,bicubic -vit_small_patch16_224,92.610,7.390,98.390,1.610,48.75,224,0.900,bicubic -tf_efficientnet_b0_ap,92.600,7.400,98.370,1.630,5.29,224,0.875,bicubic -legacy_seresnext26_32x4d,92.580,7.420,98.430,1.570,16.79,224,0.875,bicubic -tf_efficientnet_lite2,92.580,7.420,98.550,1.450,6.09,260,0.890,bicubic -skresnet34,92.560,7.440,98.510,1.490,22.28,224,0.875,bicubic -regnetx_016,92.560,7.440,98.550,1.450,9.19,224,0.875,bicubic -gluon_resnet50_v1b,92.550,7.450,98.550,1.450,25.56,224,0.875,bicubic -tf_efficientnet_es,92.540,7.460,98.510,1.490,5.44,224,0.875,bicubic -selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic -efficientnet_b0,92.470,7.530,98.680,1.320,5.29,224,0.875,bicubic -seresnext26d_32x4d,92.440,7.560,98.540,1.460,16.81,224,0.875,bicubic -densenetblur121d,92.400,7.600,98.420,1.580,8.00,224,0.875,bicubic -tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic -tf_efficientnet_lite1,92.320,7.680,98.490,1.510,5.42,240,0.882,bicubic -densenet169,92.300,7.700,98.590,1.410,14.15,224,0.875,bicubic -mixnet_m,92.260,7.740,98.370,1.630,5.01,224,0.875,bicubic -dpn68,92.250,7.750,98.600,1.400,12.61,224,0.875,bicubic -resnet26d,92.230,7.770,98.470,1.530,16.01,224,0.875,bicubic -tf_mixnet_m,92.170,7.830,98.420,1.580,5.01,224,0.875,bicubic -tv_resnet50,92.130,7.870,98.420,1.580,25.56,224,0.875,bilinear -mobilenetv2_140,92.040,7.960,98.250,1.750,6.11,224,0.875,bicubic -ese_vovnet19b_dw,92.020,7.980,98.520,1.480,6.54,224,0.875,bicubic -densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic -regnety_008,91.890,8.110,98.420,1.580,6.26,224,0.875,bicubic -mixnet_s,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic -tf_mixnet_s,91.690,8.310,98.240,1.760,4.13,224,0.875,bicubic -semnasnet_100,91.660,8.340,98.260,1.740,3.89,224,0.875,bicubic -regnety_006,91.590,8.410,98.430,1.570,6.06,224,0.875,bicubic -mobilenetv3_rw,91.560,8.440,98.270,1.730,5.48,224,0.875,bicubic -mobilenetv3_large_100,91.480,8.520,98.330,1.670,5.48,224,0.875,bicubic -legacy_seresnet34,91.470,8.530,98.200,1.800,21.96,224,0.875,bilinear -resnet26,91.450,8.550,98.280,1.720,16.00,224,0.875,bicubic -tf_mobilenetv3_large_100,91.410,8.590,98.250,1.750,5.48,224,0.875,bilinear -tv_densenet121,91.390,8.610,98.250,1.750,7.98,224,0.875,bicubic -mobilenetv2_110d,91.330,8.670,98.190,1.810,4.52,224,0.875,bicubic -tf_efficientnet_lite0,91.280,8.720,98.090,1.910,4.65,224,0.875,bicubic -dla34,91.260,8.740,98.180,1.820,15.74,224,0.875,bilinear -efficientnet_lite0,91.260,8.740,98.250,1.750,4.65,224,0.875,bicubic -fbnetc_100,91.260,8.740,97.820,2.180,5.57,224,0.875,bilinear -regnetx_008,91.210,8.790,98.370,1.630,7.26,224,0.875,bicubic -mnasnet_100,91.200,8.800,98.040,1.960,4.38,224,0.875,bicubic -resnet34,91.190,8.810,98.230,1.770,21.80,224,0.875,bilinear -hrnet_w18_small_v2,91.170,8.830,98.360,1.640,15.60,224,0.875,bilinear -resnest14d,91.140,8.860,98.350,1.650,10.61,224,0.875,bilinear -gluon_resnet34_v1b,91.090,8.910,98.180,1.820,21.80,224,0.875,bicubic -swsl_resnet18,91.090,8.910,98.210,1.790,11.69,224,0.875,bilinear -regnety_004,90.760,9.240,98.080,1.920,4.34,224,0.875,bicubic -regnetx_006,90.750,9.250,98.100,1.900,6.20,224,0.875,bicubic -ssl_resnet18,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear -spnasnet_100,90.620,9.380,97.950,2.050,4.42,224,0.875,bilinear -tf_mobilenetv3_large_075,90.310,9.690,97.880,2.120,3.99,224,0.875,bilinear -tv_resnet34,90.310,9.690,97.970,2.030,21.80,224,0.875,bilinear -skresnet18,90.160,9.840,97.780,2.220,11.96,224,0.875,bicubic -resnet18d,90.000,10.000,97.840,2.160,11.71,224,0.875,bicubic -hrnet_w18_small,89.900,10.100,97.900,2.100,13.19,224,0.875,bilinear -mobilenetv2_100,89.840,10.160,97.840,2.160,3.50,224,0.875,bicubic -regnetx_004,89.450,10.550,97.780,2.220,5.16,224,0.875,bicubic -legacy_seresnet18,89.260,10.740,97.690,2.310,11.78,224,0.875,bicubic -tf_mobilenetv3_large_minimal_100,89.160,10.840,97.320,2.680,3.92,224,0.875,bilinear -gluon_resnet18_v1b,88.670,11.330,97.110,2.890,11.69,224,0.875,bicubic -regnety_002,88.220,11.780,97.430,2.570,3.16,224,0.875,bicubic -resnet18,88.170,11.830,97.120,2.880,11.69,224,0.875,bilinear -regnetx_002,87.370,12.630,96.990,3.010,2.68,224,0.875,bicubic -dla60x_c,87.080,12.920,97.140,2.860,1.32,224,0.875,bilinear -tf_mobilenetv3_small_100,85.980,14.020,96.400,3.600,2.54,224,0.875,bilinear -dla46x_c,85.470,14.530,96.450,3.550,1.07,224,0.875,bilinear -dla46_c,84.710,15.290,96.210,3.790,1.30,224,0.875,bilinear -tf_mobilenetv3_small_075,84.530,15.470,95.880,4.120,2.04,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,82.670,17.330,95.000,5.000,2.04,224,0.875,bilinear -pnasnet5large,17.870,82.130,42.120,57.880,86.06,331,0.911,bicubic -inception_resnet_v2,16.790,83.210,38.850,61.150,55.85,299,0.897,bicubic -inception_v4,16.540,83.460,37.380,62.620,42.68,299,0.875,bicubic -ens_adv_inception_resnet_v2,16.240,83.760,40.390,59.610,55.85,299,0.897,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 diff --git a/results/results-imagenet-r.csv b/results/results-imagenet-r.csv index 58b13290..d8544c27 100644 --- a/results/results-imagenet-r.csv +++ b/results/results-imagenet-r.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -ig_resnext101_32x48d,79.730,20.270,89.517,10.483,828.41,224,0.875,bilinear,-17.480,-10.183,+2 -ig_resnext101_32x32d,79.520,20.480,89.227,10.773,468.53,224,0.875,bilinear,-17.360,-10.433,+4 -ig_resnext101_32x16d,78.830,21.170,88.463,11.537,194.03,224,0.875,bilinear,-17.660,-11.157,+10 -tf_efficientnet_l2_ns_475,76.367,23.633,88.540,11.460,480.31,475,0.936,bicubic,-19.573,-10.860,-4 -swsl_resnext101_32x16d,76.220,23.780,87.747,12.253,194.03,224,0.875,bilinear,-20.060,-11.773,+15 -ig_resnext101_32x8d,75.897,24.103,86.253,13.747,88.79,224,0.875,bilinear,-20.083,-13.197,+25 -swsl_resnext101_32x8d,75.590,24.410,87.043,12.957,88.79,224,0.875,bilinear,-20.680,-12.457,+14 -tf_efficientnet_l2_ns,74.623,25.377,87.497,12.503,480.31,800,0.960,bicubic,-21.707,-12.013,-9 -swsl_resnext101_32x4d,72.700,27.300,85.193,14.807,44.18,224,0.875,bilinear,-23.380,-14.347,+20 -swsl_resnext50_32x4d,69.103,30.897,82.880,17.120,25.03,224,0.875,bilinear,-26.507,-16.560,+26 -swsl_resnet50,68.357,31.643,83.383,16.617,25.56,224,0.875,bilinear,-26.863,-15.857,+40 -tf_efficientnet_b7_ns,67.040,32.960,81.090,18.910,66.35,600,0.949,bicubic,-30.730,-18.800,-11 -tf_efficientnet_b6_ns,65.460,34.540,79.447,20.553,43.04,528,0.942,bicubic,-32.290,-20.373,-11 -tf_efficientnet_b5_ns,62.890,37.110,77.720,22.280,30.39,456,0.934,bicubic,-34.070,-21.950,-9 -tf_efficientnet_b4_ns,61.087,38.913,76.060,23.940,19.34,380,0.922,bicubic,-35.793,-23.580,-8 -tf_efficientnet_b8_ap,57.870,42.130,72.940,27.060,87.41,672,0.954,bicubic,-38.830,-26.610,-6 -tf_efficientnet_b3_ns,57.323,42.677,72.387,27.613,12.23,300,0.904,bicubic,-38.787,-27.073,+9 -vit_large_patch16_384,54.803,45.197,70.107,29.893,304.72,384,1.000,bicubic,-41.627,-29.433,-3 -vit_base_resnet50_384,54.333,45.667,69.503,30.497,98.95,384,1.000,bicubic,-42.227,-30.047,-7 -resnetv2_152x4_bitm,54.170,45.830,70.257,29.743,936.53,480,1.000,bilinear,-42.860,-29.453,-16 -tf_efficientnet_b5_ap,53.920,46.080,69.190,30.810,30.39,456,0.934,bicubic,-42.160,-30.280,+7 -tf_efficientnet_b6_ap,53.563,46.437,68.580,31.420,43.04,528,0.942,bicubic,-42.817,-31.020,-6 -tf_efficientnet_b2_ns,53.507,46.493,70.393,29.607,9.11,260,0.890,bicubic,-42.023,-28.947,+16 -tf_efficientnet_b7_ap,53.320,46.680,68.900,31.100,66.35,600,0.949,bicubic,-43.040,-30.650,-7 -tf_efficientnet_b8,53.203,46.797,68.957,31.043,87.41,672,0.954,bicubic,-43.577,-30.573,-17 -tf_efficientnet_b4_ap,53.073,46.927,68.230,31.770,19.34,380,0.922,bicubic,-42.427,-31.160,+16 -tf_efficientnet_b7,52.303,47.697,68.227,31.773,66.35,600,0.949,bicubic,-44.407,-31.413,-18 -swsl_resnet18,52.243,47.757,70.503,29.497,11.69,224,0.875,bilinear,-38.847,-27.707,+220 -vit_base_patch16_384,51.037,48.963,65.390,34.610,86.86,384,1.000,bicubic,-45.133,-34.230,-6 -resnetv2_152x2_bitm,50.950,49.050,68.580,31.420,236.34,480,1.000,bilinear,-45.630,-30.930,-19 -vit_large_patch16_224,50.937,49.063,66.340,33.660,304.33,224,0.900,bicubic,-44.353,-32.970,+16 -tf_efficientnet_b1_ns,50.770,49.230,67.960,32.040,7.79,240,0.882,bicubic,-44.110,-31.290,+30 -ssl_resnext101_32x16d,50.227,49.773,66.093,33.907,194.03,224,0.875,bilinear,-45.173,-33.317,+11 -seresnet152d,50.183,49.817,65.123,34.877,66.84,256,0.940,bicubic,-45.757,-34.267,+33 -resnest269e,50.133,49.867,64.713,35.287,110.93,416,0.928,bicubic,-46.037,-34.807,-10 -tf_efficientnet_b3_ap,50.093,49.907,65.277,34.723,12.23,300,0.904,bicubic,-44.867,-33.833,+24 -resnet200d,49.850,50.150,64.730,35.270,64.69,256,0.940,bicubic,-45.850,-34.610,-1 -resnest200e,49.807,50.193,64.780,35.220,70.20,320,0.909,bicubic,-46.303,-34.690,-10 -resnetv2_101x3_bitm,49.683,50.317,67.137,32.863,387.93,480,1.000,bilinear,-46.787,-32.523,-24 -resnet152d,49.637,50.363,64.740,35.260,60.21,256,0.940,bicubic,-45.833,-34.560,+4 -tf_efficientnet_b5,49.497,50.503,65.597,34.403,30.39,456,0.934,bicubic,-46.563,-33.943,-10 -resnet200d_320,49.437,50.563,64.300,35.700,64.69,320,1.000,bicubic,-46.683,-35.220,-16 -resnest101e,49.380,50.620,65.527,34.473,48.28,256,0.875,bilinear,-46.210,-33.743,-5 -resnet152d_320,49.267,50.733,64.427,35.573,60.21,320,1.000,bicubic,-46.583,-35.003,-10 -seresnet152d_320,49.220,50.780,64.273,35.727,66.84,320,1.000,bicubic,-47.140,-35.357,+18 -ssl_resnext101_32x8d,49.140,50.860,65.507,34.493,88.79,224,0.875,bilinear,-46.190,-33.813,+2 -efficientnet_b3a,48.573,51.427,64.343,35.657,12.23,320,1.000,bicubic,-46.577,-34.867,+10 -ecaresnet101d,48.473,51.527,64.087,35.913,44.57,224,0.875,bicubic,-46.687,-35.143,+7 -efficientnet_b3,48.227,51.773,64.183,35.817,12.23,300,0.904,bicubic,-46.743,-35.057,+11 -resnest50d_4s2x40d,47.500,52.500,63.867,36.133,30.42,224,0.875,bicubic,-47.210,-35.263,+19 -efficientnet_b3_pruned,47.463,52.537,62.850,37.150,9.86,300,0.904,bicubic,-47.117,-36.220,+26 -vit_base_patch16_224,47.413,52.587,61.683,38.317,86.57,224,0.900,bicubic,-47.807,-37.717,0 -resnet101d,47.227,52.773,62.793,37.207,44.57,256,0.940,bicubic,-48.053,-36.467,-3 -ssl_resnext101_32x4d,47.177,52.823,63.397,36.603,44.18,224,0.875,bilinear,-47.983,-35.903,+2 -tf_efficientnet_b6,47.153,52.847,63.057,36.943,43.04,528,0.942,bicubic,-49.197,-36.543,-34 -tf_efficientnet_b4,47.040,52.960,62.903,37.097,19.34,380,0.922,bicubic,-48.550,-36.417,-16 -resnet101d_320,46.907,53.093,62.360,37.640,44.57,320,1.000,bicubic,-48.843,-37.080,-21 -resnetv2_50x3_bitm,46.857,53.143,64.907,35.093,217.32,480,1.000,bilinear,-49.363,-34.683,-34 -gluon_seresnext101_64x4d,46.690,53.310,61.357,38.643,88.23,224,0.875,bicubic,-47.940,-37.613,+16 -regnety_032,46.643,53.357,62.210,37.790,19.44,224,0.875,bicubic,-48.427,-37.000,-2 -tresnet_xl,46.280,53.720,61.903,38.097,78.44,224,0.875,bilinear,-48.790,-37.347,-2 -resnest50d_1s4x24d,46.130,53.870,62.480,37.520,25.68,224,0.875,bicubic,-48.260,-36.580,+22 -tf_efficientnet_b0_ns,46.047,53.953,63.280,36.720,5.29,224,0.875,bicubic,-47.713,-35.700,+71 -resnest50d,45.883,54.117,62.673,37.327,27.48,224,0.875,bilinear,-48.737,-36.357,+12 -gluon_seresnext101_32x4d,45.517,54.483,61.150,38.850,48.96,224,0.875,bicubic,-48.913,-37.940,+18 -gluon_resnet152_v1d,45.423,54.577,60.097,39.903,60.21,224,0.875,bicubic,-49.027,-38.903,+15 -ssl_resnext50_32x4d,45.370,54.630,61.983,38.017,25.03,224,0.875,bilinear,-49.330,-37.067,+3 -nasnetalarge,45.200,54.800,57.960,42.040,88.75,331,0.911,bicubic,-49.970,-41.170,-14 -tresnet_xl_448,45.157,54.843,61.440,38.560,78.44,448,0.875,bilinear,-50.363,-37.900,-27 -tf_efficientnet_b3,45.103,54.897,60.680,39.320,12.23,300,0.904,bicubic,-49.807,-38.420,-8 -rexnet_200,45.070,54.930,62.223,37.777,16.37,224,0.875,bicubic,-49.600,-36.867,+1 -ecaresnetlight,44.910,55.090,60.770,39.230,30.16,224,0.875,bicubic,-49.230,-38.180,+29 -vit_base_patch32_384,44.793,55.207,58.577,41.423,88.30,384,1.000,bicubic,-50.457,-40.603,-22 -tf_efficientnet_b2_ap,44.740,55.260,60.700,39.300,9.11,260,0.890,bicubic,-49.530,-38.250,+17 -tresnet_l,44.357,55.643,59.953,40.047,55.99,224,0.875,bilinear,-50.543,-39.077,-12 -gluon_resnext101_32x4d,44.330,55.670,59.097,40.903,44.18,224,0.875,bicubic,-49.790,-39.833,+27 -cspresnext50,44.167,55.833,60.447,39.553,20.57,224,0.875,bilinear,-49.583,-38.393,+58 -wide_resnet50_2,44.167,55.833,59.680,40.320,68.88,224,0.875,bicubic,-50.493,-39.370,-4 -gluon_resnet152_v1s,44.083,55.917,58.740,41.260,60.32,224,0.875,bicubic,-50.617,-40.500,-8 -seresnext50_32x4d,44.077,55.923,59.427,40.573,27.56,224,0.875,bicubic,-50.733,-39.703,-14 -gluon_resnext101_64x4d,43.893,56.107,58.713,41.287,83.46,224,0.875,bicubic,-50.437,-40.167,+6 -ssl_resnet50,43.887,56.113,61.933,38.067,25.56,224,0.875,bilinear,-50.433,-37.227,+6 -ecaresnet101d_pruned,43.787,56.213,59.650,40.350,24.88,224,0.875,bicubic,-50.653,-39.450,-1 -ecaresnet50d,43.700,56.300,60.380,39.620,25.58,224,0.875,bicubic,-50.500,-38.640,+10 -rexnet_150,43.580,56.420,60.840,39.160,9.73,224,0.875,bicubic,-50.700,-38.250,+5 -gluon_resnet101_v1d,43.420,56.580,58.560,41.440,44.57,224,0.875,bicubic,-50.740,-40.390,+14 -gluon_resnet101_v1s,43.407,56.593,58.700,41.300,44.67,224,0.875,bicubic,-50.773,-40.210,+11 -cspdarknet53,43.340,56.660,59.483,40.517,27.64,256,0.887,bilinear,-50.760,-39.497,+18 -dpn68b,43.263,56.737,58.607,41.393,12.61,224,0.875,bicubic,-50.337,-40.103,+62 -cspresnet50,43.130,56.870,59.213,40.787,21.62,256,0.887,bilinear,-50.720,-39.687,+33 -resnest26d,43.110,56.890,60.590,39.410,17.07,224,0.875,bilinear,-50.150,-38.250,+82 -resnetv2_101x1_bitm,43.043,56.957,60.910,39.090,44.54,480,1.000,bilinear,-52.457,-38.600,-49 -dpn131,43.020,56.980,57.430,42.570,79.25,224,0.875,bicubic,-50.740,-41.380,+40 -gluon_resnet152_v1b,42.980,57.020,57.730,42.270,60.19,224,0.875,bicubic,-51.040,-41.300,+19 -dpn107,42.890,57.110,57.527,42.473,86.92,224,0.875,bicubic,-51.070,-41.323,+20 -tf_efficientnet_lite4,42.850,57.150,57.710,42.290,13.01,380,0.920,bilinear,-52.020,-41.380,-31 -gluon_resnet152_v1c,42.840,57.160,57.797,42.203,60.21,224,0.875,bicubic,-51.030,-41.003,+24 -tf_efficientnet_b1_ap,42.827,57.173,58.850,41.150,7.79,240,0.882,bicubic,-50.813,-39.930,+50 -tresnet_l_448,42.787,57.213,58.940,41.060,55.99,448,0.875,bilinear,-52.613,-40.340,-52 -gluon_xception65,42.730,57.270,58.870,41.130,39.92,299,0.903,bicubic,-51.300,-40.160,+11 -resnet50d,42.700,57.300,58.770,41.230,25.58,224,0.875,bicubic,-51.370,-40.150,+8 -tresnet_m,42.690,57.310,58.213,41.787,31.39,224,0.875,bilinear,-51.390,-40.617,+6 -gluon_seresnext50_32x4d,42.687,57.313,58.717,41.283,27.56,224,0.875,bicubic,-51.493,-40.303,-6 -resnext101_32x8d,42.573,57.427,58.357,41.643,88.79,224,0.875,bilinear,-51.197,-40.593,+28 -seresnet50,42.493,57.507,58.770,41.230,28.09,224,0.875,bicubic,-51.587,-40.200,+2 -legacy_senet154,42.290,57.710,56.563,43.437,115.09,224,0.875,bilinear,-52.440,-42.537,-39 -dpn98,42.277,57.723,56.933,43.067,61.57,224,0.875,bicubic,-51.673,-41.987,+9 -tf_efficientnet_cc_b1_8e,42.277,57.723,58.523,41.477,39.72,240,0.882,bicubic,-51.303,-40.167,+46 -tf_efficientnet_b2,42.197,57.803,58.207,41.793,9.11,260,0.890,bicubic,-52.003,-40.823,-13 -gluon_resnext50_32x4d,42.107,57.893,57.683,42.317,25.03,224,0.875,bicubic,-51.563,-41.017,+34 -resnet50,42.043,57.957,56.093,43.907,25.56,224,0.875,bicubic,-51.437,-42.667,+51 -ecaresnet50d_pruned,42.000,58.000,58.330,41.670,19.94,224,0.875,bicubic,-51.820,-40.670,+14 -efficientnet_b2a,41.940,58.060,58.303,41.697,9.11,288,1.000,bicubic,-52.430,-40.747,-28 -gluon_senet154,41.700,58.300,56.477,43.523,115.09,224,0.875,bicubic,-53.010,-42.493,-46 -dla102x2,41.670,58.330,58.033,41.967,41.28,224,0.875,bilinear,-52.350,-40.707,-1 -efficientnet_b2,41.660,58.340,58.057,41.943,9.11,260,0.875,bicubic,-52.680,-41.043,-30 -hrnet_w64,41.623,58.377,57.177,42.823,128.06,224,0.875,bilinear,-52.227,-41.743,+7 -tf_efficientnet_cc_b0_8e,41.533,58.467,57.393,42.607,24.01,224,0.875,bicubic,-51.327,-41.067,+76 -efficientnet_em,41.477,58.523,58.877,41.123,6.90,240,0.882,bicubic,-52.273,-40.043,+17 -resnext50_32x4d,41.367,58.633,56.950,43.050,25.03,224,0.875,bicubic,-52.483,-41.880,+5 -tv_resnet152,41.317,58.683,57.587,42.413,60.19,224,0.875,bilinear,-51.933,-41.163,+53 -xception71,41.297,58.703,55.940,44.060,42.34,299,0.903,bicubic,-52.603,-43.010,-3 -dpn92,41.257,58.743,56.327,43.673,37.67,224,0.875,bicubic,-52.943,-42.603,-30 -adv_inception_v3,41.220,58.780,56.360,43.640,23.83,299,0.875,bicubic,-51.770,-42.120,+60 -resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.720,+16 -gluon_resnet50_v1d,41.010,58.990,57.147,42.853,25.58,224,0.875,bicubic,-52.540,-41.563,+31 -ese_vovnet39b,40.887,59.113,57.020,42.980,24.57,224,0.875,bicubic,-52.963,-41.860,-5 -gluon_inception_v3,40.880,59.120,55.670,44.330,23.83,299,0.875,bicubic,-52.710,-43.170,+24 -resnet34d,40.853,59.147,56.523,43.477,21.82,224,0.875,bicubic,-51.787,-41.917,+74 -regnety_320,40.837,59.163,56.180,43.820,145.05,224,0.875,bicubic,-53.663,-42.990,-51 -xception,40.793,59.207,56.510,43.490,22.86,299,0.897,bicubic,-52.857,-42.280,+16 -gluon_resnet101_v1b,40.707,59.293,56.180,43.820,44.55,224,0.875,bicubic,-53.063,-42.530,-1 -skresnext50_32x4d,40.700,59.300,56.013,43.987,27.48,224,0.875,bicubic,-53.250,-42.807,-16 -hrnet_w40,40.663,59.337,56.863,43.137,57.56,224,0.875,bilinear,-53.047,-41.937,+6 -tf_efficientnet_lite3,40.613,59.387,56.567,43.433,8.20,300,0.904,bilinear,-53.507,-42.393,-31 -regnetx_320,40.533,59.467,55.663,44.337,107.81,224,0.875,bicubic,-53.667,-43.387,-41 -dla169,40.513,59.487,57.317,42.683,53.39,224,0.875,bilinear,-53.267,-41.523,-7 -tresnet_m_448,40.510,59.490,56.667,43.333,31.39,448,0.875,bilinear,-54.160,-42.503,-65 -wide_resnet101_2,40.467,59.533,55.873,44.127,126.89,224,0.875,bilinear,-53.263,-42.937,-1 -efficientnet_b2_pruned,40.460,59.540,56.607,43.393,8.31,260,0.890,bicubic,-53.340,-42.113,-12 -skresnet34,40.377,59.623,56.797,43.203,22.28,224,0.875,bicubic,-52.183,-41.753,+68 -tf_efficientnet_b0_ap,40.363,59.637,56.830,43.170,5.29,224,0.875,bicubic,-52.237,-41.540,+64 -regnetx_160,40.350,59.650,56.090,43.910,54.28,224,0.875,bicubic,-53.540,-42.990,-23 -legacy_seresnext101_32x4d,40.323,59.677,54.843,45.157,48.96,224,0.875,bilinear,-53.847,-44.127,-45 -xception65,40.317,59.683,55.270,44.730,39.92,299,0.903,bicubic,-53.433,-43.600,-8 -densenet201,40.300,59.700,56.763,43.237,20.01,224,0.875,bicubic,-52.390,-41.867,+55 -hrnet_w48,40.157,59.843,56.597,43.403,77.47,224,0.875,bilinear,-53.873,-42.433,-35 -resnext50d_32x4d,40.153,59.847,55.587,44.413,25.05,224,0.875,bicubic,-53.647,-43.323,-21 -legacy_seresnet152,40.060,59.940,55.887,44.113,66.82,224,0.875,bilinear,-53.400,-42.963,+15 -tf_efficientnet_b1,40.043,59.957,56.213,43.787,7.79,240,0.882,bicubic,-53.667,-42.587,-11 -vit_small_patch16_224,40.043,59.957,56.507,43.493,48.75,224,0.900,bicubic,-52.567,-41.883,+54 -hrnet_w30,40.010,59.990,57.107,42.893,37.71,224,0.875,bilinear,-53.380,-41.723,+16 -regnetx_080,39.977,60.023,56.063,43.937,39.57,224,0.875,bicubic,-53.813,-42.847,-24 -gluon_resnet101_v1c,39.957,60.043,55.253,44.747,44.57,224,0.875,bicubic,-53.703,-43.507,-9 -res2net101_26w_4s,39.720,60.280,54.610,45.390,45.21,224,0.875,bilinear,-53.800,-44.020,+3 -regnetx_120,39.710,60.290,55.687,44.313,46.11,224,0.875,bicubic,-54.590,-43.513,-67 -res2net50_26w_8s,39.680,60.320,54.543,45.457,48.40,224,0.875,bilinear,-53.770,-44.167,+8 -hrnet_w44,39.667,60.333,55.317,44.683,67.06,224,0.875,bilinear,-53.963,-43.633,-9 -xception41,39.657,60.343,54.983,45.017,26.97,299,0.903,bicubic,-53.823,-43.607,+1 -tf_efficientnet_el,39.603,60.397,55.337,44.663,10.59,300,0.904,bicubic,-54.867,-43.743,-80 -dla102x,39.590,60.410,56.343,43.657,26.31,224,0.875,bilinear,-53.920,-42.507,-2 -densenet161,39.587,60.413,56.180,43.820,28.68,224,0.875,bicubic,-53.293,-42.480,+31 -mixnet_xl,39.550,60.450,55.837,44.163,11.90,224,0.875,bicubic,-54.670,-42.983,-71 -hrnet_w32,39.523,60.477,56.263,43.737,41.23,224,0.875,bilinear,-53.427,-42.577,+23 -rexnet_130,39.477,60.523,56.640,43.360,7.56,224,0.875,bicubic,-54.203,-42.310,-23 -regnety_064,39.397,60.603,55.807,44.193,30.58,224,0.875,bicubic,-54.743,-43.223,-64 -regnety_120,39.367,60.633,55.343,44.657,51.82,224,0.875,bicubic,-54.693,-43.677,-57 -tf_inception_v3,39.350,60.650,54.373,45.627,23.83,299,0.875,bicubic,-53.860,-44.347,+7 -densenetblur121d,39.317,60.683,56.643,43.357,8.00,224,0.875,bicubic,-53.083,-41.777,+47 -tv_resnet101,39.300,60.700,55.850,44.150,44.55,224,0.875,bilinear,-53.580,-42.960,+22 -gluon_resnet50_v1s,39.290,60.710,55.103,44.897,25.68,224,0.875,bicubic,-54.300,-43.727,-18 -regnety_160,39.273,60.727,55.387,44.613,83.59,224,0.875,bicubic,-54.837,-43.623,-67 -densenet169,39.177,60.823,55.850,44.150,14.15,224,0.875,bicubic,-53.123,-42.740,+46 -legacy_seresnet101,39.127,60.873,55.103,44.897,49.33,224,0.875,bilinear,-54.153,-43.647,-4 -regnety_080,38.977,61.023,55.187,44.813,39.18,224,0.875,bicubic,-54.923,-43.803,-57 -dpn68,38.973,61.027,54.977,45.023,12.61,224,0.875,bicubic,-53.277,-43.623,+45 -efficientnet_b1_pruned,38.967,61.033,55.620,44.380,6.33,240,0.882,bicubic,-54.003,-42.900,+9 -inception_v3,38.960,61.040,53.850,46.150,23.83,299,0.875,bicubic,-53.940,-44.470,+13 -legacy_seresnext50_32x4d,38.890,61.110,54.650,45.350,27.56,224,0.875,bilinear,-54.510,-44.150,-13 -dla102,38.887,61.113,55.337,44.663,33.27,224,0.875,bilinear,-54.413,-43.443,-11 -regnety_040,38.830,61.170,55.600,44.400,20.65,224,0.875,bicubic,-54.780,-43.360,-31 -regnetx_040,38.807,61.193,55.490,44.510,22.12,224,0.875,bicubic,-54.873,-43.230,-39 -regnetx_032,38.763,61.237,55.147,44.853,15.30,224,0.875,bicubic,-54.507,-43.593,-11 -densenet121,38.753,61.247,56.247,43.753,7.98,224,0.875,bicubic,-53.187,-42.033,+43 -res2net50_14w_8s,38.720,61.280,54.203,45.797,25.06,224,0.875,bilinear,-54.290,-44.497,-3 -dla60_res2net,38.687,61.313,54.620,45.380,20.85,224,0.875,bilinear,-54.703,-44.220,-19 -res2net50_26w_6s,38.653,61.347,53.810,46.190,37.05,224,0.875,bilinear,-54.917,-44.940,-32 -selecsls60,38.627,61.373,55.697,44.303,30.67,224,0.875,bicubic,-54.383,-43.133,-5 -dla60x,38.610,61.390,55.490,44.510,17.35,224,0.875,bilinear,-54.600,-42.990,-13 -selecsls60b,38.583,61.417,55.333,44.667,32.77,224,0.875,bicubic,-54.897,-43.507,-29 -tf_efficientnet_b0,38.540,61.460,56.077,43.923,5.29,224,0.875,bicubic,-53.860,-42.393,+26 -dla60_res2next,38.530,61.470,55.007,44.993,17.03,224,0.875,bilinear,-55.030,-43.793,-36 -regnetx_064,38.507,61.493,55.030,44.970,26.21,224,0.875,bicubic,-55.143,-44.020,-47 -gluon_resnet50_v1b,38.457,61.543,54.907,45.093,25.56,224,0.875,bicubic,-54.093,-43.643,+17 -tf_efficientnet_cc_b0_4e,38.423,61.577,55.203,44.797,13.31,224,0.875,bicubic,-54.417,-43.237,+1 -hrnet_w18,38.387,61.613,55.757,44.243,21.30,224,0.875,bilinear,-54.373,-42.893,+3 -resnetv2_50x1_bitm,38.300,61.700,57.023,42.977,25.55,480,1.000,bilinear,-56.230,-42.217,-119 -mixnet_l,38.230,61.770,54.847,45.153,7.33,224,0.875,bicubic,-55.050,-43.863,-27 -gluon_resnet50_v1c,37.867,62.133,54.150,45.850,25.58,224,0.875,bicubic,-55.043,-44.560,-10 -efficientnet_b1,37.857,62.143,53.743,46.257,7.79,240,0.875,bicubic,-55.203,-44.787,-21 -efficientnet_es,37.837,62.163,54.980,45.020,5.44,224,0.875,bicubic,-55.093,-43.700,-13 -res2net50_26w_4s,37.823,62.177,53.097,46.903,25.70,224,0.875,bilinear,-55.357,-45.573,-25 -resnest14d,37.790,62.210,56.580,43.420,10.61,224,0.875,bilinear,-53.350,-41.770,+45 -tv_resnext50_32x4d,37.790,62.210,54.153,45.847,25.03,224,0.875,bilinear,-55.120,-44.577,-14 -res2next50,37.537,62.463,52.863,47.137,24.67,224,0.875,bilinear,-55.593,-45.797,-27 -resnet34,37.490,62.510,54.327,45.673,21.80,224,0.875,bilinear,-53.700,-43.903,+40 -tf_efficientnet_em,37.313,62.687,54.230,45.770,6.90,240,0.882,bicubic,-56.157,-44.520,-44 -regnety_016,37.147,62.853,54.150,45.850,11.20,224,0.875,bicubic,-55.883,-44.540,-27 -res2net50_48w_2s,37.137,62.863,53.410,46.590,25.29,224,0.875,bilinear,-55.663,-45.050,-12 -dla60,37.117,62.883,54.293,45.707,22.04,224,0.875,bilinear,-55.573,-44.367,-10 -rexnet_100,37.063,62.937,54.070,45.930,4.80,224,0.875,bicubic,-55.787,-44.550,-16 -tf_mixnet_l,37.047,62.953,52.710,47.290,7.33,224,0.875,bicubic,-56.003,-45.830,-32 -legacy_seresnet50,36.933,63.067,53.520,46.480,28.09,224,0.875,bilinear,-55.737,-45.140,-11 -tf_efficientnet_lite2,36.887,63.113,53.360,46.640,6.09,260,0.890,bicubic,-55.693,-45.190,-6 -regnetx_016,36.767,63.233,53.287,46.713,9.19,224,0.875,bicubic,-55.793,-45.223,-5 -tv_densenet121,36.753,63.247,54.003,45.997,7.98,224,0.875,bicubic,-54.637,-44.247,+22 -mobilenetv2_120d,36.710,63.290,53.953,46.047,5.83,224,0.875,bicubic,-55.900,-44.567,-13 -tf_efficientnet_lite1,36.667,63.333,53.687,46.313,5.42,240,0.882,bicubic,-55.653,-44.803,0 -efficientnet_b0,36.613,63.387,53.493,46.507,5.29,224,0.875,bicubic,-55.857,-45.187,-5 -skresnet18,36.343,63.657,54.257,45.743,11.96,224,0.875,bicubic,-53.817,-43.523,+37 -legacy_seresnet34,36.150,63.850,52.543,47.457,21.96,224,0.875,bilinear,-55.320,-45.657,+14 -tv_resnet50,36.143,63.857,52.873,47.127,25.56,224,0.875,bilinear,-55.987,-45.547,+2 -tv_resnet34,36.060,63.940,53.527,46.473,21.80,224,0.875,bilinear,-54.250,-44.443,+33 -tf_efficientnet_lite0,36.020,63.980,53.530,46.470,4.65,224,0.875,bicubic,-55.260,-44.560,+16 -mobilenetv2_140,35.980,64.020,53.927,46.073,6.11,224,0.875,bicubic,-56.060,-44.323,0 -selecsls42b,35.830,64.170,52.550,47.450,32.46,224,0.875,bicubic,-56.650,-45.890,-13 -gluon_resnet34_v1b,35.747,64.253,52.290,47.710,21.80,224,0.875,bicubic,-55.343,-45.890,+22 -mixnet_m,35.680,64.320,52.443,47.557,5.01,224,0.875,bicubic,-56.580,-45.927,-8 -dla34,35.647,64.353,52.813,47.187,15.74,224,0.875,bilinear,-55.613,-45.367,+12 -efficientnet_lite0,35.643,64.357,53.697,46.303,4.65,224,0.875,bicubic,-55.617,-44.553,+12 -ssl_resnet18,35.637,64.363,53.817,46.183,11.69,224,0.875,bilinear,-55.063,-44.213,+22 -mobilenetv3_rw,35.617,64.383,53.740,46.260,5.48,224,0.875,bicubic,-55.943,-44.530,+1 -tf_efficientnet_es,35.593,64.407,52.930,47.070,5.44,224,0.875,bicubic,-56.947,-45.580,-21 -mobilenetv2_110d,35.287,64.713,52.820,47.180,4.52,224,0.875,bicubic,-56.043,-45.370,+5 -hrnet_w18_small_v2,35.217,64.783,52.527,47.473,15.60,224,0.875,bilinear,-55.953,-45.833,+12 -tf_mixnet_m,35.210,64.790,50.977,49.023,5.01,224,0.875,bicubic,-56.960,-47.443,-13 -resnet18d,35.120,64.880,52.880,47.120,11.71,224,0.875,bicubic,-54.880,-44.960,+21 -regnety_008,34.883,65.117,51.857,48.143,6.26,224,0.875,bicubic,-57.007,-46.563,-10 -ese_vovnet19b_dw,34.837,65.163,51.990,48.010,6.54,224,0.875,bicubic,-57.183,-46.530,-13 -mobilenetv3_large_100,34.577,65.423,52.913,47.087,5.48,224,0.875,bicubic,-56.903,-45.417,-6 -seresnext26tn_32x4d,34.567,65.433,51.470,48.530,16.81,224,0.875,bicubic,-58.203,-47.080,-43 -seresnext26d_32x4d,34.513,65.487,51.563,48.437,16.81,224,0.875,bicubic,-57.927,-46.977,-27 -resnet26d,34.330,65.670,51.843,48.157,16.01,224,0.875,bicubic,-57.900,-46.627,-21 -fbnetc_100,34.323,65.677,51.240,48.760,5.57,224,0.875,bilinear,-56.937,-46.580,-1 -regnety_006,34.233,65.767,51.300,48.700,6.06,224,0.875,bicubic,-57.357,-47.130,-13 -seresnext26t_32x4d,34.197,65.803,51.420,48.580,16.82,224,0.875,bicubic,-58.783,-47.060,-61 -tf_mobilenetv3_large_100,33.990,66.010,51.530,48.470,5.48,224,0.875,bilinear,-57.420,-46.720,-10 -mnasnet_100,33.850,66.150,51.247,48.753,4.38,224,0.875,bicubic,-57.350,-46.793,-3 -regnetx_008,33.720,66.280,50.587,49.413,7.26,224,0.875,bicubic,-57.490,-47.783,-5 -resnet26,33.583,66.417,51.017,48.983,16.00,224,0.875,bicubic,-57.867,-47.263,-14 -mixnet_s,33.577,66.423,51.033,48.967,4.13,224,0.875,bicubic,-58.203,-47.267,-22 -semnasnet_100,33.553,66.447,50.843,49.157,3.89,224,0.875,bicubic,-58.107,-47.417,-21 -spnasnet_100,33.507,66.493,51.310,48.690,4.42,224,0.875,bilinear,-57.113,-46.640,+1 -regnetx_006,33.213,66.787,50.297,49.703,6.20,224,0.875,bicubic,-57.537,-47.803,-2 -resnet18,33.043,66.957,51.133,48.867,11.69,224,0.875,bilinear,-55.127,-45.987,+11 -legacy_seresnext26_32x4d,32.747,67.253,49.207,50.793,16.79,224,0.875,bicubic,-59.833,-49.223,-49 -hrnet_w18_small,32.723,67.277,50.677,49.323,13.19,224,0.875,bilinear,-57.177,-47.223,+2 -legacy_seresnet18,32.633,67.367,50.360,49.640,11.78,224,0.875,bicubic,-56.627,-47.330,+4 -mobilenetv2_100,32.580,67.420,50.860,49.140,3.50,224,0.875,bicubic,-57.260,-46.980,+1 -regnetx_004,32.567,67.433,49.407,50.593,5.16,224,0.875,bicubic,-56.883,-48.373,+1 -regnety_004,32.403,67.597,49.503,50.497,4.34,224,0.875,bicubic,-58.357,-48.577,-10 -gluon_resnet18_v1b,32.397,67.603,49.707,50.293,11.69,224,0.875,bicubic,-56.273,-47.403,+2 -tf_mixnet_s,32.230,67.770,48.607,51.393,4.13,224,0.875,bicubic,-59.460,-49.633,-33 -tf_mobilenetv3_large_075,31.947,68.053,49.137,50.863,3.99,224,0.875,bilinear,-58.363,-48.743,-9 -tf_mobilenetv3_large_minimal_100,31.613,68.387,49.407,50.593,3.92,224,0.875,bilinear,-57.547,-47.913,-2 -regnety_002,29.690,70.310,46.883,53.117,3.16,224,0.875,bicubic,-58.530,-50.547,-1 -regnetx_002,28.883,71.117,45.583,54.417,2.68,224,0.875,bicubic,-58.487,-51.407,0 -dla60x_c,28.527,71.473,46.257,53.743,1.32,224,0.875,bilinear,-58.553,-50.883,0 -tf_mobilenetv3_small_100,27.347,72.653,44.490,55.510,2.54,224,0.875,bilinear,-58.633,-51.910,0 -dla46x_c,26.277,73.723,43.903,56.097,1.07,224,0.875,bilinear,-59.193,-52.547,0 -tf_mobilenetv3_small_075,26.273,73.727,43.713,56.287,2.04,224,0.875,bilinear,-58.257,-52.167,+1 -dla46_c,25.490,74.510,43.953,56.047,1.30,224,0.875,bilinear,-59.220,-52.257,-1 -tf_mobilenetv3_small_minimal_100,25.110,74.890,42.987,57.013,2.04,224,0.875,bilinear,-57.560,-52.013,0 -pnasnet5large,6.983,93.017,19.613,80.387,86.06,331,0.911,bicubic,-10.887,-22.507,0 -ens_adv_inception_resnet_v2,6.550,93.450,18.623,81.377,55.85,299,0.897,bicubic,-9.690,-21.767,+2 -inception_resnet_v2,6.313,93.687,18.147,81.853,55.85,299,0.897,bicubic,-10.477,-20.703,-1 -inception_v4,5.923,94.077,16.657,83.343,42.68,299,0.875,bicubic,-10.617,-20.723,-1 +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 diff --git a/results/results-imagenet-real.csv b/results/results-imagenet-real.csv index 82c34c91..7415d0a0 100644 --- a/results/results-imagenet-real.csv +++ b/results/results-imagenet-real.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -tf_efficientnet_l2_ns,90.572,9.428,98.779,1.221,480.31,800,0.960,bicubic,+6.208,+1.739,-2 -tf_efficientnet_l2_ns_475,90.525,9.475,98.706,1.294,480.31,475,0.936,bicubic,+6.785,+1.936,-2 -tf_efficientnet_b7_ns,90.134,9.866,98.617,1.383,66.35,600,0.949,bicubic,+1.784,-0.040,-2 -tf_efficientnet_b6_ns,89.767,10.233,98.503,1.497,43.04,528,0.942,bicubic,+1.527,-0.047,-2 -tf_efficientnet_b5_ns,89.658,10.342,98.488,1.512,30.39,456,0.934,bicubic,+2.830,+0.404,-2 -tf_efficientnet_b8_ap,89.589,10.411,98.300,1.700,87.41,672,0.954,bicubic,+3.511,+0.548,-1 -tf_efficientnet_b7_ap,89.419,10.581,98.343,1.657,66.35,600,0.949,bicubic,+4.253,+0.981,+2 -tf_efficientnet_b8,89.340,10.660,98.305,1.695,87.41,672,0.954,bicubic,+3.916,+0.727,-2 -tf_efficientnet_b6_ap,89.338,10.662,98.281,1.719,43.04,528,0.942,bicubic,+4.390,+0.831,+5 -tf_efficientnet_b4_ns,89.325,10.675,98.352,1.648,19.34,380,0.922,bicubic,+3.975,+0.962,-2 -ig_resnext101_32x32d,89.115,10.885,98.181,1.819,468.53,224,0.875,bilinear,+3.965,+0.711,-1 -ig_resnext101_32x48d,89.111,10.889,98.125,1.875,828.41,224,0.875,bilinear,+2.663,+0.245,-8 -tf_efficientnet_b7,89.088,10.912,98.179,1.821,66.35,600,0.949,bicubic,+4.102,+0.883,0 -tf_efficientnet_b5_ap,88.934,11.066,98.168,1.832,30.39,456,0.934,bicubic,+4.664,+0.998,+6 -ig_resnext101_32x16d,88.817,11.184,98.049,1.951,194.03,224,0.875,bilinear,+4.614,+0.831,+7 -vit_base_resnet50_384,88.804,11.196,98.241,1.759,98.95,384,1.000,bicubic,+3.684,+0.991,-5 -seresnet152d_320,88.797,11.203,98.172,1.828,66.84,320,1.000,bicubic,+4.393,+0.738,+19 -tf_efficientnet_b6,88.759,11.241,98.066,1.934,43.04,528,0.942,bicubic,+4.595,+0.872,+6 -swsl_resnext101_32x8d,88.748,11.252,98.138,1.862,88.79,224,0.875,bilinear,+4.366,+0.772,+1 -resnetv2_152x2_bitm,88.656,11.344,98.320,1.680,236.34,480,1.000,bilinear,+3.870,+1.182,-3 -resnetv2_152x4_bitm,88.556,11.444,98.185,1.815,936.53,480,1.000,bilinear,+3.466,+0.745,-8 -resnet200d_320,88.528,11.472,97.957,2.043,64.69,320,1.000,bicubic,+4.484,+1.047,+4 -resnest269e,88.526,11.474,98.021,1.979,110.93,416,0.928,bicubic,+3.592,+0.817,-7 -resnetv2_101x3_bitm,88.443,11.557,98.164,1.836,387.93,480,1.000,bilinear,+3.917,+1.178,-6 -tf_efficientnet_b3_ns,88.439,11.561,98.031,1.968,12.23,300,0.904,bicubic,+4.325,+1.144,0 -resnest200e,88.421,11.579,98.049,1.951,70.20,320,0.909,bicubic,+4.454,+1.231,+1 -vit_large_patch16_384,88.407,11.593,98.187,1.813,304.72,384,1.000,bicubic,+3.033,+0.889,-19 -vit_base_patch16_384,88.385,11.615,98.149,1.851,86.86,384,1.000,bicubic,+4.131,+1.175,-6 -seresnet152d,88.379,11.621,98.036,1.964,66.84,256,0.940,bicubic,+4.627,+0.916,+29 -tf_efficientnet_b4_ap,88.349,11.651,97.891,2.109,19.34,380,0.922,bicubic,+5.093,+1.497,+4 -resnet152d_320,88.347,11.653,97.929,2.071,60.21,320,1.000,bicubic,+4.681,+1.195,+1 -tf_efficientnet_b5,88.313,11.687,97.914,2.086,30.39,456,0.934,bicubic,+4.461,+1.024,-3 -resnetv2_50x3_bitm,88.308,11.692,98.113,1.887,217.32,480,1.000,bilinear,+4.500,+1.367,-3 -ig_resnext101_32x8d,88.150,11.850,97.861,2.139,88.79,224,0.875,bilinear,+5.454,+1.217,+9 -swsl_resnext101_32x4d,88.086,11.914,97.974,2.026,44.18,224,0.875,bilinear,+4.864,+1.206,+1 -resnet152d,87.986,12.014,97.709,2.291,60.21,256,0.940,bicubic,+4.852,+1.359,+1 -tf_efficientnet_b4,87.960,12.040,97.737,2.263,19.34,380,0.922,bicubic,+4.934,+1.439,+3 -resnet101d_320,87.948,12.052,97.903,2.097,44.57,320,1.000,bicubic,+4.924,+1.447,+3 -resnet200d,87.943,12.057,97.773,2.227,64.69,256,0.940,bicubic,+4.701,+1.285,-4 -tresnet_xl_448,87.794,12.206,97.468,2.532,78.44,448,0.875,bilinear,+4.738,+1.282,-1 -resnetv2_101x1_bitm,87.634,12.366,97.953,2.047,44.54,480,1.000,bilinear,+5.420,+1.480,+8 -swsl_resnext101_32x16d,87.602,12.398,97.820,2.180,194.03,224,0.875,bilinear,+4.258,+0.980,-9 -swsl_resnext50_32x4d,87.597,12.403,97.651,2.349,25.03,224,0.875,bilinear,+5.425,+1.419,+8 -tf_efficientnet_b2_ns,87.561,12.439,97.626,2.374,9.11,260,0.890,bicubic,+5.169,+1.388,+1 -efficientnet_b3a,87.452,12.548,97.679,2.321,12.23,320,1.000,bicubic,+5.198,+1.565,+3 -resnet101d,87.386,12.614,97.572,2.428,44.57,256,0.940,bicubic,+5.076,+1.508,0 -tresnet_l_448,87.373,12.627,97.485,2.515,55.99,448,0.875,bilinear,+5.113,+1.507,0 -nasnetalarge,87.350,12.650,97.412,2.588,88.75,331,0.911,bicubic,+4.724,+1.362,-4 -efficientnet_b3,87.328,12.672,97.605,2.396,12.23,300,0.904,bicubic,+5.246,+1.578,+3 -ecaresnet101d,87.286,12.714,97.562,2.438,44.57,224,0.875,bicubic,+5.110,+1.506,0 -resnest101e,87.262,12.738,97.558,2.442,48.28,256,0.875,bilinear,+4.384,+1.244,-9 -regnety_032,87.254,12.746,97.521,2.479,19.44,224,0.875,bicubic,+5.246,+1.609,+2 -tresnet_xl,87.224,12.776,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.468,0 -tf_efficientnet_b3_ap,87.196,12.804,97.382,2.618,12.23,300,0.904,bicubic,+5.374,+1.762,+2 -vit_base_patch32_384,87.014,12.986,97.656,2.344,88.30,384,1.000,bicubic,+5.358,+1.526,+4 -vit_large_patch16_224,86.993,13.007,97.692,2.308,304.33,224,0.900,bicubic,+3.933,+1.248,-18 -rexnet_200,86.854,13.146,97.282,2.718,16.37,224,0.875,bicubic,+5.228,+1.610,+4 -ssl_resnext101_32x16d,86.844,13.156,97.519,2.481,194.03,224,0.875,bilinear,+5.006,+1.427,-3 -tf_efficientnet_b3,86.842,13.158,97.293,2.707,12.23,300,0.904,bicubic,+5.196,+1.571,+1 -tresnet_m_448,86.816,13.184,97.205,2.795,31.39,448,0.875,bilinear,+5.098,+1.639,-2 -ssl_resnext101_32x8d,86.803,13.197,97.466,2.534,88.79,224,0.875,bilinear,+5.197,+1.422,+1 -tf_efficientnet_lite4,86.801,13.199,97.254,2.746,13.01,380,0.920,bilinear,+5.265,+1.594,+1 -swsl_resnet50,86.790,13.210,97.493,2.507,25.56,224,0.875,bilinear,+5.654,+1.519,+7 -vit_base_patch16_224,86.758,13.242,97.440,2.560,86.57,224,0.900,bicubic,+4.974,+1.314,-7 -tresnet_l,86.754,13.246,97.271,2.729,55.99,224,0.875,bilinear,+5.268,+1.651,-1 -seresnext50_32x4d,86.709,13.291,97.203,2.797,27.56,224,0.875,bicubic,+5.435,+1.585,+2 -tf_efficientnet_b1_ns,86.684,13.316,97.380,2.620,7.79,240,0.882,bicubic,+5.298,+1.640,-1 -wide_resnet50_2,86.649,13.351,97.212,2.788,68.88,224,0.875,bicubic,+5.197,+1.690,-3 -resnest50d_4s2x40d,86.585,13.415,97.269,2.731,30.42,224,0.875,bicubic,+5.471,+1.715,+1 -efficientnet_b3_pruned,86.585,13.415,97.186,2.814,9.86,300,0.904,bicubic,+5.727,+1.946,+9 -ecaresnet50d,86.477,13.524,97.186,2.814,25.58,224,0.875,bicubic,+5.863,+1.878,+12 -ssl_resnext101_32x4d,86.474,13.526,97.468,2.532,44.18,224,0.875,bilinear,+5.560,+1.734,+3 -gluon_resnet152_v1s,86.449,13.551,97.120,2.880,60.32,224,0.875,bicubic,+5.431,+1.700,-1 -resnest50d_1s4x24d,86.442,13.558,97.150,2.850,25.68,224,0.875,bicubic,+5.438,+1.824,-1 -legacy_senet154,86.338,13.662,96.928,3.072,115.09,224,0.875,bilinear,+5.012,+1.420,-8 -efficientnet_b2a,86.310,13.690,96.990,3.010,9.11,288,1.000,bicubic,+5.696,+1.672,+8 -gluon_senet154,86.280,13.720,96.938,3.062,115.09,224,0.875,bicubic,+5.052,+1.586,-8 -resnest50d,86.229,13.771,97.069,2.931,27.48,224,0.875,bilinear,+5.271,+1.691,-4 -tresnet_m,86.190,13.810,96.667,3.333,31.39,224,0.875,bilinear,+5.386,+1.809,+1 -ecaresnet101d_pruned,86.182,13.818,97.342,2.658,24.88,224,0.875,bicubic,+5.366,+1.704,-1 -rexnet_150,86.163,13.837,97.066,2.934,9.73,224,0.875,bicubic,+5.853,+1.904,+13 -resnetv2_50x1_bitm,86.154,13.846,97.558,2.442,25.55,480,1.000,bilinear,+5.962,+1.928,+20 -tf_efficientnet_el,86.152,13.848,96.985,3.015,10.59,300,0.904,bicubic,+5.704,+1.815,+6 -cspdarknet53,86.150,13.850,97.013,2.987,27.64,256,0.887,bilinear,+6.102,+1.921,+22 -ssl_resnext50_32x4d,86.082,13.918,97.212,2.788,25.03,224,0.875,bilinear,+5.780,+1.800,+10 -ecaresnetlight,86.043,13.957,97.073,2.927,30.16,224,0.875,bicubic,+5.585,+1.823,+2 -efficientnet_b2,86.041,13.959,96.923,3.077,9.11,260,0.875,bicubic,+5.663,+1.845,+4 -gluon_resnet101_v1s,86.037,13.963,97.024,2.976,44.67,224,0.875,bicubic,+5.751,+1.864,+9 -gluon_seresnext101_32x4d,86.009,13.991,96.979,3.021,48.96,224,0.875,bicubic,+5.137,+1.687,-12 -resnet50d,86.002,13.998,96.981,3.019,25.58,224,0.875,bicubic,+5.454,+1.823,-5 -tf_efficientnet_b2_ap,85.975,14.025,96.808,3.192,9.11,260,0.890,bicubic,+5.673,+1.776,+5 -gluon_seresnext101_64x4d,85.949,14.051,96.990,3.010,88.23,224,0.875,bicubic,+5.065,+1.676,-16 -gluon_resnet152_v1d,85.906,14.094,96.806,3.194,60.21,224,0.875,bicubic,+5.428,+1.606,-7 -tf_efficientnet_b2,85.885,14.115,96.855,3.145,9.11,260,0.890,bicubic,+5.813,+1.951,+11 -seresnet50,85.836,14.164,96.998,3.002,28.09,224,0.875,bicubic,+5.578,+1.932,+4 -gluon_resnet101_v1d,85.832,14.168,96.663,3.337,44.57,224,0.875,bicubic,+5.430,+1.643,-6 -resnet50,85.810,14.190,96.714,3.286,25.56,224,0.875,bicubic,+6.774,+2.322,+53 -mixnet_xl,85.795,14.205,96.718,3.282,11.90,224,0.875,bicubic,+5.321,+1.784,-11 -tf_efficientnet_lite3,85.766,14.235,96.891,3.109,8.20,300,0.904,bilinear,+5.939,+1.983,+17 -cspresnext50,85.757,14.243,96.840,3.160,20.57,224,0.875,bilinear,+5.711,+1.896,+7 -ese_vovnet39b,85.748,14.252,96.900,3.100,24.57,224,0.875,bicubic,+6.436,+2.178,+33 -gluon_resnext101_32x4d,85.746,14.254,96.616,3.384,44.18,224,0.875,bicubic,+5.412,+1.708,-9 -legacy_seresnext101_32x4d,85.738,14.262,96.765,3.235,48.96,224,0.875,bilinear,+5.510,+1.745,-2 -regnety_320,85.727,14.273,96.725,3.275,145.05,224,0.875,bicubic,+4.929,+1.479,-23 -cspresnet50,85.723,14.277,96.795,3.205,21.62,256,0.887,bilinear,+6.149,+2.087,+20 -gluon_resnext101_64x4d,85.701,14.299,96.641,3.358,83.46,224,0.875,bicubic,+5.072,+1.644,-24 -xception71,85.695,14.305,96.774,3.226,42.34,299,0.903,bicubic,+5.811,+1.842,+5 -efficientnet_em,85.693,14.307,96.941,3.059,6.90,240,0.882,bicubic,+6.429,+2.150,+31 -dpn107,85.640,14.360,96.729,3.271,86.92,224,0.875,bicubic,+5.484,+1.819,-6 -efficientnet_b2_pruned,85.637,14.363,96.746,3.254,8.31,260,0.890,bicubic,+5.731,+1.890,+1 -ecaresnet50d_pruned,85.578,14.422,96.934,3.066,19.94,224,0.875,bicubic,+5.866,+2.058,+8 -gluon_resnet152_v1c,85.578,14.422,96.650,3.350,60.21,224,0.875,bicubic,+5.664,+1.802,-2 -resnext50d_32x4d,85.565,14.435,96.746,3.254,25.05,224,0.875,bicubic,+5.897,+1.880,+9 -regnety_120,85.535,14.465,96.774,3.226,51.82,224,0.875,bicubic,+5.157,+1.652,-22 -regnetx_320,85.524,14.476,96.667,3.333,107.81,224,0.875,bicubic,+5.270,+1.637,-15 -regnety_160,85.494,14.506,96.618,3.382,83.59,224,0.875,bicubic,+5.218,+1.650,-18 -dpn92,85.482,14.518,96.635,3.365,37.67,224,0.875,bicubic,+5.492,+1.791,-9 -gluon_resnet152_v1b,85.467,14.533,96.556,3.444,60.19,224,0.875,bicubic,+5.775,+1.822,+3 -rexnet_130,85.467,14.533,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.010,+9 -dpn131,85.403,14.597,96.646,3.354,79.25,224,0.875,bicubic,+5.577,+1.934,-5 -dla102x2,85.377,14.623,96.637,3.363,41.28,224,0.875,bilinear,+5.935,+1.991,+9 -regnetx_160,85.373,14.627,96.633,3.367,54.28,224,0.875,bicubic,+5.535,+1.809,-8 -gluon_seresnext50_32x4d,85.341,14.659,96.671,3.329,27.56,224,0.875,bicubic,+5.417,+1.849,-14 -gluon_resnet101_v1c,85.317,14.683,96.413,3.587,44.57,224,0.875,bicubic,+5.785,+1.825,+3 -xception65,85.315,14.685,96.633,3.367,39.92,299,0.903,bicubic,+5.765,+1.975,+1 -dpn98,85.311,14.689,96.466,3.534,61.57,224,0.875,bicubic,+5.661,+1.860,-3 -skresnext50_32x4d,85.311,14.689,96.392,3.608,27.48,224,0.875,bicubic,+5.165,+1.752,-23 -regnety_064,85.289,14.711,96.633,3.367,30.58,224,0.875,bicubic,+5.557,+1.869,-10 -dpn68b,85.285,14.715,96.471,3.529,12.61,224,0.875,bicubic,+6.073,+2.049,+13 -resnetblur50,85.270,14.730,96.522,3.478,25.56,224,0.875,bicubic,+5.984,+1.882,+7 -resnext50_32x4d,85.232,14.768,96.528,3.472,25.03,224,0.875,bicubic,+5.442,+1.922,-14 -regnety_080,85.230,14.770,96.633,3.367,39.18,224,0.875,bicubic,+5.360,+1.803,-19 -gluon_inception_v3,85.185,14.815,96.528,3.472,23.83,299,0.875,bicubic,+6.385,+2.148,+23 -resnext101_32x8d,85.178,14.822,96.449,3.551,88.79,224,0.875,bilinear,+5.874,+1.923,+2 -hrnet_w48,85.153,14.847,96.490,3.510,77.47,224,0.875,bilinear,+5.837,+1.976,-2 -xception,85.146,14.854,96.477,3.523,22.86,299,0.897,bicubic,+6.100,+2.081,+13 -regnetx_120,85.140,14.860,96.473,3.527,46.11,224,0.875,bicubic,+5.530,+1.741,-13 -tf_efficientnet_b1_ap,85.127,14.873,96.407,3.593,7.79,240,0.882,bicubic,+5.851,+2.105,0 -gluon_resnet101_v1b,85.125,14.875,96.368,3.632,44.55,224,0.875,bicubic,+5.821,+1.838,-4 -hrnet_w64,85.123,14.877,96.746,3.254,128.06,224,0.875,bilinear,+5.661,+2.092,-11 -gluon_xception65,85.121,14.879,96.599,3.401,39.92,299,0.903,bicubic,+5.419,+1.731,-21 -ssl_resnet50,85.110,14.890,96.864,3.136,25.56,224,0.875,bilinear,+5.874,+2.034,-2 -res2net101_26w_4s,85.089,14.911,96.383,3.617,45.21,224,0.875,bilinear,+5.895,+1.949,+1 -tf_efficientnet_cc_b1_8e,85.072,14.928,96.426,3.574,39.72,240,0.882,bicubic,+5.746,+2.054,-12 -res2net50_26w_8s,85.008,14.992,96.405,3.595,48.40,224,0.875,bilinear,+5.816,+2.037,0 -tf_efficientnet_b0_ns,85.001,14.999,96.499,3.502,5.29,224,0.875,bicubic,+6.341,+2.126,+17 -resnest26d,84.997,15.003,96.631,3.369,17.07,224,0.875,bilinear,+6.517,+2.331,+21 -gluon_resnext50_32x4d,84.993,15.007,96.426,3.574,25.03,224,0.875,bicubic,+5.639,+2.002,-17 -regnety_040,84.954,15.046,96.601,3.399,20.65,224,0.875,bicubic,+5.722,+1.957,-8 -tf_efficientnet_em,84.926,15.074,96.424,3.576,6.90,240,0.882,bicubic,+6.214,+2.096,+8 -tf_efficientnet_b1,84.916,15.084,96.362,3.638,7.79,240,0.882,bicubic,+6.072,+2.166,+4 -legacy_seresnext50_32x4d,84.914,15.086,96.441,3.559,27.56,224,0.875,bilinear,+5.830,+2.007,-6 -dla169,84.909,15.091,96.524,3.476,53.39,224,0.875,bilinear,+6.215,+2.194,+8 -hrnet_w44,84.888,15.112,96.434,3.566,67.06,224,0.875,bilinear,+5.998,+2.060,-1 -regnetx_080,84.871,15.129,96.430,3.570,39.57,224,0.875,bicubic,+5.659,+1.876,-12 -gluon_resnet50_v1s,84.856,15.144,96.447,3.553,25.68,224,0.875,bicubic,+6.156,+2.201,+4 -mixnet_l,84.824,15.176,96.328,3.672,7.33,224,0.875,bicubic,+5.844,+2.146,-7 -dla60_res2next,84.824,15.176,96.411,3.589,17.03,224,0.875,bilinear,+6.380,+2.253,+14 -tv_resnet152,84.822,15.178,96.225,3.775,60.19,224,0.875,bilinear,+6.502,+2.173,+15 -dla60_res2net,84.820,15.180,96.477,3.523,20.85,224,0.875,bilinear,+6.360,+2.271,+9 -dla102x,84.815,15.185,96.552,3.448,26.31,224,0.875,bilinear,+6.305,+2.322,+5 -gluon_resnet50_v1d,84.813,15.187,96.394,3.606,25.58,224,0.875,bicubic,+5.749,+1.924,-14 -xception41,84.809,15.191,96.411,3.589,26.97,299,0.903,bicubic,+6.273,+2.127,+2 -regnetx_064,84.779,15.221,96.492,3.508,26.21,224,0.875,bicubic,+5.715,+2.032,-17 -hrnet_w40,84.749,15.251,96.558,3.442,57.56,224,0.875,bilinear,+5.817,+2.080,-13 -res2net50_26w_6s,84.724,15.276,96.276,3.724,37.05,224,0.875,bilinear,+6.158,+2.156,-2 -legacy_seresnet152,84.698,15.302,96.422,3.578,66.82,224,0.875,bilinear,+6.032,+2.046,-5 -selecsls60b,84.657,15.343,96.302,3.698,32.77,224,0.875,bicubic,+6.247,+2.124,+4 -hrnet_w32,84.655,15.345,96.409,3.591,41.23,224,0.875,bilinear,+6.209,+2.219,+1 -regnetx_040,84.602,15.398,96.390,3.610,22.12,224,0.875,bicubic,+6.118,+2.138,-3 -efficientnet_es,84.598,15.402,96.313,3.687,5.44,224,0.875,bicubic,+6.510,+2.381,+10 -hrnet_w30,84.585,15.415,96.396,3.604,37.71,224,0.875,bilinear,+6.379,+2.172,+6 -tf_mixnet_l,84.559,15.441,96.247,3.753,7.33,224,0.875,bicubic,+5.783,+2.245,-16 -wide_resnet101_2,84.555,15.445,96.349,3.651,126.89,224,0.875,bilinear,+5.701,+2.067,-20 -efficientnet_b1,84.536,15.464,96.161,3.839,7.79,240,0.875,bicubic,+5.830,+2.007,-16 -dla60x,84.527,15.473,96.291,3.709,17.35,224,0.875,bilinear,+6.277,+2.267,-1 -legacy_seresnet101,84.504,15.496,96.338,3.662,49.33,224,0.875,bilinear,+6.124,+2.076,-4 -efficientnet_b1_pruned,84.401,15.599,96.142,3.858,6.33,240,0.882,bicubic,+6.153,+2.306,-2 -res2net50_26w_4s,84.378,15.622,96.082,3.918,25.70,224,0.875,bilinear,+6.386,+2.230,+5 -res2net50_14w_8s,84.307,15.693,96.076,3.924,25.06,224,0.875,bilinear,+6.169,+2.220,0 -selecsls60,84.284,15.716,96.089,3.911,30.67,224,0.875,bicubic,+6.294,+2.261,+4 -regnetx_032,84.228,15.772,96.253,3.747,15.30,224,0.875,bicubic,+6.080,+2.165,-3 -res2next50,84.222,15.778,96.001,3.999,24.67,224,0.875,bilinear,+5.986,+2.095,-6 -gluon_resnet50_v1c,84.205,15.795,96.168,3.832,25.58,224,0.875,bicubic,+6.197,+2.180,-1 -dla102,84.196,15.804,96.223,3.777,33.27,224,0.875,bilinear,+6.166,+2.271,-3 -rexnet_100,84.173,15.827,96.257,3.743,4.80,224,0.875,bicubic,+6.311,+2.379,+5 -tf_inception_v3,84.134,15.866,95.918,4.082,23.83,299,0.875,bicubic,+6.268,+2.272,+3 -res2net50_48w_2s,84.119,15.881,95.965,4.035,25.29,224,0.875,bilinear,+6.585,+2.405,+11 -resnet34d,84.104,15.896,95.975,4.025,21.82,224,0.875,bicubic,+6.990,+2.593,+21 -tf_efficientnet_lite2,84.096,15.904,96.063,3.937,6.09,260,0.890,bicubic,+6.614,+2.315,+10 -efficientnet_b0,84.043,15.957,95.960,4.040,5.29,224,0.875,bicubic,+6.337,+2.438,+2 -seresnext26t_32x4d,83.985,16.015,95.867,4.133,16.82,224,0.875,bicubic,+5.997,+2.134,-6 -tf_efficientnet_cc_b0_8e,83.970,16.030,96.067,3.933,24.01,224,0.875,bicubic,+6.062,+2.415,-5 -regnety_016,83.955,16.045,96.001,3.999,11.20,224,0.875,bicubic,+6.087,+2.275,-5 -tv_resnext50_32x4d,83.955,16.045,95.943,4.057,25.03,224,0.875,bilinear,+6.341,+2.259,0 -gluon_resnet50_v1b,83.942,16.058,96.016,3.984,25.56,224,0.875,bicubic,+6.364,+2.298,+2 -densenet161,83.902,16.098,96.010,3.990,28.68,224,0.875,bicubic,+6.542,+2.376,+6 -seresnext26tn_32x4d,83.887,16.113,95.939,4.061,16.81,224,0.875,bicubic,+5.901,+2.195,-11 -adv_inception_v3,83.882,16.118,95.941,4.059,23.83,299,0.875,bicubic,+6.300,+2.201,-2 -mobilenetv2_120d,83.882,16.118,95.911,4.089,5.83,224,0.875,bicubic,+6.604,+2.401,+7 -tv_resnet101,83.853,16.148,95.888,4.112,44.55,224,0.875,bilinear,+6.487,+2.332,+1 -inception_v3,83.771,16.229,95.898,4.101,23.83,299,0.875,bicubic,+6.307,+2.422,-1 -dla60,83.735,16.265,95.931,4.069,22.04,224,0.875,bilinear,+6.699,+2.607,+10 -vit_small_patch16_224,83.731,16.269,95.753,4.247,48.75,224,0.900,bicubic,+5.877,+2.329,-12 -seresnext26d_32x4d,83.727,16.273,95.845,4.155,16.81,224,0.875,bicubic,+6.141,+2.237,-9 -legacy_seresnet50,83.665,16.335,95.975,4.025,28.09,224,0.875,bilinear,+6.029,+2.231,-12 -tf_efficientnet_b0_ap,83.665,16.335,95.783,4.217,5.29,224,0.875,bicubic,+6.563,+2.519,+5 -skresnet34,83.652,16.348,95.924,4.076,22.28,224,0.875,bicubic,+6.722,+2.602,+8 -tf_efficientnet_es,83.643,16.357,95.941,4.059,5.44,224,0.875,bicubic,+6.359,+2.337,-3 -tf_efficientnet_cc_b0_4e,83.641,16.359,95.730,4.270,13.31,224,0.875,bicubic,+6.321,+2.408,-6 -densenet201,83.549,16.451,95.807,4.193,20.01,224,0.875,bicubic,+6.259,+2.327,-6 -legacy_seresnext26_32x4d,83.522,16.478,95.719,4.281,16.79,224,0.875,bicubic,+6.416,+2.411,-1 -tf_efficientnet_b0,83.517,16.483,95.719,4.281,5.29,224,0.875,bicubic,+6.669,+2.487,+4 -mixnet_m,83.513,16.487,95.691,4.309,5.01,224,0.875,bicubic,+6.239,+2.269,-6 -hrnet_w18,83.507,16.493,95.903,4.097,21.30,224,0.875,bilinear,+6.743,+2.461,+4 -densenetblur121d,83.483,16.517,95.822,4.178,8.00,224,0.875,bicubic,+6.897,+2.626,+6 -selecsls42b,83.462,16.538,95.747,4.253,32.46,224,0.875,bicubic,+6.278,+2.359,-8 -tf_efficientnet_lite1,83.361,16.639,95.642,4.358,5.42,240,0.882,bicubic,+6.695,+2.404,+3 -regnetx_016,83.184,16.816,95.743,4.257,9.19,224,0.875,bicubic,+6.238,+2.317,-4 -dpn68,83.174,16.826,95.589,4.411,12.61,224,0.875,bicubic,+6.862,+2.621,+5 -tf_mixnet_m,83.174,16.826,95.467,4.533,5.01,224,0.875,bicubic,+6.218,+2.303,-7 -mobilenetv2_140,83.171,16.829,95.689,4.311,6.11,224,0.875,bicubic,+6.659,+2.691,+1 -ese_vovnet19b_dw,83.109,16.890,95.787,4.213,6.54,224,0.875,bicubic,+6.291,+2.510,-5 -resnet26d,83.037,16.963,95.595,4.405,16.01,224,0.875,bicubic,+6.349,+2.449,-4 -tv_resnet50,82.962,17.038,95.472,4.529,25.56,224,0.875,bilinear,+6.804,+2.594,+1 -densenet121,82.811,17.189,95.587,4.413,7.98,224,0.875,bicubic,+7.247,+2.939,+6 -densenet169,82.661,17.339,95.595,4.405,14.15,224,0.875,bicubic,+6.763,+2.573,+1 -mixnet_s,82.529,17.471,95.352,4.648,4.13,224,0.875,bicubic,+6.535,+2.562,-1 -regnety_008,82.478,17.523,95.476,4.524,6.26,224,0.875,bicubic,+6.158,+2.408,-5 -efficientnet_lite0,82.388,17.612,95.279,4.721,4.65,224,0.875,bicubic,+6.886,+2.765,+5 -resnest14d,82.364,17.636,95.324,4.676,10.61,224,0.875,bilinear,+6.850,+2.806,+2 -mobilenetv3_rw,82.270,17.730,95.241,4.759,5.48,224,0.875,bicubic,+6.650,+2.529,-1 -semnasnet_100,82.253,17.747,95.234,4.766,3.89,224,0.875,bicubic,+6.801,+2.624,+3 -mobilenetv3_large_100,82.172,17.828,95.194,4.806,5.48,224,0.875,bicubic,+6.398,+2.656,-5 -resnet34,82.125,17.875,95.134,4.866,21.80,224,0.875,bilinear,+7.019,+2.858,+6 -mobilenetv2_110d,82.074,17.926,95.076,4.923,4.52,224,0.875,bicubic,+7.026,+2.886,+7 -tf_mixnet_s,82.040,17.960,95.128,4.872,4.13,224,0.875,bicubic,+6.358,+2.490,-7 -hrnet_w18_small_v2,81.959,18.041,95.166,4.834,15.60,224,0.875,bilinear,+6.851,+2.754,+2 -tf_efficientnet_lite0,81.950,18.050,95.164,4.836,4.65,224,0.875,bicubic,+7.118,+2.990,+5 -resnet26,81.933,18.067,95.237,4.763,16.00,224,0.875,bicubic,+6.643,+2.671,-3 -tf_mobilenetv3_large_100,81.841,18.159,95.076,4.923,5.48,224,0.875,bilinear,+6.331,+2.466,-7 -tv_densenet121,81.724,18.276,95.034,4.966,7.98,224,0.875,bicubic,+6.982,+2.880,+4 -regnety_006,81.705,18.295,95.109,4.891,6.06,224,0.875,bicubic,+6.437,+2.579,-5 -dla34,81.658,18.342,94.872,5.128,15.74,224,0.875,bilinear,+7.034,+2.810,+4 -fbnetc_100,81.553,18.447,94.953,5.047,5.57,224,0.875,bilinear,+6.437,+2.579,-6 -legacy_seresnet34,81.527,18.473,94.899,5.101,21.96,224,0.875,bilinear,+6.737,+2.773,-1 -regnetx_008,81.510,18.490,95.057,4.943,7.26,224,0.875,bicubic,+6.458,+2.715,-5 -gluon_resnet34_v1b,81.487,18.513,94.812,5.188,21.80,224,0.875,bicubic,+6.899,+2.816,+1 -mnasnet_100,81.478,18.522,94.895,5.105,4.38,224,0.875,bicubic,+6.808,+2.793,-2 -spnasnet_100,80.872,19.128,94.511,5.489,4.42,224,0.875,bilinear,+6.792,+2.691,0 -regnety_004,80.654,19.346,94.697,5.303,4.34,224,0.875,bicubic,+6.636,+2.933,0 -skresnet18,80.629,19.371,94.385,5.615,11.96,224,0.875,bicubic,+7.603,+3.213,+4 -regnetx_006,80.612,19.389,94.524,5.476,6.20,224,0.875,bicubic,+6.768,+2.846,-1 -swsl_resnet18,80.571,19.429,94.750,5.250,11.69,224,0.875,bilinear,+7.291,+2.992,+1 -resnet18d,80.387,19.613,94.252,5.748,11.71,224,0.875,bicubic,+8.113,+3.564,+6 -tv_resnet34,80.374,19.625,94.432,5.568,21.80,224,0.875,bilinear,+7.070,+3.008,-2 -mobilenetv2_100,80.268,19.732,94.197,5.803,3.50,224,0.875,bicubic,+7.318,+3.195,0 -ssl_resnet18,80.112,19.888,94.594,5.406,11.69,224,0.875,bilinear,+7.496,+3.178,0 -tf_mobilenetv3_large_075,80.088,19.912,94.188,5.812,3.99,224,0.875,bilinear,+6.640,+2.846,-6 -hrnet_w18_small,79.537,20.462,93.909,6.091,13.19,224,0.875,bilinear,+7.201,+3.225,0 -regnetx_004,79.439,20.561,93.843,6.157,5.16,224,0.875,bicubic,+7.045,+3.025,-2 -tf_mobilenetv3_large_minimal_100,79.226,20.774,93.712,6.288,3.92,224,0.875,bilinear,+6.982,+3.076,0 -legacy_seresnet18,79.145,20.855,93.778,6.222,11.78,224,0.875,bicubic,+7.409,+3.436,0 -gluon_resnet18_v1b,78.378,21.622,93.134,6.866,11.69,224,0.875,bicubic,+7.540,+3.376,0 -regnety_002,77.409,22.591,92.916,7.084,3.16,224,0.875,bicubic,+7.131,+3.370,0 -resnet18,77.274,22.726,92.760,7.240,11.69,224,0.875,bilinear,+7.532,+3.674,0 -regnetx_002,76.106,23.893,92.207,7.793,2.68,224,0.875,bicubic,+7.353,+3.647,0 -dla60x_c,75.658,24.342,92.166,7.834,1.32,224,0.875,bilinear,+7.746,+3.748,+1 -tf_mobilenetv3_small_100,74.734,25.266,91.274,8.726,2.54,224,0.875,bilinear,+6.812,+3.598,-1 -dla46x_c,73.647,26.353,91.112,8.888,1.07,224,0.875,bilinear,+7.671,+4.124,0 -tf_mobilenetv3_small_075,72.821,27.179,90.031,9.969,2.04,224,0.875,bilinear,+7.097,+3.897,0 -dla46_c,72.601,27.399,90.495,9.505,1.30,224,0.875,bilinear,+7.731,+4.201,0 -tf_mobilenetv3_small_minimal_100,70.109,29.891,88.516,11.485,2.04,224,0.875,bilinear,+7.199,+4.272,0 -inception_v4,1.507,98.493,19.038,80.962,42.68,299,0.875,bicubic,+0.499,+2.184,0 -pnasnet5large,1.478,98.522,20.749,79.251,86.06,331,0.911,bicubic,+0.493,+2.173,+1 -ens_adv_inception_resnet_v2,1.428,98.572,19.416,80.584,55.85,299,0.897,bicubic,+0.430,+2.092,-1 -inception_resnet_v2,1.415,98.585,19.444,80.556,55.85,299,0.897,bicubic,+0.466,+2.150,0 +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 diff --git a/results/results-imagenet.csv b/results/results-imagenet.csv index ae259071..a2f40a27 100644 --- a/results/results-imagenet.csv +++ b/results/results-imagenet.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns,88.350,11.650,98.656,1.344,480.31,800,0.960,bicubic -tf_efficientnet_l2_ns_475,88.240,11.760,98.550,1.450,480.31,475,0.936,bicubic -tf_efficientnet_b7_ns,86.828,13.172,98.084,1.916,66.35,600,0.949,bicubic -tf_efficientnet_b6_ns,86.448,13.552,97.880,2.120,43.04,528,0.942,bicubic -tf_efficientnet_b5_ns,86.078,13.922,97.752,2.248,30.39,456,0.934,bicubic -ig_resnext101_32x48d,85.424,14.576,97.578,2.422,828.41,224,0.875,bilinear -tf_efficientnet_b8_ap,85.374,14.626,97.298,2.702,87.41,672,0.954,bicubic -tf_efficientnet_b8,85.350,14.650,97.390,2.610,87.41,672,0.954,bicubic -vit_large_patch16_384,85.166,14.834,97.362,2.638,304.72,384,1.000,bicubic -tf_efficientnet_b4_ns,85.150,14.850,97.470,2.530,19.34,380,0.922,bicubic -tf_efficientnet_b7_ap,85.120,14.880,97.250,2.750,66.35,600,0.949,bicubic -ig_resnext101_32x32d,85.090,14.910,97.440,2.560,468.53,224,0.875,bilinear -vit_base_resnet50_384,84.986,15.014,97.296,2.704,98.95,384,1.000,bicubic -resnetv2_152x4_bitm,84.948,15.052,97.450,2.550,936.53,480,1.000,bilinear -tf_efficientnet_b7,84.934,15.066,97.204,2.796,66.35,600,0.949,bicubic -tf_efficientnet_b6_ap,84.786,15.214,97.138,2.862,43.04,528,0.942,bicubic -resnest269e,84.526,15.474,96.986,3.014,110.93,416,0.928,bicubic -resnetv2_152x2_bitm,84.404,15.596,97.434,2.566,236.34,480,1.000,bilinear -resnetv2_101x3_bitm,84.382,15.618,97.366,2.634,387.93,480,1.000,bilinear -seresnet152d_320,84.364,15.636,97.040,2.960,66.84,320,1.000,bicubic -swsl_resnext101_32x8d,84.270,15.730,97.170,2.830,88.79,224,0.875,bilinear -tf_efficientnet_b5_ap,84.254,15.746,96.974,3.026,30.39,456,0.934,bicubic -vit_base_patch16_384,84.202,15.798,97.218,2.782,86.86,384,1.000,bicubic -ig_resnext101_32x16d,84.164,15.836,97.194,2.806,194.03,224,0.875,bilinear -tf_efficientnet_b6,84.114,15.886,96.888,3.112,43.04,528,0.942,bicubic -tf_efficientnet_b3_ns,84.044,15.956,96.910,3.090,12.23,300,0.904,bicubic -resnet200d_320,83.968,16.032,96.818,3.182,64.69,320,1.000,bicubic -resnest200e,83.852,16.148,96.890,3.110,70.20,320,0.909,bicubic -tf_efficientnet_b5,83.808,16.192,96.746,3.254,30.39,456,0.934,bicubic -resnetv2_50x3_bitm,83.752,16.248,97.120,2.880,217.32,480,1.000,bilinear -seresnet152d,83.740,16.260,96.770,3.230,66.84,256,0.940,bicubic -resnet152d_320,83.666,16.334,96.734,3.266,60.21,320,1.000,bicubic -swsl_resnext101_32x16d,83.344,16.656,96.840,3.160,194.03,224,0.875,bilinear -tf_efficientnet_b4_ap,83.256,16.744,96.394,3.606,19.34,380,0.922,bicubic -resnet200d,83.242,16.758,96.488,3.512,64.69,256,0.940,bicubic -swsl_resnext101_32x4d,83.222,16.778,96.768,3.232,44.18,224,0.875,bilinear -resnet152d,83.134,16.866,96.350,3.650,60.21,256,0.940,bicubic -vit_large_patch16_224,83.060,16.940,96.444,3.556,304.33,224,0.900,bicubic -tresnet_xl_448,83.056,16.944,96.186,3.814,78.44,448,0.875,bilinear -tf_efficientnet_b4,83.026,16.974,96.298,3.702,19.34,380,0.922,bicubic -resnet101d_320,83.024,16.976,96.456,3.544,44.57,320,1.000,bicubic -resnest101e,82.878,17.122,96.314,3.686,48.28,256,0.875,bilinear -ig_resnext101_32x8d,82.696,17.304,96.644,3.356,88.79,224,0.875,bilinear -nasnetalarge,82.626,17.374,96.050,3.950,88.75,331,0.911,bicubic -tf_efficientnet_b2_ns,82.392,17.608,96.238,3.762,9.11,260,0.890,bicubic -resnet101d,82.310,17.690,96.064,3.936,44.57,256,0.940,bicubic -tresnet_l_448,82.260,17.740,95.978,4.022,55.99,448,0.875,bilinear -efficientnet_b3a,82.254,17.746,96.114,3.886,12.23,320,1.000,bicubic -resnetv2_101x1_bitm,82.214,17.786,96.472,3.528,44.54,480,1.000,bilinear -ecaresnet101d,82.176,17.824,96.056,3.944,44.57,224,0.875,bicubic -swsl_resnext50_32x4d,82.172,17.828,96.232,3.768,25.03,224,0.875,bilinear -efficientnet_b3,82.082,17.918,96.026,3.974,12.23,300,0.904,bicubic -tresnet_xl,82.054,17.946,95.932,4.068,78.44,224,0.875,bilinear -regnety_032,82.008,17.992,95.912,4.088,19.44,224,0.875,bicubic -ssl_resnext101_32x16d,81.838,18.162,96.092,3.908,194.03,224,0.875,bilinear -tf_efficientnet_b3_ap,81.822,18.178,95.620,4.380,12.23,300,0.904,bicubic -vit_base_patch16_224,81.784,18.216,96.126,3.874,86.57,224,0.900,bicubic -tresnet_m_448,81.718,18.282,95.566,4.434,31.39,448,0.875,bilinear -vit_base_patch32_384,81.656,18.344,96.130,3.870,88.30,384,1.000,bicubic -tf_efficientnet_b3,81.646,18.354,95.722,4.278,12.23,300,0.904,bicubic -rexnet_200,81.626,18.374,95.672,4.328,16.37,224,0.875,bicubic -ssl_resnext101_32x8d,81.606,18.394,96.044,3.956,88.79,224,0.875,bilinear -tf_efficientnet_lite4,81.536,18.464,95.660,4.340,13.01,380,0.920,bilinear -tresnet_l,81.486,18.514,95.620,4.380,55.99,224,0.875,bilinear -wide_resnet50_2,81.452,18.548,95.522,4.478,68.88,224,0.875,bicubic -tf_efficientnet_b1_ns,81.386,18.614,95.740,4.260,7.79,240,0.882,bicubic -legacy_senet154,81.326,18.674,95.508,4.492,115.09,224,0.875,bilinear -seresnext50_32x4d,81.274,18.726,95.618,4.382,27.56,224,0.875,bicubic -gluon_senet154,81.228,18.772,95.352,4.648,115.09,224,0.875,bicubic -swsl_resnet50,81.136,18.864,95.974,4.026,25.56,224,0.875,bilinear -resnest50d_4s2x40d,81.114,18.886,95.554,4.446,30.42,224,0.875,bicubic -gluon_resnet152_v1s,81.018,18.982,95.420,4.580,60.32,224,0.875,bicubic -resnest50d_1s4x24d,81.004,18.996,95.326,4.674,25.68,224,0.875,bicubic -resnest50d,80.958,19.042,95.378,4.622,27.48,224,0.875,bilinear -ssl_resnext101_32x4d,80.914,19.086,95.734,4.266,44.18,224,0.875,bilinear -gluon_seresnext101_64x4d,80.884,19.116,95.314,4.686,88.23,224,0.875,bicubic -gluon_seresnext101_32x4d,80.872,19.128,95.292,4.708,48.96,224,0.875,bicubic -efficientnet_b3_pruned,80.858,19.142,95.240,4.760,9.86,300,0.904,bicubic -ecaresnet101d_pruned,80.816,19.184,95.638,4.362,24.88,224,0.875,bicubic -tresnet_m,80.804,19.196,94.858,5.142,31.39,224,0.875,bilinear -regnety_320,80.798,19.202,95.246,4.754,145.05,224,0.875,bicubic -gluon_resnext101_64x4d,80.630,19.370,94.998,5.002,83.46,224,0.875,bicubic -ecaresnet50d,80.614,19.386,95.308,4.692,25.58,224,0.875,bicubic -efficientnet_b2a,80.614,19.386,95.318,4.682,9.11,288,1.000,bicubic -resnet50d,80.548,19.452,95.158,4.842,25.58,224,0.875,bicubic -gluon_resnet152_v1d,80.478,19.522,95.200,4.800,60.21,224,0.875,bicubic -mixnet_xl,80.474,19.526,94.934,5.066,11.90,224,0.875,bicubic -ecaresnetlight,80.458,19.542,95.250,4.750,30.16,224,0.875,bicubic -tf_efficientnet_el,80.448,19.552,95.170,4.830,10.59,300,0.904,bicubic -gluon_resnet101_v1d,80.402,19.598,95.020,4.980,44.57,224,0.875,bicubic -efficientnet_b2,80.378,19.622,95.078,4.922,9.11,260,0.875,bicubic -regnety_120,80.378,19.622,95.122,4.878,51.82,224,0.875,bicubic -gluon_resnext101_32x4d,80.334,19.666,94.908,5.092,44.18,224,0.875,bicubic -rexnet_150,80.310,19.690,95.162,4.838,9.73,224,0.875,bicubic -ssl_resnext50_32x4d,80.302,19.698,95.412,4.588,25.03,224,0.875,bilinear -tf_efficientnet_b2_ap,80.302,19.698,95.032,4.968,9.11,260,0.890,bicubic -gluon_resnet101_v1s,80.286,19.714,95.160,4.840,44.67,224,0.875,bicubic -regnety_160,80.276,19.724,94.968,5.032,83.59,224,0.875,bicubic -seresnet50,80.258,19.742,95.066,4.934,28.09,224,0.875,bicubic -regnetx_320,80.254,19.746,95.030,4.970,107.81,224,0.875,bicubic -legacy_seresnext101_32x4d,80.228,19.772,95.020,4.980,48.96,224,0.875,bilinear -resnetv2_50x1_bitm,80.192,19.808,95.630,4.370,25.55,480,1.000,bilinear -dpn107,80.156,19.844,94.910,5.090,86.92,224,0.875,bicubic -skresnext50_32x4d,80.146,19.854,94.640,5.360,27.48,224,0.875,bicubic -tf_efficientnet_b2,80.072,19.928,94.904,5.096,9.11,260,0.890,bicubic -cspdarknet53,80.048,19.952,95.092,4.908,27.64,256,0.887,bilinear -cspresnext50,80.046,19.954,94.944,5.056,20.57,224,0.875,bilinear -dpn92,79.990,20.010,94.844,5.156,37.67,224,0.875,bicubic -gluon_seresnext50_32x4d,79.924,20.076,94.822,5.178,27.56,224,0.875,bicubic -gluon_resnet152_v1c,79.914,20.086,94.848,5.152,60.21,224,0.875,bicubic -efficientnet_b2_pruned,79.906,20.094,94.856,5.144,8.31,260,0.890,bicubic -xception71,79.884,20.116,94.932,5.068,42.34,299,0.903,bicubic -regnety_080,79.870,20.130,94.830,5.170,39.18,224,0.875,bicubic -regnetx_160,79.838,20.162,94.824,5.176,54.28,224,0.875,bicubic -dpn131,79.826,20.174,94.712,5.288,79.25,224,0.875,bicubic -tf_efficientnet_lite3,79.826,20.174,94.908,5.092,8.20,300,0.904,bilinear -resnext50_32x4d,79.790,20.210,94.606,5.394,25.03,224,0.875,bicubic -regnety_064,79.732,20.268,94.764,5.236,30.58,224,0.875,bicubic -ecaresnet50d_pruned,79.712,20.288,94.876,5.124,19.94,224,0.875,bicubic -gluon_xception65,79.702,20.298,94.868,5.132,39.92,299,0.903,bicubic -gluon_resnet152_v1b,79.692,20.308,94.734,5.266,60.19,224,0.875,bicubic -resnext50d_32x4d,79.668,20.332,94.866,5.134,25.05,224,0.875,bicubic -dpn98,79.650,20.350,94.606,5.394,61.57,224,0.875,bicubic -regnetx_120,79.610,20.390,94.732,5.268,46.11,224,0.875,bicubic -cspresnet50,79.574,20.426,94.708,5.292,21.62,256,0.887,bilinear -xception65,79.550,20.450,94.658,5.342,39.92,299,0.903,bicubic -gluon_resnet101_v1c,79.532,20.468,94.588,5.412,44.57,224,0.875,bicubic -rexnet_130,79.494,20.506,94.674,5.326,7.56,224,0.875,bicubic -hrnet_w64,79.462,20.538,94.654,5.346,128.06,224,0.875,bilinear -dla102x2,79.442,20.558,94.646,5.354,41.28,224,0.875,bilinear -gluon_resnext50_32x4d,79.354,20.646,94.424,5.576,25.03,224,0.875,bicubic -tf_efficientnet_cc_b1_8e,79.326,20.674,94.372,5.628,39.72,240,0.882,bicubic -hrnet_w48,79.316,20.684,94.514,5.486,77.47,224,0.875,bilinear -ese_vovnet39b,79.312,20.688,94.722,5.278,24.57,224,0.875,bicubic -gluon_resnet101_v1b,79.304,20.696,94.530,5.470,44.55,224,0.875,bicubic -resnext101_32x8d,79.304,20.696,94.526,5.474,88.79,224,0.875,bilinear -resnetblur50,79.286,20.714,94.640,5.360,25.56,224,0.875,bicubic -tf_efficientnet_b1_ap,79.276,20.724,94.302,5.698,7.79,240,0.882,bicubic -efficientnet_em,79.264,20.736,94.790,5.210,6.90,240,0.882,bicubic -ssl_resnet50,79.236,20.764,94.830,5.170,25.56,224,0.875,bilinear -regnety_040,79.232,20.768,94.644,5.356,20.65,224,0.875,bicubic -dpn68b,79.212,20.788,94.422,5.578,12.61,224,0.875,bicubic -regnetx_080,79.212,20.788,94.554,5.446,39.57,224,0.875,bicubic -res2net101_26w_4s,79.194,20.806,94.434,5.566,45.21,224,0.875,bilinear -res2net50_26w_8s,79.192,20.808,94.368,5.632,48.40,224,0.875,bilinear -legacy_seresnext50_32x4d,79.084,20.916,94.434,5.566,27.56,224,0.875,bilinear -regnetx_064,79.064,20.936,94.470,5.530,26.21,224,0.875,bicubic -gluon_resnet50_v1d,79.064,20.936,94.460,5.540,25.58,224,0.875,bicubic -xception,79.046,20.954,94.396,5.604,22.86,299,0.897,bicubic -resnet50,79.036,20.964,94.392,5.608,25.56,224,0.875,bicubic -mixnet_l,78.980,21.020,94.182,5.818,7.33,224,0.875,bicubic -hrnet_w40,78.932,21.068,94.478,5.522,57.56,224,0.875,bilinear -hrnet_w44,78.890,21.110,94.374,5.626,67.06,224,0.875,bilinear -wide_resnet101_2,78.854,21.146,94.282,5.718,126.89,224,0.875,bilinear -tf_efficientnet_b1,78.844,21.156,94.196,5.804,7.79,240,0.882,bicubic -gluon_inception_v3,78.800,21.200,94.380,5.620,23.83,299,0.875,bicubic -tf_mixnet_l,78.776,21.224,94.002,5.998,7.33,224,0.875,bicubic -tf_efficientnet_em,78.712,21.288,94.328,5.672,6.90,240,0.882,bicubic -efficientnet_b1,78.706,21.294,94.154,5.846,7.79,240,0.875,bicubic -gluon_resnet50_v1s,78.700,21.300,94.246,5.754,25.68,224,0.875,bicubic -dla169,78.694,21.306,94.330,5.670,53.39,224,0.875,bilinear -legacy_seresnet152,78.666,21.334,94.376,5.624,66.82,224,0.875,bilinear -tf_efficientnet_b0_ns,78.660,21.340,94.372,5.628,5.29,224,0.875,bicubic -res2net50_26w_6s,78.566,21.434,94.120,5.880,37.05,224,0.875,bilinear -xception41,78.536,21.464,94.284,5.716,26.97,299,0.903,bicubic -dla102x,78.510,21.490,94.230,5.770,26.31,224,0.875,bilinear -regnetx_040,78.484,21.516,94.252,5.748,22.12,224,0.875,bicubic -resnest26d,78.480,21.520,94.300,5.700,17.07,224,0.875,bilinear -dla60_res2net,78.460,21.540,94.206,5.794,20.85,224,0.875,bilinear -hrnet_w32,78.446,21.554,94.190,5.810,41.23,224,0.875,bilinear -dla60_res2next,78.444,21.556,94.158,5.842,17.03,224,0.875,bilinear -selecsls60b,78.410,21.590,94.178,5.822,32.77,224,0.875,bicubic -legacy_seresnet101,78.380,21.620,94.262,5.738,49.33,224,0.875,bilinear -tv_resnet152,78.320,21.680,94.052,5.948,60.19,224,0.875,bilinear -dla60x,78.250,21.750,94.024,5.976,17.35,224,0.875,bilinear -efficientnet_b1_pruned,78.248,21.752,93.836,6.164,6.33,240,0.882,bicubic -res2next50,78.236,21.764,93.906,6.094,24.67,224,0.875,bilinear -hrnet_w30,78.206,21.794,94.224,5.776,37.71,224,0.875,bilinear -regnetx_032,78.148,21.852,94.088,5.912,15.30,224,0.875,bicubic -res2net50_14w_8s,78.138,21.862,93.856,6.144,25.06,224,0.875,bilinear -efficientnet_es,78.088,21.912,93.932,6.068,5.44,224,0.875,bicubic -dla102,78.030,21.970,93.952,6.048,33.27,224,0.875,bilinear -gluon_resnet50_v1c,78.008,21.992,93.988,6.012,25.58,224,0.875,bicubic -res2net50_26w_4s,77.992,22.008,93.852,6.148,25.70,224,0.875,bilinear -selecsls60,77.990,22.010,93.828,6.172,30.67,224,0.875,bicubic -seresnext26t_32x4d,77.988,22.012,93.732,6.268,16.82,224,0.875,bicubic -seresnext26tn_32x4d,77.986,22.014,93.744,6.256,16.81,224,0.875,bicubic -tf_efficientnet_cc_b0_8e,77.908,22.092,93.652,6.348,24.01,224,0.875,bicubic -regnety_016,77.868,22.132,93.726,6.274,11.20,224,0.875,bicubic -tf_inception_v3,77.866,22.134,93.646,6.354,23.83,299,0.875,bicubic -rexnet_100,77.862,22.138,93.878,6.122,4.80,224,0.875,bicubic -vit_small_patch16_224,77.854,22.146,93.424,6.576,48.75,224,0.900,bicubic -efficientnet_b0,77.706,22.294,93.522,6.478,5.29,224,0.875,bicubic -legacy_seresnet50,77.636,22.364,93.744,6.256,28.09,224,0.875,bilinear -tv_resnext50_32x4d,77.614,22.386,93.684,6.316,25.03,224,0.875,bilinear -seresnext26d_32x4d,77.586,22.414,93.608,6.392,16.81,224,0.875,bicubic -adv_inception_v3,77.582,22.418,93.740,6.260,23.83,299,0.875,bicubic -gluon_resnet50_v1b,77.578,22.422,93.718,6.282,25.56,224,0.875,bicubic -res2net50_48w_2s,77.534,22.466,93.560,6.440,25.29,224,0.875,bilinear -tf_efficientnet_lite2,77.482,22.518,93.748,6.252,6.09,260,0.890,bicubic -inception_v3,77.464,22.536,93.476,6.524,23.83,299,0.875,bicubic -tv_resnet101,77.366,22.634,93.556,6.444,44.55,224,0.875,bilinear -densenet161,77.360,22.640,93.634,6.366,28.68,224,0.875,bicubic -tf_efficientnet_cc_b0_4e,77.320,22.680,93.322,6.678,13.31,224,0.875,bicubic -densenet201,77.290,22.710,93.480,6.520,20.01,224,0.875,bicubic -tf_efficientnet_es,77.284,22.716,93.604,6.396,5.44,224,0.875,bicubic -mobilenetv2_120d,77.278,22.722,93.510,6.490,5.83,224,0.875,bicubic -mixnet_m,77.274,22.726,93.422,6.578,5.01,224,0.875,bicubic -selecsls42b,77.184,22.816,93.388,6.612,32.46,224,0.875,bicubic -resnet34d,77.114,22.886,93.382,6.618,21.82,224,0.875,bicubic -legacy_seresnext26_32x4d,77.106,22.894,93.308,6.692,16.79,224,0.875,bicubic -tf_efficientnet_b0_ap,77.102,22.898,93.264,6.736,5.29,224,0.875,bicubic -dla60,77.036,22.964,93.324,6.676,22.04,224,0.875,bilinear -tf_mixnet_m,76.956,23.044,93.164,6.836,5.01,224,0.875,bicubic -regnetx_016,76.946,23.054,93.426,6.574,9.19,224,0.875,bicubic -skresnet34,76.930,23.070,93.322,6.678,22.28,224,0.875,bicubic -tf_efficientnet_b0,76.848,23.152,93.232,6.768,5.29,224,0.875,bicubic -ese_vovnet19b_dw,76.818,23.182,93.278,6.722,6.54,224,0.875,bicubic -hrnet_w18,76.764,23.236,93.442,6.558,21.30,224,0.875,bilinear -resnet26d,76.688,23.312,93.146,6.854,16.01,224,0.875,bicubic -tf_efficientnet_lite1,76.666,23.334,93.238,6.762,5.42,240,0.882,bicubic -densenetblur121d,76.586,23.414,93.196,6.804,8.00,224,0.875,bicubic -mobilenetv2_140,76.512,23.488,92.998,7.002,6.11,224,0.875,bicubic -regnety_008,76.320,23.680,93.068,6.932,6.26,224,0.875,bicubic -dpn68,76.312,23.688,92.968,7.032,12.61,224,0.875,bicubic -tv_resnet50,76.158,23.842,92.878,7.122,25.56,224,0.875,bilinear -mixnet_s,75.994,24.006,92.790,7.210,4.13,224,0.875,bicubic -densenet169,75.898,24.102,93.022,6.978,14.15,224,0.875,bicubic -mobilenetv3_large_100,75.774,24.226,92.538,7.462,5.48,224,0.875,bicubic -tf_mixnet_s,75.682,24.318,92.638,7.362,4.13,224,0.875,bicubic -mobilenetv3_rw,75.620,24.380,92.712,7.288,5.48,224,0.875,bicubic -densenet121,75.564,24.436,92.648,7.352,7.98,224,0.875,bicubic -resnest14d,75.514,24.486,92.518,7.482,10.61,224,0.875,bilinear -tf_mobilenetv3_large_100,75.510,24.490,92.610,7.390,5.48,224,0.875,bilinear -efficientnet_lite0,75.502,24.498,92.514,7.486,4.65,224,0.875,bicubic -semnasnet_100,75.452,24.548,92.610,7.390,3.89,224,0.875,bicubic -resnet26,75.290,24.710,92.566,7.434,16.00,224,0.875,bicubic -regnety_006,75.268,24.732,92.530,7.470,6.06,224,0.875,bicubic -fbnetc_100,75.116,24.884,92.374,7.626,5.57,224,0.875,bilinear -hrnet_w18_small_v2,75.108,24.892,92.412,7.588,15.60,224,0.875,bilinear -resnet34,75.106,24.894,92.276,7.724,21.80,224,0.875,bilinear -regnetx_008,75.052,24.948,92.342,7.658,7.26,224,0.875,bicubic -mobilenetv2_110d,75.048,24.952,92.190,7.810,4.52,224,0.875,bicubic -tf_efficientnet_lite0,74.832,25.168,92.174,7.826,4.65,224,0.875,bicubic -legacy_seresnet34,74.790,25.210,92.126,7.874,21.96,224,0.875,bilinear -tv_densenet121,74.742,25.258,92.154,7.846,7.98,224,0.875,bicubic -mnasnet_100,74.670,25.330,92.102,7.898,4.38,224,0.875,bicubic -dla34,74.624,25.376,92.062,7.938,15.74,224,0.875,bilinear -gluon_resnet34_v1b,74.588,25.412,91.996,8.004,21.80,224,0.875,bicubic -spnasnet_100,74.080,25.920,91.820,8.180,4.42,224,0.875,bilinear -regnety_004,74.018,25.982,91.764,8.236,4.34,224,0.875,bicubic -regnetx_006,73.844,26.156,91.678,8.322,6.20,224,0.875,bicubic -tf_mobilenetv3_large_075,73.448,26.552,91.342,8.658,3.99,224,0.875,bilinear -tv_resnet34,73.304,26.696,91.424,8.576,21.80,224,0.875,bilinear -swsl_resnet18,73.280,26.720,91.758,8.242,11.69,224,0.875,bilinear -skresnet18,73.026,26.974,91.172,8.828,11.96,224,0.875,bicubic -mobilenetv2_100,72.950,27.050,91.002,8.998,3.50,224,0.875,bicubic -ssl_resnet18,72.616,27.384,91.416,8.584,11.69,224,0.875,bilinear -regnetx_004,72.394,27.606,90.818,9.182,5.16,224,0.875,bicubic -hrnet_w18_small,72.336,27.664,90.684,9.316,13.19,224,0.875,bilinear -resnet18d,72.274,27.726,90.688,9.312,11.71,224,0.875,bicubic -tf_mobilenetv3_large_minimal_100,72.244,27.756,90.636,9.364,3.92,224,0.875,bilinear -legacy_seresnet18,71.736,28.264,90.342,9.658,11.78,224,0.875,bicubic -gluon_resnet18_v1b,70.838,29.162,89.758,10.242,11.69,224,0.875,bicubic -regnety_002,70.278,29.722,89.546,10.454,3.16,224,0.875,bicubic -resnet18,69.742,30.258,89.086,10.914,11.69,224,0.875,bilinear -regnetx_002,68.754,31.246,88.560,11.440,2.68,224,0.875,bicubic -tf_mobilenetv3_small_100,67.922,32.078,87.676,12.324,2.54,224,0.875,bilinear -dla60x_c,67.912,32.088,88.418,11.582,1.32,224,0.875,bilinear -dla46x_c,65.976,34.024,86.988,13.012,1.07,224,0.875,bilinear -tf_mobilenetv3_small_075,65.724,34.276,86.134,13.866,2.04,224,0.875,bilinear -dla46_c,64.870,35.130,86.294,13.706,1.30,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,62.910,37.090,84.244,15.756,2.04,224,0.875,bilinear -inception_v4,1.008,98.992,16.854,83.146,42.68,299,0.875,bicubic -ens_adv_inception_resnet_v2,0.998,99.002,17.324,82.676,55.85,299,0.897,bicubic -pnasnet5large,0.984,99.016,18.576,81.424,86.06,331,0.911,bicubic -inception_resnet_v2,0.950,99.050,17.294,82.706,55.85,299,0.897,bicubic +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 diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv index 0d6c6f8f..c2ce36f9 100644 --- a/results/results-imagenetv2-matched-frequency.csv +++ b/results/results-imagenetv2-matched-frequency.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -tf_efficientnet_l2_ns_475,80.500,19.500,95.630,4.370,480.31,475,0.936,bicubic,-3.240,-1.140,-1 -tf_efficientnet_l2_ns,80.100,19.900,95.860,4.140,480.31,800,0.960,bicubic,-4.264,-1.180,-3 -tf_efficientnet_b7_ns,77.850,22.150,94.310,5.690,66.35,600,0.949,bicubic,-10.500,-4.346,-2 -tf_efficientnet_b6_ns,77.050,22.950,93.780,6.220,43.04,528,0.942,bicubic,-11.190,-4.770,-2 -ig_resnext101_32x48d,76.770,23.230,93.420,6.580,828.41,224,0.875,bilinear,-9.678,-4.460,-1 -ig_resnext101_32x32d,76.730,23.270,93.190,6.810,468.53,224,0.875,bilinear,-8.420,-4.280,+4 -tf_efficientnet_b5_ns,76.700,23.300,93.510,6.490,30.39,456,0.934,bicubic,-10.128,-4.574,-4 -tf_efficientnet_b7_ap,75.990,24.010,92.920,7.080,66.35,600,0.949,bicubic,-9.176,-4.442,+1 -tf_efficientnet_b8_ap,75.960,24.040,92.650,7.350,87.41,672,0.954,bicubic,-10.118,-5.102,-4 -ig_resnext101_32x16d,75.690,24.310,92.930,7.070,194.03,224,0.875,bilinear,-8.512,-4.288,+12 -tf_efficientnet_b4_ns,75.500,24.500,92.860,7.140,19.34,380,0.922,bicubic,-9.850,-4.530,-3 -swsl_resnext101_32x8d,75.480,24.520,92.690,7.310,88.79,224,0.875,bilinear,-8.902,-4.676,+7 -vit_base_resnet50_384,75.400,24.600,92.750,7.250,98.95,384,1.000,bicubic,-9.720,-4.500,-2 -tf_efficientnet_b6_ap,75.370,24.630,92.300,7.700,43.04,528,0.942,bicubic,-9.578,-5.150,0 -vit_large_patch16_384,74.780,25.220,92.580,7.420,304.72,384,1.000,bicubic,-10.594,-4.718,-8 -tf_efficientnet_b8,74.540,25.460,92.180,7.820,87.41,672,0.954,bicubic,-10.884,-5.398,-10 -tf_efficientnet_b7,74.450,25.550,92.120,7.880,66.35,600,0.949,bicubic,-10.536,-5.176,-4 -tf_efficientnet_b5_ap,74.340,25.660,91.940,8.060,30.39,456,0.934,bicubic,-9.930,-5.230,+2 -resnest200e,74.230,25.770,91.860,8.140,70.20,320,0.909,bicubic,-9.738,-4.958,+7 -seresnet152d_320,74.110,25.890,91.920,8.080,66.84,320,1.000,bicubic,-10.294,-5.514,+19 -swsl_resnext101_32x4d,73.980,26.020,91.970,8.030,44.18,224,0.875,bilinear,-9.242,-4.798,+14 -resnest269e,73.910,26.090,91.990,8.010,110.93,416,0.928,bicubic,-11.024,-5.214,-6 -tf_efficientnet_b6,73.910,26.090,91.730,8.270,43.04,528,0.942,bicubic,-10.254,-5.464,+1 -tf_efficientnet_b3_ns,73.770,26.230,91.850,8.150,12.23,300,0.904,bicubic,-10.344,-5.038,+1 -vit_base_patch16_384,73.710,26.290,92.080,7.920,86.86,384,1.000,bicubic,-10.544,-4.894,-3 -ig_resnext101_32x8d,73.690,26.310,92.190,7.810,88.79,224,0.875,bilinear,-9.006,-4.454,+16 -swsl_resnext101_32x16d,73.680,26.320,92.140,7.860,194.03,224,0.875,bilinear,-9.664,-4.700,+5 -seresnet152d,73.330,26.670,91.500,8.500,66.84,256,0.940,bicubic,-10.422,-5.620,+29 -resnet200d_320,73.320,26.680,91.470,8.530,64.69,320,1.000,bicubic,-10.724,-5.440,-2 -tf_efficientnet_b5,73.290,26.710,91.370,8.630,30.39,456,0.934,bicubic,-10.562,-5.520,-1 -resnet152d_320,73.270,26.730,91.210,8.790,60.21,320,1.000,bicubic,-10.396,-5.524,+1 -resnetv2_152x4_bitm,73.120,26.880,91.790,8.210,936.53,480,1.000,bilinear,-11.970,-5.650,-18 -resnetv2_152x2_bitm,72.820,27.180,92.040,7.960,236.34,480,1.000,bilinear,-11.966,-5.098,-15 -resnet200d,72.780,27.220,90.930,9.070,64.69,256,0.940,bicubic,-10.462,-5.558,+1 -tf_efficientnet_b4_ap,72.740,27.260,90.990,9.010,19.34,380,0.922,bicubic,-10.516,-5.404,-1 -resnetv2_101x3_bitm,72.490,27.510,91.830,8.170,387.93,480,1.000,bilinear,-12.036,-5.156,-17 -swsl_resnext50_32x4d,72.440,27.560,90.880,9.120,25.03,224,0.875,bilinear,-9.732,-5.352,+14 -resnet101d_320,72.370,27.630,90.580,9.420,44.57,320,1.000,bicubic,-10.654,-5.876,+3 -nasnetalarge,72.340,27.660,90.520,9.480,88.75,331,0.911,bicubic,-10.286,-5.530,+5 -resnest101e,72.320,27.680,90.780,9.220,48.28,256,0.875,bilinear,-10.558,-5.534,+2 -tf_efficientnet_b2_ns,72.320,27.680,90.990,9.010,9.11,260,0.890,bicubic,-10.072,-5.248,+4 -resnet152d,72.310,27.690,90.710,9.290,60.21,256,0.940,bicubic,-10.824,-5.640,-5 -tresnet_xl_448,72.170,27.830,90.130,9.870,78.44,448,0.875,bilinear,-10.886,-6.056,-4 -tf_efficientnet_b4,72.150,27.850,90.480,9.520,19.34,380,0.922,bicubic,-10.876,-5.818,-4 -vit_large_patch16_224,71.820,28.180,90.820,9.180,304.33,224,0.900,bicubic,-11.240,-5.624,-7 -swsl_resnet50,71.650,28.350,90.520,9.480,25.56,224,0.875,bilinear,-9.486,-5.454,+24 -efficientnet_b3,71.540,28.460,90.070,9.930,12.23,300,0.904,bicubic,-10.542,-5.956,+5 -tresnet_l_448,71.500,28.500,89.950,10.050,55.99,448,0.875,bilinear,-10.760,-6.028,-1 -resnetv2_50x3_bitm,71.480,28.520,91.360,8.640,217.32,480,1.000,bilinear,-12.328,-5.386,-19 -tresnet_xl,71.480,28.520,89.460,10.540,78.44,224,0.875,bilinear,-10.574,-6.472,+3 -ssl_resnext101_32x8d,71.470,28.530,90.330,9.670,88.79,224,0.875,bilinear,-10.136,-5.714,+11 -efficientnet_b3a,71.460,28.540,90.020,9.980,12.23,320,1.000,bicubic,-10.794,-6.094,-4 -resnet101d,71.400,28.600,90.150,9.850,44.57,256,0.940,bicubic,-10.910,-5.914,-7 -ecaresnet101d,71.240,28.760,90.240,9.760,44.57,224,0.875,bicubic,-10.936,-5.816,-4 -ssl_resnext101_32x16d,71.170,28.830,90.460,9.540,194.03,224,0.875,bilinear,-10.668,-5.632,0 -vit_base_patch32_384,71.120,28.880,90.520,9.480,88.30,384,1.000,bicubic,-10.536,-5.610,+3 -regnety_032,71.070,28.930,90.250,9.750,19.44,224,0.875,bicubic,-10.938,-5.662,-3 -vit_base_patch16_224,71.030,28.970,90.420,9.580,86.57,224,0.900,bicubic,-10.754,-5.706,-1 -tf_efficientnet_b3_ap,71.010,28.990,89.220,10.780,12.23,300,0.904,bicubic,-10.812,-6.400,-3 -rexnet_200,70.840,29.160,89.800,10.200,16.37,224,0.875,bicubic,-10.786,-5.872,+1 -resnest50d_4s2x40d,70.800,29.200,89.520,10.480,30.42,224,0.875,bicubic,-10.314,-6.034,+10 -tresnet_m_448,70.780,29.220,88.690,11.310,31.39,448,0.875,bilinear,-10.938,-6.876,-4 -wide_resnet50_2,70.690,29.310,89.110,10.890,68.88,224,0.875,bicubic,-10.762,-6.412,+2 -tresnet_l,70.670,29.330,89.640,10.360,55.99,224,0.875,bilinear,-10.816,-5.980,0 -tf_efficientnet_b1_ns,70.630,29.370,89.930,10.070,7.79,240,0.882,bicubic,-10.756,-5.810,+1 -legacy_senet154,70.490,29.510,88.960,11.040,115.09,224,0.875,bilinear,-10.836,-6.548,+1 -gluon_seresnext101_64x4d,70.460,29.540,89.180,10.820,88.23,224,0.875,bicubic,-10.424,-6.134,+9 -seresnext50_32x4d,70.450,29.550,89.130,10.870,27.56,224,0.875,bicubic,-10.824,-6.488,0 -tf_efficientnet_b3,70.400,29.600,89.270,10.730,12.23,300,0.904,bicubic,-11.246,-6.452,-9 -ssl_resnext101_32x4d,70.370,29.630,89.810,10.190,44.18,224,0.875,bilinear,-10.544,-5.924,+5 -gluon_senet154,70.350,29.650,88.970,11.030,115.09,224,0.875,bicubic,-10.878,-6.382,-2 -resnest50d_1s4x24d,70.350,29.650,89.140,10.860,25.68,224,0.875,bicubic,-10.654,-6.186,+1 -resnetv2_101x1_bitm,70.320,29.680,90.640,9.360,44.54,480,1.000,bilinear,-11.894,-5.832,-24 -resnest50d,70.250,29.750,88.620,11.380,27.48,224,0.875,bilinear,-10.708,-6.758,0 -tf_efficientnet_lite4,70.200,29.800,89.030,10.970,13.01,380,0.920,bilinear,-11.336,-6.630,-12 -gluon_resnet152_v1s,70.120,29.880,88.890,11.110,60.32,224,0.875,bicubic,-10.898,-6.530,-4 -gluon_seresnext101_32x4d,69.910,30.090,88.850,11.150,48.96,224,0.875,bicubic,-10.962,-6.442,0 -regnety_320,69.870,30.130,88.760,11.240,145.05,224,0.875,bicubic,-10.928,-6.486,+3 -gluon_resnet152_v1d,69.810,30.190,88.500,11.500,60.21,224,0.875,bicubic,-10.668,-6.700,+7 -ecaresnet101d_pruned,69.700,30.300,89.330,10.670,24.88,224,0.875,bicubic,-11.116,-6.308,-1 -tresnet_m,69.670,30.330,87.960,12.040,31.39,224,0.875,bilinear,-11.134,-6.898,-1 -ssl_resnext50_32x4d,69.600,30.400,89.320,10.680,25.03,224,0.875,bilinear,-10.702,-6.092,+13 -ecaresnet50d,69.570,30.430,89.290,10.710,25.58,224,0.875,bicubic,-11.044,-6.018,0 -efficientnet_b3_pruned,69.530,30.470,88.770,11.230,9.86,300,0.904,bicubic,-11.328,-6.470,-6 -gluon_resnext101_64x4d,69.490,30.510,88.260,11.740,83.46,224,0.875,bicubic,-11.140,-6.738,-3 -regnetx_320,69.440,30.560,88.140,11.860,107.81,224,0.875,bicubic,-10.814,-6.890,+14 -rexnet_150,69.410,30.590,88.970,11.030,9.73,224,0.875,bicubic,-10.900,-6.192,+7 -efficientnet_b2a,69.400,30.600,88.650,11.350,9.11,288,1.000,bicubic,-11.214,-6.668,-4 -ecaresnetlight,69.330,30.670,89.210,10.790,30.16,224,0.875,bicubic,-11.128,-6.040,-1 -xception71,69.270,30.730,88.170,11.830,42.34,299,0.903,bicubic,-10.614,-6.762,+22 -resnet50d,69.170,30.830,88.140,11.860,25.58,224,0.875,bicubic,-11.378,-7.018,-6 -mixnet_xl,69.060,30.940,88.360,11.640,11.90,224,0.875,bicubic,-11.414,-6.574,-5 -legacy_seresnext101_32x4d,69.040,30.960,88.070,11.930,48.96,224,0.875,bilinear,-11.188,-6.950,+8 -regnety_120,68.990,31.010,88.180,11.820,51.82,224,0.875,bicubic,-11.388,-6.942,-2 -gluon_resnet152_v1c,68.960,31.040,87.650,12.350,60.21,224,0.875,bicubic,-10.954,-7.198,+15 -efficientnet_b2,68.930,31.070,88.470,11.530,9.11,260,0.875,bicubic,-11.448,-6.608,-5 -gluon_resnext101_32x4d,68.880,31.120,88.310,11.690,44.18,224,0.875,bicubic,-11.454,-6.598,-4 -hrnet_w64,68.840,31.160,88.160,11.840,128.06,224,0.875,bilinear,-10.622,-6.494,+31 -gluon_resnet152_v1b,68.800,31.200,87.560,12.440,60.19,224,0.875,bicubic,-10.892,-7.174,+22 -tf_efficientnet_b2_ap,68.790,31.210,88.330,11.670,9.11,260,0.890,bicubic,-11.512,-6.702,-4 -gluon_resnet101_v1d,68.780,31.220,88.080,11.920,44.57,224,0.875,bicubic,-11.622,-6.940,-11 -gluon_xception65,68.770,31.230,87.950,12.050,39.92,299,0.903,bicubic,-10.932,-6.918,+18 -seresnet50,68.760,31.240,88.530,11.470,28.09,224,0.875,bicubic,-11.498,-6.536,-5 -xception65,68.760,31.240,88.250,11.750,39.92,299,0.903,bicubic,-10.790,-6.408,+21 -cspdarknet53,68.760,31.240,88.530,11.470,27.64,256,0.887,bilinear,-11.288,-6.562,+3 -cspresnext50,68.720,31.280,88.030,11.970,20.57,224,0.875,bilinear,-11.326,-6.914,+1 -regnety_160,68.720,31.280,88.200,11.800,83.59,224,0.875,bicubic,-11.556,-6.768,-9 -resnext50d_32x4d,68.670,31.330,88.230,11.770,25.05,224,0.875,bicubic,-10.998,-6.636,+14 -dpn131,68.640,31.360,87.220,12.780,79.25,224,0.875,bicubic,-11.186,-7.492,+6 -gluon_resnet101_v1s,68.640,31.360,87.720,12.280,44.67,224,0.875,bicubic,-11.646,-7.440,-13 -gluon_seresnext50_32x4d,68.570,31.430,88.140,11.860,27.56,224,0.875,bicubic,-11.354,-6.682,-2 -regnetx_160,68.520,31.480,88.280,11.720,54.28,224,0.875,bicubic,-11.318,-6.544,+2 -regnety_080,68.500,31.500,88.000,12.000,39.18,224,0.875,bicubic,-11.370,-6.830,0 -tf_efficientnet_b2,68.460,31.540,88.020,11.980,9.11,260,0.890,bicubic,-11.612,-6.884,-9 -skresnext50_32x4d,68.440,31.560,87.610,12.390,27.48,224,0.875,bicubic,-11.706,-7.030,-11 -dpn107,68.390,31.610,88.070,11.930,86.92,224,0.875,bicubic,-11.766,-6.840,-13 -cspresnet50,68.380,31.620,87.950,12.050,21.62,256,0.887,bilinear,-11.194,-6.758,+8 -dla102x2,68.380,31.620,87.800,12.200,41.28,224,0.875,bilinear,-11.062,-6.846,+12 -resnext50_32x4d,68.360,31.640,87.570,12.430,25.03,224,0.875,bicubic,-11.430,-7.036,-2 -ssl_resnet50,68.360,31.640,88.580,11.420,25.56,224,0.875,bilinear,-10.876,-6.250,+20 -regnety_064,68.350,31.650,88.030,11.970,30.58,224,0.875,bicubic,-11.382,-6.734,-3 -dpn98,68.300,31.700,87.560,12.440,61.57,224,0.875,bicubic,-11.350,-7.046,+1 -regnetx_120,68.240,31.760,87.570,12.430,46.11,224,0.875,bicubic,-11.370,-7.162,+1 -efficientnet_b2_pruned,68.220,31.780,88.070,11.930,8.31,260,0.890,bicubic,-11.686,-6.786,-13 -ese_vovnet39b,68.220,31.780,88.290,11.710,24.57,224,0.875,bicubic,-11.092,-6.432,+9 -rexnet_130,68.220,31.780,88.010,11.990,7.56,224,0.875,bicubic,-11.274,-6.664,+2 -tf_efficientnet_el,68.170,31.830,88.230,11.770,10.59,300,0.904,bicubic,-12.278,-6.940,-38 -ecaresnet50d_pruned,68.160,31.840,88.340,11.660,19.94,224,0.875,bicubic,-11.552,-6.536,-9 -gluon_resnext50_32x4d,68.160,31.840,87.370,12.630,25.03,224,0.875,bicubic,-11.194,-7.054,+2 -regnetx_080,67.930,32.070,87.080,12.920,39.57,224,0.875,bicubic,-11.282,-7.474,+13 -tf_efficientnet_lite3,67.920,32.080,87.710,12.290,8.20,300,0.904,bilinear,-11.906,-7.198,-15 -legacy_seresnext50_32x4d,67.890,32.110,87.590,12.410,27.56,224,0.875,bilinear,-11.194,-6.844,+14 -gluon_resnet50_v1d,67.880,32.120,86.940,13.060,25.58,224,0.875,bicubic,-11.184,-7.530,+15 -hrnet_w48,67.800,32.200,87.370,12.630,77.47,224,0.875,bilinear,-11.516,-7.144,-1 -resnext101_32x8d,67.750,32.250,87.360,12.640,88.79,224,0.875,bilinear,-11.554,-7.166,+1 -tf_efficientnet_b0_ns,67.720,32.280,87.940,12.060,5.29,224,0.875,bicubic,-10.940,-6.432,+27 -hrnet_w44,67.700,32.300,87.510,12.490,67.06,224,0.875,bilinear,-11.190,-6.864,+16 -dla169,67.670,32.330,87.470,12.530,53.39,224,0.875,bilinear,-11.024,-6.860,+23 -regnetx_064,67.660,32.340,87.470,12.530,26.21,224,0.875,bicubic,-11.404,-6.990,+8 -regnety_040,67.620,32.380,87.390,12.610,20.65,224,0.875,bicubic,-11.612,-7.254,+1 -dpn92,67.580,32.420,87.290,12.710,37.67,224,0.875,bicubic,-12.410,-7.554,-33 -efficientnet_em,67.560,32.440,88.120,11.880,6.90,240,0.882,bicubic,-11.704,-6.670,-3 -xception,67.550,32.450,87.510,12.490,22.86,299,0.897,bicubic,-11.496,-6.886,+6 -gluon_inception_v3,67.540,32.460,87.250,12.750,23.83,299,0.875,bicubic,-11.260,-7.130,+12 -dpn68b,67.530,32.470,87.500,12.500,12.61,224,0.875,bicubic,-11.682,-6.922,-3 -legacy_seresnet152,67.510,32.490,87.470,12.530,66.82,224,0.875,bilinear,-11.156,-6.906,+16 -hrnet_w40,67.480,32.520,87.140,12.860,57.56,224,0.875,bilinear,-11.452,-7.338,+5 -resnetblur50,67.460,32.540,87.570,12.430,25.56,224,0.875,bicubic,-11.826,-7.070,-11 -resnet50,67.450,32.550,87.430,12.570,25.56,224,0.875,bicubic,-11.586,-6.962,+1 -resnetv2_50x1_bitm,67.440,32.560,89.100,10.900,25.55,480,1.000,bilinear,-12.752,-6.530,-48 -res2net50_26w_8s,67.430,32.570,87.140,12.860,48.40,224,0.875,bilinear,-11.762,-7.228,-6 -tf_efficientnet_b1_ap,67.430,32.570,87.540,12.460,7.79,240,0.882,bicubic,-11.846,-6.762,-14 -tf_efficientnet_cc_b1_8e,67.380,32.620,87.280,12.720,39.72,240,0.882,bicubic,-11.946,-7.092,-21 -gluon_resnet101_v1b,67.360,32.640,87.050,12.950,44.55,224,0.875,bicubic,-11.944,-7.480,-19 -res2net101_26w_4s,67.350,32.650,87.170,12.830,45.21,224,0.875,bilinear,-11.844,-7.264,-11 -xception41,67.300,32.700,87.150,12.850,26.97,299,0.903,bicubic,-11.236,-7.134,+8 -gluon_resnet101_v1c,67.300,32.700,87.060,12.940,44.57,224,0.875,bicubic,-12.232,-7.528,-29 -efficientnet_b1,67.250,32.750,86.970,13.030,7.79,240,0.875,bicubic,-11.456,-7.184,+1 -regnetx_032,67.140,32.860,86.980,13.020,15.30,224,0.875,bicubic,-11.008,-7.108,+20 -legacy_seresnet101,67.120,32.880,87.040,12.960,49.33,224,0.875,bilinear,-11.260,-7.222,+13 -dla60_res2net,67.110,32.890,87.060,12.940,20.85,224,0.875,bilinear,-11.350,-7.146,+8 -resnest26d,67.110,32.890,87.130,12.870,17.07,224,0.875,bilinear,-11.370,-7.170,+6 -dla60x,67.080,32.920,87.190,12.810,17.35,224,0.875,bilinear,-11.170,-6.834,+12 -dla102x,67.010,32.990,86.730,13.270,26.31,224,0.875,bilinear,-11.500,-7.500,+2 -res2net50_26w_6s,66.950,33.050,86.810,13.190,37.05,224,0.875,bilinear,-11.616,-7.310,-1 -gluon_resnet50_v1s,66.940,33.060,86.790,13.210,25.68,224,0.875,bicubic,-11.760,-7.456,-6 -mixnet_l,66.940,33.060,86.790,13.210,7.33,224,0.875,bicubic,-12.040,-7.392,-16 -tv_resnet152,66.920,33.080,87.450,12.550,60.19,224,0.875,bilinear,-11.400,-6.602,+6 -tf_efficientnet_b1,66.810,33.190,86.920,13.080,7.79,240,0.882,bicubic,-12.034,-7.276,-14 -dla60_res2next,66.710,33.290,86.940,13.060,17.03,224,0.875,bilinear,-11.734,-7.218,+1 -gluon_resnet50_v1c,66.710,33.290,86.080,13.920,25.58,224,0.875,bicubic,-11.298,-7.908,+12 -efficientnet_es,66.700,33.300,86.670,13.330,5.44,224,0.875,bicubic,-11.388,-7.262,+9 -hrnet_w30,66.700,33.300,86.730,13.270,37.71,224,0.875,bilinear,-11.506,-7.494,+5 -regnetx_040,66.650,33.350,86.530,13.470,22.12,224,0.875,bicubic,-11.834,-7.722,-7 -hrnet_w32,66.640,33.360,87.180,12.820,41.23,224,0.875,bilinear,-11.806,-7.010,-5 -selecsls60b,66.640,33.360,86.590,13.410,32.77,224,0.875,bicubic,-11.770,-7.588,-4 -tf_mixnet_l,66.620,33.380,86.390,13.610,7.33,224,0.875,bicubic,-12.156,-7.612,-20 -dla102,66.570,33.430,86.930,13.070,33.27,224,0.875,bilinear,-11.460,-7.022,+4 -wide_resnet101_2,66.550,33.450,87.010,12.990,126.89,224,0.875,bilinear,-12.304,-7.272,-25 -tf_efficientnet_em,66.540,33.460,86.800,13.200,6.90,240,0.882,bicubic,-12.172,-7.528,-22 -adv_inception_v3,66.360,33.640,86.380,13.620,23.83,299,0.875,bicubic,-11.222,-7.360,+16 -selecsls60,66.340,33.660,86.290,13.710,30.67,224,0.875,bicubic,-11.650,-7.538,+3 -tf_inception_v3,66.310,33.690,86.570,13.430,23.83,299,0.875,bicubic,-11.556,-7.076,+7 -efficientnet_b0,66.130,33.870,86.090,13.910,5.29,224,0.875,bicubic,-11.576,-7.432,+9 -tf_efficientnet_cc_b0_8e,66.110,33.890,86.110,13.890,24.01,224,0.875,bicubic,-11.798,-7.542,+3 -legacy_seresnet50,66.090,33.910,86.290,13.710,28.09,224,0.875,bilinear,-11.546,-7.454,+8 -res2net50_14w_8s,66.020,33.980,86.200,13.800,25.06,224,0.875,bilinear,-12.118,-7.656,-7 -res2net50_26w_4s,66.010,33.990,86.580,13.420,25.70,224,0.875,bilinear,-11.982,-7.272,-4 -inception_v3,66.000,34.000,86.120,13.880,23.83,299,0.875,bicubic,-11.464,-7.356,+12 -tv_resnext50_32x4d,65.970,34.030,86.030,13.970,25.03,224,0.875,bilinear,-11.644,-7.654,+5 -regnety_016,65.950,34.050,86.270,13.730,11.20,224,0.875,bicubic,-11.918,-7.456,-3 -efficientnet_b1_pruned,65.950,34.050,86.500,13.500,6.33,240,0.882,bicubic,-12.298,-7.336,-15 -gluon_resnet50_v1b,65.910,34.090,86.230,13.770,25.56,224,0.875,bicubic,-11.668,-7.488,+5 -tv_resnet101,65.850,34.150,85.980,14.020,44.55,224,0.875,bilinear,-11.516,-7.576,+8 -rexnet_100,65.810,34.190,86.510,13.490,4.80,224,0.875,bicubic,-12.052,-7.368,-4 -seresnext26tn_32x4d,65.780,34.220,85.600,14.400,16.81,224,0.875,bicubic,-12.206,-8.144,-9 -resnet34d,65.770,34.230,86.630,13.370,21.82,224,0.875,bicubic,-11.344,-6.752,+13 -densenet161,65.710,34.290,86.510,13.490,28.68,224,0.875,bicubic,-11.650,-7.124,+5 -vit_small_patch16_224,65.710,34.290,86.130,13.870,48.75,224,0.900,bicubic,-12.144,-7.294,-7 -skresnet34,65.690,34.310,85.960,14.040,22.28,224,0.875,bicubic,-11.240,-7.362,+16 -res2next50,65.610,34.390,85.790,14.210,24.67,224,0.875,bilinear,-12.626,-8.116,-24 -selecsls42b,65.560,34.440,85.860,14.140,32.46,224,0.875,bicubic,-11.624,-7.528,+7 -seresnext26t_32x4d,65.440,34.560,86.140,13.860,16.82,224,0.875,bicubic,-12.548,-7.592,-17 -tf_efficientnet_lite2,65.310,34.690,86.010,13.990,6.09,260,0.890,bicubic,-12.172,-7.738,-4 -densenet201,65.300,34.700,85.660,14.340,20.01,224,0.875,bicubic,-11.990,-7.820,0 -densenetblur121d,65.260,34.740,85.790,14.210,8.00,224,0.875,bicubic,-11.326,-7.406,+16 -seresnext26d_32x4d,65.250,34.750,85.820,14.180,16.81,224,0.875,bicubic,-12.336,-7.788,-11 -res2net50_48w_2s,65.220,34.780,85.910,14.090,25.29,224,0.875,bilinear,-12.314,-7.650,-9 -tf_efficientnet_b0_ap,65.200,34.800,85.490,14.510,5.29,224,0.875,bicubic,-11.902,-7.774,+3 -hrnet_w18,65.110,34.890,85.670,14.330,21.30,224,0.875,bilinear,-11.654,-7.772,+9 -ese_vovnet19b_dw,65.090,34.910,85.420,14.580,6.54,224,0.875,bicubic,-11.728,-7.858,+7 -dla60,65.070,34.930,85.700,14.300,22.04,224,0.875,bilinear,-11.966,-7.624,+1 -tf_efficientnet_es,65.030,34.970,85.410,14.590,5.44,224,0.875,bicubic,-12.254,-8.194,-7 -tf_efficientnet_cc_b0_4e,64.940,35.060,85.030,14.970,13.31,224,0.875,bicubic,-12.380,-8.292,-10 -mobilenetv2_120d,64.930,35.070,85.870,14.130,5.83,224,0.875,bicubic,-12.348,-7.640,-8 -legacy_seresnext26_32x4d,64.820,35.180,85.540,14.460,16.79,224,0.875,bicubic,-12.286,-7.768,-5 -mixnet_m,64.740,35.260,85.510,14.490,5.01,224,0.875,bicubic,-12.534,-7.912,-9 -resnet26d,64.590,35.410,85.090,14.910,16.01,224,0.875,bicubic,-12.098,-8.056,+2 -tf_efficientnet_lite1,64.490,35.510,85.510,14.490,5.42,240,0.882,bicubic,-12.176,-7.728,+2 -tf_mixnet_m,64.470,35.530,84.930,15.070,5.01,224,0.875,bicubic,-12.486,-8.234,-6 -densenet169,64.420,35.580,85.270,14.730,14.15,224,0.875,bicubic,-11.478,-7.752,+7 -regnetx_016,64.270,35.730,85.450,14.550,9.19,224,0.875,bicubic,-12.676,-7.976,-7 -tf_efficientnet_b0,64.150,35.850,85.170,14.830,5.29,224,0.875,bicubic,-12.698,-8.062,-6 -dpn68,64.030,35.970,84.990,15.010,12.61,224,0.875,bicubic,-12.282,-7.978,+1 -mobilenetv2_140,63.850,36.150,84.950,15.050,6.11,224,0.875,bicubic,-12.662,-8.048,-2 -densenet121,63.730,36.270,84.600,15.400,7.98,224,0.875,bicubic,-11.834,-8.048,+6 -regnety_008,63.720,36.280,85.240,14.760,6.26,224,0.875,bicubic,-12.600,-7.828,-3 -mixnet_s,63.540,36.460,84.710,15.290,4.13,224,0.875,bicubic,-12.454,-8.080,-1 -resnest14d,63.540,36.460,84.020,15.980,10.61,224,0.875,bilinear,-11.974,-8.498,+4 -resnet26,63.440,36.560,84.220,15.780,16.00,224,0.875,bicubic,-11.850,-8.346,+7 -tf_mixnet_s,63.430,36.570,84.090,15.910,4.13,224,0.875,bicubic,-12.252,-8.548,-1 -mobilenetv3_large_100,63.310,36.690,84.050,15.950,5.48,224,0.875,bicubic,-12.464,-8.488,-3 -mobilenetv3_rw,63.270,36.730,84.560,15.440,5.48,224,0.875,bicubic,-12.350,-8.152,-2 -tv_resnet50,63.210,36.790,84.650,15.350,25.56,224,0.875,bilinear,-12.948,-8.228,-8 -efficientnet_lite0,63.150,36.850,84.350,15.650,4.65,224,0.875,bicubic,-12.352,-8.164,0 -semnasnet_100,63.060,36.940,84.450,15.550,3.89,224,0.875,bicubic,-12.392,-8.160,0 -resnet34,62.860,37.140,84.150,15.850,21.80,224,0.875,bilinear,-12.246,-8.126,+4 -tv_densenet121,62.790,37.210,84.120,15.880,7.98,224,0.875,bicubic,-11.952,-8.034,+8 -legacy_seresnet34,62.770,37.230,84.200,15.800,21.96,224,0.875,bilinear,-12.020,-7.926,+6 -regnety_006,62.740,37.260,84.110,15.890,6.06,224,0.875,bicubic,-12.528,-8.420,-2 -hrnet_w18_small_v2,62.660,37.340,83.840,16.160,15.60,224,0.875,bilinear,-12.448,-8.572,-1 -swsl_resnet18,62.650,37.350,84.290,15.710,11.69,224,0.875,bilinear,-10.630,-7.468,+13 -mobilenetv2_110d,62.620,37.380,84.450,15.550,4.52,224,0.875,bicubic,-12.428,-7.740,0 -tf_efficientnet_lite0,62.550,37.450,84.160,15.840,4.65,224,0.875,bicubic,-12.282,-8.014,0 -dla34,62.500,37.500,83.870,16.130,15.74,224,0.875,bilinear,-12.124,-8.192,+3 -regnetx_008,62.500,37.500,83.970,16.030,7.26,224,0.875,bicubic,-12.552,-8.372,-4 -gluon_resnet34_v1b,62.450,37.550,83.920,16.080,21.80,224,0.875,bicubic,-12.138,-8.076,+2 -fbnetc_100,62.370,37.630,83.370,16.630,5.57,224,0.875,bilinear,-12.746,-9.004,-9 -tf_mobilenetv3_large_100,62.230,37.770,83.840,16.160,5.48,224,0.875,bilinear,-13.280,-8.770,-15 -regnety_004,61.960,38.040,83.450,16.550,4.34,224,0.875,bicubic,-12.058,-8.314,+1 -mnasnet_100,61.900,38.100,83.740,16.260,4.38,224,0.875,bicubic,-12.770,-8.362,-4 -ssl_resnet18,61.520,38.480,83.290,16.710,11.69,224,0.875,bilinear,-11.096,-8.126,+6 -tv_resnet34,61.150,38.850,82.640,17.360,21.80,224,0.875,bilinear,-12.154,-8.784,+1 -regnetx_006,61.130,38.870,83.240,16.760,6.20,224,0.875,bicubic,-12.714,-8.438,-2 -spnasnet_100,61.070,38.930,82.770,17.230,4.42,224,0.875,bilinear,-13.010,-9.050,-5 -skresnet18,60.820,39.180,82.870,17.130,11.96,224,0.875,bicubic,-12.206,-8.302,0 -tf_mobilenetv3_large_075,60.370,39.630,81.790,18.210,3.99,224,0.875,bilinear,-13.078,-9.552,-4 -mobilenetv2_100,60.210,39.790,82.030,17.970,3.50,224,0.875,bicubic,-12.740,-8.972,-1 -resnet18d,59.860,40.140,82.310,17.690,11.71,224,0.875,bicubic,-12.414,-8.378,+2 -legacy_seresnet18,59.710,40.290,81.610,18.390,11.78,224,0.875,bicubic,-12.026,-8.732,+3 -regnetx_004,59.250,40.750,81.830,18.170,5.16,224,0.875,bicubic,-13.144,-8.988,-2 -tf_mobilenetv3_large_minimal_100,59.040,40.960,80.890,19.110,3.92,224,0.875,bilinear,-13.204,-9.746,0 -hrnet_w18_small,58.900,41.100,81.310,18.690,13.19,224,0.875,bilinear,-13.436,-9.374,-3 -gluon_resnet18_v1b,58.300,41.700,80.990,19.010,11.69,224,0.875,bicubic,-12.538,-8.768,0 -resnet18,57.250,42.750,80.100,19.900,11.69,224,0.875,bilinear,-12.492,-8.986,+1 -regnety_002,56.980,43.020,79.820,20.180,3.16,224,0.875,bicubic,-13.298,-9.726,-1 -dla60x_c,56.100,43.900,78.950,21.050,1.32,224,0.875,bilinear,-11.812,-9.468,+2 -regnetx_002,55.820,44.180,79.230,20.770,2.68,224,0.875,bicubic,-12.934,-9.330,-1 -tf_mobilenetv3_small_100,54.530,45.470,77.020,22.980,2.54,224,0.875,bilinear,-13.392,-10.656,-1 -dla46x_c,53.130,46.870,76.800,23.200,1.07,224,0.875,bilinear,-12.846,-10.188,0 -tf_mobilenetv3_small_075,52.360,47.640,75.470,24.530,2.04,224,0.875,bilinear,-13.364,-10.664,0 -dla46_c,52.020,47.980,75.730,24.270,1.30,224,0.875,bilinear,-12.850,-10.564,0 -tf_mobilenetv3_small_minimal_100,49.570,50.430,72.830,27.170,2.04,224,0.875,bilinear,-13.340,-11.414,0 -pnasnet5large,1.000,99.000,18.050,81.950,86.06,331,0.911,bicubic,+0.016,-0.526,+2 -inception_resnet_v2,0.990,99.010,16.530,83.470,55.85,299,0.897,bicubic,+0.040,-0.764,+2 -ens_adv_inception_resnet_v2,0.970,99.030,16.450,83.550,55.85,299,0.897,bicubic,-0.028,-0.874,-1 -inception_v4,0.950,99.050,16.030,83.970,42.68,299,0.875,bicubic,-0.058,-0.824,-3 +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 diff --git a/results/results-sketch.csv b/results/results-sketch.csv index 5946eeed..a9622570 100644 --- a/results/results-sketch.csv +++ b/results/results-sketch.csv @@ -1,278 +1,313 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff -ig_resnext101_32x48d,58.832,41.168,81.078,18.922,828.41,224,0.875,bilinear,-27.616,-16.802,+3 -ig_resnext101_32x32d,58.411,41.589,80.424,19.576,468.53,224,0.875,bilinear,-26.739,-17.046,+8 -ig_resnext101_32x16d,57.675,42.325,79.895,20.105,194.03,224,0.875,bilinear,-26.528,-17.322,+19 -swsl_resnext101_32x16d,57.449,42.551,80.391,19.609,194.03,224,0.875,bilinear,-25.895,-16.449,+27 -swsl_resnext101_32x8d,56.438,43.562,78.950,21.050,88.79,224,0.875,bilinear,-27.944,-18.416,+14 -ig_resnext101_32x8d,54.927,45.073,77.524,22.476,88.79,224,0.875,bilinear,-27.769,-19.120,+35 -swsl_resnext101_32x4d,53.583,46.417,76.372,23.628,44.18,224,0.875,bilinear,-29.639,-20.396,+27 -tf_efficientnet_l2_ns_475,51.434,48.566,73.841,26.159,480.31,475,0.936,bicubic,-32.306,-22.929,-8 -swsl_resnext50_32x4d,50.412,49.588,73.362,26.638,25.03,224,0.875,bilinear,-31.760,-22.870,+40 -swsl_resnet50,49.525,50.475,72.354,27.646,25.56,224,0.875,bilinear,-31.611,-23.620,+58 -tf_efficientnet_b6_ns,47.729,52.271,69.927,30.073,43.04,528,0.942,bicubic,-40.511,-28.623,-9 -tf_efficientnet_b7_ns,47.718,52.282,69.604,30.396,66.35,600,0.949,bicubic,-40.632,-29.052,-11 -tf_efficientnet_l2_ns,47.478,52.522,69.919,30.081,480.31,800,0.960,bicubic,-36.886,-27.121,-14 -tf_efficientnet_b8_ap,45.766,54.234,67.915,32.086,87.41,672,0.954,bicubic,-40.312,-29.838,-9 -tf_efficientnet_b5_ns,45.603,54.397,67.826,32.174,30.39,456,0.934,bicubic,-41.225,-30.258,-12 -vit_base_resnet50_384,43.512,56.488,66.808,33.192,98.95,384,1.000,bicubic,-41.608,-30.442,-5 -tf_efficientnet_b4_ns,43.444,56.556,65.474,34.526,19.34,380,0.922,bicubic,-41.906,-31.916,-9 -vit_large_patch16_384,43.308,56.692,66.453,33.547,304.72,384,1.000,bicubic,-42.066,-30.845,-11 -tf_efficientnet_b8,42.492,57.508,64.867,35.133,87.41,672,0.954,bicubic,-42.931,-32.711,-13 -tf_efficientnet_b7_ap,41.451,58.549,62.898,37.102,66.35,600,0.949,bicubic,-43.715,-34.464,-11 -tf_efficientnet_b7,41.447,58.553,63.051,36.949,66.35,600,0.949,bicubic,-43.539,-34.245,-8 -tf_efficientnet_b5_ap,41.408,58.592,62.098,37.902,30.39,456,0.934,bicubic,-42.862,-35.072,-2 -resnetv2_152x4_bitm,41.235,58.765,64.281,35.719,936.53,480,1.000,bilinear,-43.855,-33.159,-11 -tf_efficientnet_b6_ap,41.113,58.887,62.381,37.619,43.04,528,0.942,bicubic,-43.835,-35.069,-10 -vit_large_patch16_224,40.730,59.270,63.584,36.416,304.33,224,0.900,bicubic,-42.330,-32.861,+11 -tf_efficientnet_b4_ap,40.480,59.520,61.736,38.264,19.34,380,0.922,bicubic,-42.776,-34.658,+6 -tf_efficientnet_b3_ns,39.511,60.489,61.453,38.547,12.23,300,0.904,bicubic,-44.602,-35.435,-3 -resnet200d,38.666,61.334,59.144,40.856,64.69,256,0.940,bicubic,-44.576,-37.344,+5 -resnet152d,38.484,61.516,59.209,40.791,60.21,256,0.940,bicubic,-44.650,-37.141,+6 -tf_efficientnet_b5,38.362,61.638,59.919,40.081,30.39,456,0.934,bicubic,-45.490,-36.971,-3 -vit_base_patch16_384,38.128,61.872,60.435,39.565,86.86,384,1.000,bicubic,-46.126,-36.538,-10 -seresnet152d,38.044,61.956,58.315,41.685,66.84,256,0.940,bicubic,-45.708,-38.805,+30 -resnet152d_320,37.880,62.120,58.368,41.632,60.21,320,1.000,bicubic,-45.785,-38.366,-2 -resnet200d_320,37.509,62.491,58.307,41.693,64.69,320,1.000,bicubic,-46.535,-38.603,-8 -resnest269e,37.299,62.701,57.460,42.540,110.93,416,0.928,bicubic,-47.635,-39.744,-19 -tf_efficientnet_b3_ap,37.061,62.939,57.248,42.752,12.23,300,0.904,bicubic,-44.761,-38.372,+19 -resnetv2_152x2_bitm,36.835,63.165,59.917,40.083,236.34,480,1.000,bilinear,-47.951,-37.221,-20 -seresnet152d_320,36.809,63.191,56.729,43.271,66.84,320,1.000,bicubic,-47.594,-40.705,+18 -efficientnet_b3a,36.426,63.574,56.843,43.157,12.23,320,1.000,bicubic,-45.828,-39.271,+9 -tf_efficientnet_b2_ns,36.139,63.861,57.515,42.485,9.11,260,0.890,bicubic,-46.253,-38.723,+5 -efficientnet_b3,36.045,63.955,56.391,43.609,12.23,300,0.904,bicubic,-46.037,-39.635,+11 -ecaresnet101d,36.008,63.992,56.199,43.801,44.57,224,0.875,bicubic,-46.168,-39.857,+8 -resnest200e,35.941,64.059,55.877,44.123,70.20,320,0.909,bicubic,-48.027,-40.941,-15 -swsl_resnet18,35.852,64.147,58.462,41.538,11.69,224,0.875,bilinear,-37.428,-33.295,+211 -resnet101d,35.829,64.171,55.385,44.615,44.57,256,0.940,bicubic,-46.481,-40.679,+1 -vit_base_patch16_224,35.784,64.216,57.388,42.612,86.57,224,0.900,bicubic,-46.000,-38.738,+11 -resnest101e,35.397,64.603,55.800,44.200,48.28,256,0.875,bilinear,-47.481,-40.514,-5 -resnetv2_101x3_bitm,35.292,64.707,57.885,42.115,387.93,480,1.000,bilinear,-49.234,-39.101,-29 -resnet101d_320,34.864,65.136,54.218,45.782,44.57,320,1.000,bicubic,-48.160,-42.238,-8 -ssl_resnext101_32x16d,34.609,65.391,55.951,44.049,194.03,224,0.875,bilinear,-47.229,-40.141,+5 -regnety_032,34.402,65.598,54.281,45.719,19.44,224,0.875,bicubic,-47.606,-41.631,+3 -resnest50d_4s2x40d,34.361,65.639,54.733,45.267,30.42,224,0.875,bicubic,-46.753,-40.821,+19 -tf_efficientnet_b1_ns,34.108,65.892,55.462,44.538,7.79,240,0.882,bicubic,-47.278,-40.278,+13 -tf_efficientnet_b4,34.066,65.934,54.200,45.800,19.34,380,0.922,bicubic,-48.960,-42.098,-14 -ssl_resnext101_32x8d,34.047,65.953,55.596,44.404,88.79,224,0.875,bilinear,-47.559,-40.448,+7 -tf_efficientnet_b6,34.037,65.963,54.558,45.442,43.04,528,0.942,bicubic,-50.127,-42.636,-31 -efficientnet_b3_pruned,34.017,65.983,54.124,45.876,9.86,300,0.904,bicubic,-46.841,-41.116,+21 -tresnet_xl,33.274,66.726,52.312,47.688,78.44,224,0.875,bilinear,-48.780,-43.620,-5 -resnest50d_1s4x24d,33.151,66.849,52.852,47.148,25.68,224,0.875,bicubic,-47.853,-42.474,+14 -rexnet_200,32.986,67.014,52.947,47.053,16.37,224,0.875,bicubic,-48.641,-42.725,+1 -resnest50d,32.980,67.020,52.717,47.283,27.48,224,0.875,bilinear,-47.978,-42.661,+13 -tf_efficientnet_b3,32.842,67.158,52.956,47.044,12.23,300,0.904,bicubic,-48.804,-42.766,-2 -nasnetalarge,32.775,67.225,50.150,49.850,88.75,331,0.911,bicubic,-49.851,-45.900,-19 -gluon_resnet152_v1d,32.748,67.252,51.080,48.920,60.21,224,0.875,bicubic,-47.730,-44.120,+22 -tf_efficientnet_b2_ap,32.669,67.331,52.247,47.753,9.11,260,0.890,bicubic,-47.633,-42.785,+31 -tresnet_l,32.557,67.443,51.145,48.855,55.99,224,0.875,bilinear,-48.929,-44.475,-2 -wide_resnet50_2,32.484,67.516,51.463,48.537,68.88,224,0.875,bicubic,-48.968,-44.059,-2 -vit_base_patch32_384,32.471,67.529,52.457,47.543,88.30,384,1.000,bicubic,-49.185,-43.673,-9 -resnetv2_50x3_bitm,32.469,67.531,54.293,45.707,217.32,480,1.000,bilinear,-51.339,-42.453,-39 -gluon_resnet152_v1s,32.333,67.667,50.528,49.472,60.32,224,0.875,bicubic,-48.685,-44.892,+2 -gluon_seresnext101_64x4d,32.219,67.781,50.343,49.657,88.23,224,0.875,bicubic,-48.665,-44.971,+5 -gluon_seresnext101_32x4d,32.115,67.885,51.231,48.769,48.96,224,0.875,bicubic,-48.757,-44.061,+5 -seresnext50_32x4d,32.019,67.981,51.253,48.747,27.56,224,0.875,bicubic,-49.255,-44.365,-5 -cspresnext50,31.816,68.184,51.602,48.398,20.57,224,0.875,bilinear,-48.230,-43.342,+33 -resnet50,31.571,68.429,50.178,49.822,25.56,224,0.875,bicubic,-47.465,-44.214,+75 -ssl_resnext101_32x4d,31.463,68.537,52.139,47.861,44.18,224,0.875,bilinear,-49.451,-43.595,-1 -rexnet_150,31.372,68.628,51.296,48.704,9.73,224,0.875,bicubic,-48.938,-43.866,+17 -cspresnet50,31.264,68.736,51.231,48.769,21.62,256,0.887,bilinear,-48.310,-43.477,+47 -gluon_resnet101_v1s,31.152,68.848,49.828,50.172,44.67,224,0.875,bicubic,-49.134,-45.332,+18 -ecaresnetlight,31.138,68.862,50.256,49.744,30.16,224,0.875,bicubic,-49.320,-44.994,+8 -tf_efficientnet_cc_b0_8e,31.085,68.915,50.771,49.229,24.01,224,0.875,bicubic,-46.823,-42.881,+107 -ecaresnet50d,31.079,68.921,50.854,49.146,25.58,224,0.875,bicubic,-49.535,-44.454,+1 -resnet50d,31.036,68.964,49.846,50.154,25.58,224,0.875,bicubic,-49.512,-45.312,+2 -cspdarknet53,31.017,68.984,50.406,49.594,27.64,256,0.887,bilinear,-49.032,-44.686,+22 -gluon_resnet152_v1c,31.011,68.989,48.940,51.060,60.21,224,0.875,bicubic,-48.903,-45.908,+25 -tresnet_m,30.999,69.001,48.692,51.308,31.39,224,0.875,bilinear,-49.805,-46.166,-6 -gluon_resnext101_64x4d,30.997,69.003,48.555,51.445,83.46,224,0.875,bicubic,-49.633,-46.443,-5 -ecaresnet101d_pruned,30.901,69.099,50.013,49.987,24.88,224,0.875,bicubic,-49.915,-45.625,-9 -gluon_resnext101_32x4d,30.887,69.113,48.559,51.441,44.18,224,0.875,bicubic,-49.447,-46.349,+4 -tf_efficientnet_cc_b1_8e,30.887,69.113,50.080,49.920,39.72,240,0.882,bicubic,-48.439,-44.292,+42 -tf_efficientnet_lite4,30.849,69.150,50.404,49.596,13.01,380,0.920,bilinear,-50.687,-45.256,-28 -ese_vovnet39b,30.690,69.310,49.871,50.129,24.57,224,0.875,bicubic,-48.622,-44.851,+42 -dpn107,30.673,69.327,48.834,51.166,86.92,224,0.875,bicubic,-49.483,-46.076,+10 -tresnet_xl_448,30.622,69.379,49.077,50.923,78.44,448,0.875,bilinear,-52.434,-47.109,-55 -gluon_resnet152_v1b,30.616,69.384,48.519,51.481,60.19,224,0.875,bicubic,-49.076,-46.215,+26 -ssl_resnext50_32x4d,30.606,69.394,50.691,49.309,25.03,224,0.875,bilinear,-49.696,-44.721,-1 -gluon_resnet101_v1d,30.535,69.465,47.977,52.023,44.57,224,0.875,bicubic,-49.867,-47.043,-7 -dpn68b,30.517,69.483,49.130,50.870,12.61,224,0.875,bicubic,-48.695,-45.292,+44 -resnest26d,30.502,69.498,50.677,49.323,17.07,224,0.875,bilinear,-47.978,-43.623,+69 -efficientnet_b2a,30.441,69.559,49.700,50.300,9.11,288,1.000,bicubic,-50.173,-45.618,-16 -tf_efficientnet_b1_ap,30.417,69.583,49.549,50.451,7.79,240,0.882,bicubic,-48.859,-44.753,+37 -dpn98,30.064,69.936,48.252,51.748,61.57,224,0.875,bicubic,-49.587,-46.354,+21 -seresnet50,30.061,69.939,49.329,50.671,28.09,224,0.875,bicubic,-50.197,-45.737,-4 -dpn131,30.026,69.974,48.158,51.842,79.25,224,0.875,bicubic,-49.800,-46.554,+11 -tf_efficientnet_b2,30.020,69.980,49.592,50.408,9.11,260,0.890,bicubic,-50.052,-45.312,0 -legacy_senet154,29.991,70.009,48.046,51.954,115.09,224,0.875,bilinear,-51.335,-47.462,-39 -dpn92,29.975,70.025,49.178,50.822,37.67,224,0.875,bicubic,-50.015,-45.666,+1 -xception,29.895,70.106,48.732,51.268,22.86,299,0.897,bicubic,-49.152,-45.664,+41 -gluon_senet154,29.890,70.109,47.885,52.115,115.09,224,0.875,bicubic,-51.338,-47.467,-40 -adv_inception_v3,29.814,70.186,47.871,52.129,23.83,299,0.875,bicubic,-47.768,-45.869,+87 -gluon_xception65,29.796,70.204,47.776,52.224,39.92,299,0.903,bicubic,-49.906,-47.091,+9 -resnetblur50,29.617,70.383,48.268,51.732,25.56,224,0.875,bicubic,-49.669,-46.372,+25 -efficientnet_b2,29.602,70.398,48.791,51.209,9.11,260,0.875,bicubic,-50.776,-46.287,-22 -efficientnet_em,29.492,70.508,48.948,51.052,6.90,240,0.882,bicubic,-49.772,-45.842,+25 -resnext101_32x8d,29.433,70.567,48.502,51.498,88.79,224,0.875,bilinear,-49.871,-46.024,+21 -ssl_resnet50,29.423,70.577,49.761,50.239,25.56,224,0.875,bilinear,-49.813,-45.069,+24 -resnext50_32x4d,29.346,70.654,47.397,52.603,25.03,224,0.875,bicubic,-50.444,-47.209,0 -resnet34d,29.321,70.679,48.425,51.575,21.82,224,0.875,bicubic,-47.793,-44.957,+92 -ecaresnet50d_pruned,29.218,70.781,48.458,51.542,19.94,224,0.875,bicubic,-50.494,-46.418,0 -tresnet_l_448,29.175,70.825,47.256,52.744,55.99,448,0.875,bilinear,-53.085,-48.722,-73 -gluon_inception_v3,29.134,70.866,46.963,53.037,23.83,299,0.875,bicubic,-49.666,-47.417,+35 -xception71,29.055,70.945,47.441,52.559,42.34,299,0.903,bicubic,-50.829,-47.492,-10 -hrnet_w64,28.996,71.004,47.142,52.858,128.06,224,0.875,bilinear,-50.466,-47.512,+6 -tf_efficientnet_b0_ns,28.904,71.096,48.991,51.009,5.29,224,0.875,bicubic,-49.756,-45.381,+39 -gluon_resnet101_v1b,28.900,71.100,46.405,53.595,44.55,224,0.875,bicubic,-50.404,-48.125,+10 -xception65,28.900,71.100,47.173,52.827,39.92,299,0.903,bicubic,-50.650,-47.485,0 -resnetv2_101x1_bitm,28.886,71.114,49.525,50.475,44.54,480,1.000,bilinear,-53.328,-46.947,-78 -tf_efficientnet_b1,28.873,71.127,47.515,52.485,7.79,240,0.882,bicubic,-49.971,-46.681,+27 -skresnext50_32x4d,28.851,71.149,46.507,53.493,27.48,224,0.875,bicubic,-51.295,-48.133,-25 -tf_efficientnet_lite3,28.664,71.336,47.374,52.626,8.20,300,0.904,bilinear,-51.162,-47.534,-14 -gluon_seresnext50_32x4d,28.653,71.347,46.470,53.530,27.56,224,0.875,bicubic,-51.271,-48.352,-22 -skresnet34,28.651,71.349,47.967,52.033,22.28,224,0.875,bicubic,-48.279,-45.355,+84 -hrnet_w40,28.633,71.367,47.452,52.548,57.56,224,0.875,bilinear,-50.299,-47.026,+19 -tv_resnet152,28.535,71.465,47.126,52.874,60.19,224,0.875,bilinear,-49.785,-46.926,+40 -hrnet_w48,28.421,71.579,47.586,52.414,77.47,224,0.875,bilinear,-50.895,-46.928,-2 -gluon_resnext50_32x4d,28.389,71.611,45.359,54.641,25.03,224,0.875,bicubic,-50.965,-49.064,-5 -efficientnet_b2_pruned,28.364,71.636,47.059,52.941,8.31,260,0.890,bicubic,-51.542,-47.797,-26 -tf_efficientnet_b0_ap,28.356,71.644,47.535,52.465,5.29,224,0.875,bicubic,-48.746,-45.729,+74 -tf_efficientnet_cc_b0_4e,28.346,71.654,47.372,52.628,13.31,224,0.875,bicubic,-48.974,-45.950,+65 -dla169,28.340,71.660,47.397,52.603,53.39,224,0.875,bilinear,-50.354,-46.933,+21 -dla102x2,28.326,71.674,46.780,53.220,41.28,224,0.875,bilinear,-51.116,-47.866,-11 -mixnet_xl,28.285,71.715,46.706,53.294,11.90,224,0.875,bicubic,-52.189,-48.228,-55 -gluon_resnet50_v1d,28.238,71.762,45.923,54.077,25.58,224,0.875,bicubic,-50.826,-48.547,+5 -gluon_resnet101_v1c,28.122,71.878,45.998,54.002,44.57,224,0.875,bicubic,-51.410,-48.590,-17 -wide_resnet101_2,28.104,71.896,46.425,53.575,126.89,224,0.875,bilinear,-50.750,-47.857,+9 -densenet161,28.098,71.902,46.653,53.347,28.68,224,0.875,bicubic,-49.262,-46.981,+57 -regnetx_320,28.095,71.906,45.130,54.870,107.81,224,0.875,bicubic,-52.159,-49.900,-47 -regnety_320,28.069,71.931,45.452,54.548,145.05,224,0.875,bicubic,-52.729,-49.794,-67 -xception41,27.894,72.106,45.896,54.104,26.97,299,0.903,bicubic,-50.642,-48.388,+16 -regnetx_160,27.829,72.171,45.627,54.373,54.28,224,0.875,bicubic,-52.009,-49.197,-36 -tf_inception_v3,27.808,72.192,45.725,54.275,23.83,299,0.875,bicubic,-50.058,-47.921,+39 -res2net101_26w_4s,27.786,72.214,45.194,54.806,45.21,224,0.875,bilinear,-51.408,-49.240,-8 -hrnet_w44,27.639,72.361,45.837,54.163,67.06,224,0.875,bilinear,-51.251,-48.537,0 -regnety_160,27.605,72.395,45.542,54.458,83.59,224,0.875,bicubic,-52.671,-49.426,-56 -inception_v3,27.582,72.418,45.263,54.737,23.83,299,0.875,bicubic,-49.882,-48.213,+46 -regnetx_080,27.399,72.601,44.998,55.002,39.57,224,0.875,bicubic,-51.813,-49.556,-13 -hrnet_w32,27.387,72.613,46.026,53.974,41.23,224,0.875,bilinear,-51.059,-48.164,+13 -hrnet_w30,27.379,72.621,46.560,53.440,37.71,224,0.875,bilinear,-50.827,-47.664,+20 -gluon_resnet50_v1s,27.334,72.666,45.257,54.743,25.68,224,0.875,bicubic,-51.366,-48.989,+1 -densenet201,27.277,72.723,46.212,53.788,20.01,224,0.875,bicubic,-50.013,-47.268,+45 -densenetblur121d,27.247,72.752,46.322,53.678,8.00,224,0.875,bicubic,-49.338,-46.874,+61 -regnety_064,27.218,72.782,44.845,55.155,30.58,224,0.875,bicubic,-52.514,-49.919,-44 -efficientnet_b1_pruned,27.175,72.825,45.890,54.110,6.33,240,0.882,bicubic,-51.073,-47.946,+13 -rexnet_130,27.110,72.890,45.951,54.049,7.56,224,0.875,bicubic,-52.384,-48.723,-36 -res2net50_26w_8s,27.096,72.904,44.432,55.568,48.40,224,0.875,bilinear,-52.096,-49.936,-20 -vit_small_patch16_224,27.088,72.912,45.723,54.277,48.75,224,0.900,bicubic,-50.766,-47.701,+26 -dla102x,27.057,72.943,45.507,54.493,26.31,224,0.875,bilinear,-51.453,-48.723,-1 -tv_resnet101,26.976,73.024,45.245,54.755,44.55,224,0.875,bilinear,-50.390,-48.310,+34 -resnext50d_32x4d,26.874,73.126,44.444,55.556,25.05,224,0.875,bicubic,-52.794,-50.422,-47 -regnetx_120,26.870,73.130,44.674,55.326,46.11,224,0.875,bicubic,-52.740,-50.058,-46 -rexnet_100,26.860,73.140,45.381,54.619,4.80,224,0.875,bicubic,-51.002,-48.497,+20 -densenet169,26.847,73.153,45.409,54.591,14.15,224,0.875,bicubic,-49.051,-47.613,+56 -regnety_120,26.811,73.189,44.505,55.495,51.82,224,0.875,bicubic,-53.567,-50.617,-81 -legacy_seresnext101_32x4d,26.805,73.195,43.497,56.503,48.96,224,0.875,bilinear,-53.423,-51.523,-73 -regnetx_064,26.799,73.201,44.947,55.053,26.21,224,0.875,bicubic,-52.264,-49.513,-28 -regnetx_032,26.715,73.285,45.259,54.741,15.30,224,0.875,bicubic,-51.433,-48.829,+3 -legacy_seresnet152,26.678,73.322,43.943,56.057,66.82,224,0.875,bilinear,-51.988,-50.433,-15 -densenet121,26.666,73.334,45.902,54.098,7.98,224,0.875,bicubic,-48.898,-46.746,+54 -tf_efficientnet_el,26.633,73.368,44.654,55.346,10.59,300,0.904,bicubic,-53.816,-50.516,-90 -efficientnet_es,26.631,73.370,45.116,54.884,5.44,224,0.875,bicubic,-51.458,-48.816,+1 -res2net50_26w_6s,26.595,73.405,44.000,56.000,37.05,224,0.875,bilinear,-51.971,-50.120,-17 -dla60x,26.562,73.438,45.049,54.951,17.35,224,0.875,bilinear,-51.688,-48.975,-7 -regnety_080,26.552,73.448,44.377,55.623,39.18,224,0.875,bicubic,-53.318,-50.453,-70 -tf_efficientnet_b0,26.483,73.517,45.656,54.344,5.29,224,0.875,bicubic,-50.365,-47.576,+33 -res2net50_14w_8s,26.481,73.519,44.377,55.623,25.06,224,0.875,bilinear,-51.657,-49.479,-5 -gluon_resnet50_v1b,26.426,73.574,44.047,55.953,25.56,224,0.875,bicubic,-51.152,-49.671,+12 -regnetx_040,26.247,73.753,44.462,55.538,22.12,224,0.875,bicubic,-52.237,-49.791,-20 -dpn68,26.120,73.880,44.239,55.761,12.61,224,0.875,bicubic,-50.192,-48.729,+37 -hrnet_w18,25.992,74.008,44.811,55.189,21.30,224,0.875,bilinear,-50.772,-48.631,+30 -regnety_040,25.929,74.071,43.858,56.142,20.65,224,0.875,bicubic,-53.303,-50.786,-49 -resnet34,25.892,74.108,43.988,56.012,21.80,224,0.875,bilinear,-49.214,-48.288,+50 -res2net50_26w_4s,25.884,74.116,43.180,56.820,25.70,224,0.875,bilinear,-52.108,-50.672,-8 -tresnet_m_448,25.852,74.148,42.883,57.117,31.39,448,0.875,bilinear,-55.866,-52.683,-135 -gluon_resnet50_v1c,25.788,74.213,43.035,56.965,25.58,224,0.875,bicubic,-52.220,-50.953,-11 -selecsls60,25.727,74.273,44.070,55.930,30.67,224,0.875,bicubic,-52.263,-49.758,-10 -dla60_res2net,25.681,74.319,43.605,56.395,20.85,224,0.875,bilinear,-52.779,-50.601,-27 -dla60_res2next,25.634,74.366,43.679,56.321,17.03,224,0.875,bilinear,-52.810,-50.479,-26 -tf_efficientnet_lite1,25.524,74.476,43.601,56.399,5.42,240,0.882,bicubic,-51.142,-49.637,+23 -mixnet_l,25.520,74.480,43.481,56.519,7.33,224,0.875,bicubic,-53.460,-50.701,-48 -tv_resnext50_32x4d,25.477,74.523,42.821,57.179,25.03,224,0.875,bilinear,-52.137,-50.863,-5 -efficientnet_b1,25.473,74.527,43.296,56.704,7.79,240,0.875,bicubic,-53.233,-50.858,-42 -tf_mixnet_l,25.438,74.562,42.530,57.470,7.33,224,0.875,bicubic,-53.338,-51.472,-45 -res2next50,25.406,74.594,42.520,57.480,24.67,224,0.875,bilinear,-52.830,-51.386,-26 -legacy_seresnet101,25.332,74.668,42.823,57.177,49.33,224,0.875,bilinear,-53.048,-51.439,-31 -dla102,25.326,74.674,43.811,56.189,33.27,224,0.875,bilinear,-52.704,-50.141,-23 -selecsls60b,25.316,74.684,43.575,56.425,32.77,224,0.875,bicubic,-53.094,-50.603,-34 -resnest14d,25.312,74.688,44.106,55.894,10.61,224,0.875,bilinear,-50.202,-48.412,+26 -legacy_seresnext50_32x4d,25.227,74.772,41.962,58.038,27.56,224,0.875,bilinear,-53.857,-52.472,-62 -res2net50_48w_2s,25.019,74.981,42.219,57.781,25.29,224,0.875,bilinear,-52.515,-51.341,-10 -efficientnet_b0,25.017,74.983,42.797,57.203,5.29,224,0.875,bicubic,-52.689,-50.725,-17 -gluon_resnet34_v1b,24.931,75.069,42.253,57.747,21.80,224,0.875,bicubic,-49.657,-49.743,+37 -dla60,24.931,75.069,43.310,56.690,22.04,224,0.875,bilinear,-52.105,-50.014,+2 -mobilenetv2_120d,24.927,75.073,43.054,56.946,5.83,224,0.875,bicubic,-52.351,-50.456,-6 -regnety_016,24.801,75.199,42.620,57.380,11.20,224,0.875,bicubic,-53.067,-51.106,-25 -tf_efficientnet_em,24.549,75.451,42.418,57.582,6.90,240,0.882,bicubic,-54.163,-51.910,-57 -tf_efficientnet_lite2,24.532,75.468,42.247,57.753,6.09,260,0.890,bicubic,-52.950,-51.501,-16 -regnetx_016,24.498,75.502,42.520,57.480,9.19,224,0.875,bicubic,-52.448,-50.906,-2 -skresnet18,24.483,75.517,42.544,57.456,11.96,224,0.875,bicubic,-48.543,-48.628,+38 -tf_efficientnet_lite0,24.396,75.604,42.485,57.515,4.65,224,0.875,bicubic,-50.436,-49.689,+25 -resnetv2_50x1_bitm,24.227,75.773,43.477,56.523,25.55,480,1.000,bilinear,-55.965,-52.153,-118 -tv_resnet50,24.078,75.922,41.329,58.671,25.56,224,0.875,bilinear,-52.080,-51.549,+5 -legacy_seresnet34,24.033,75.967,41.905,58.095,21.96,224,0.875,bilinear,-50.757,-50.221,+23 -resnet18d,23.927,76.073,42.302,57.698,11.71,224,0.875,bicubic,-48.347,-48.386,+38 -efficientnet_lite0,23.919,76.081,42.105,57.895,4.65,224,0.875,bicubic,-51.583,-50.409,+11 -tf_efficientnet_es,23.830,76.170,41.325,58.675,5.44,224,0.875,bicubic,-53.454,-52.279,-19 -tv_densenet121,23.824,76.176,41.925,58.075,7.98,224,0.875,bicubic,-50.918,-50.229,+20 -mobilenetv2_140,23.701,76.299,41.492,58.508,6.11,224,0.875,bicubic,-52.811,-51.506,-5 -dla34,23.701,76.299,41.547,58.453,15.74,224,0.875,bilinear,-50.923,-50.515,+21 -mixnet_m,23.697,76.303,41.160,58.840,5.01,224,0.875,bicubic,-53.577,-52.262,-21 -legacy_seresnet50,23.648,76.353,40.103,59.897,28.09,224,0.875,bilinear,-53.989,-53.641,-36 -ese_vovnet19b_dw,23.543,76.457,41.282,58.718,6.54,224,0.875,bicubic,-53.275,-51.996,-13 -tf_mixnet_m,23.504,76.496,40.993,59.007,5.01,224,0.875,bicubic,-53.452,-52.171,-18 -tv_resnet34,23.496,76.504,41.406,58.594,21.80,224,0.875,bilinear,-49.808,-50.018,+21 -selecsls42b,23.394,76.606,40.665,59.335,32.46,224,0.875,bicubic,-53.790,-52.723,-25 -mobilenetv2_110d,23.072,76.928,40.738,59.262,4.52,224,0.875,bicubic,-51.976,-51.452,+8 -mobilenetv3_large_100,22.653,77.347,40.787,59.213,5.48,224,0.875,bicubic,-53.121,-51.751,-7 -mobilenetv3_rw,22.632,77.368,40.408,59.592,5.48,224,0.875,bicubic,-52.988,-52.304,-6 -tf_mobilenetv3_large_100,22.567,77.433,39.751,60.249,5.48,224,0.875,bilinear,-52.943,-52.859,-4 -hrnet_w18_small_v2,22.355,77.645,39.897,60.103,15.60,224,0.875,bilinear,-52.754,-52.515,+1 -regnety_008,22.117,77.883,38.926,61.074,6.26,224,0.875,bicubic,-54.203,-54.142,-16 -seresnext26t_32x4d,22.017,77.984,38.588,61.412,16.82,224,0.875,bicubic,-55.971,-55.144,-55 -seresnext26tn_32x4d,22.007,77.993,38.505,61.495,16.81,224,0.875,bicubic,-55.979,-55.239,-55 -regnety_006,21.975,78.025,38.961,61.039,6.06,224,0.875,bicubic,-53.293,-53.569,-5 -regnetx_008,21.960,78.040,38.934,61.066,7.26,224,0.875,bicubic,-53.092,-53.408,-2 -resnet26d,21.932,78.068,38.641,61.359,16.01,224,0.875,bicubic,-54.756,-54.505,-25 -semnasnet_100,21.907,78.094,38.604,61.396,3.89,224,0.875,bicubic,-53.545,-54.006,-10 -regnetx_006,21.738,78.263,38.928,61.072,6.20,224,0.875,bicubic,-52.106,-52.750,+5 -gluon_resnet18_v1b,21.549,78.451,38.881,61.119,11.69,224,0.875,bicubic,-49.289,-50.877,+16 -fbnetc_100,21.504,78.496,38.150,61.850,5.57,224,0.875,bilinear,-53.612,-54.224,-10 -mnasnet_100,21.360,78.640,37.723,62.277,4.38,224,0.875,bicubic,-53.310,-54.379,-3 -resnet26,21.295,78.705,38.036,61.964,16.00,224,0.875,bicubic,-53.995,-54.530,-14 -ssl_resnet18,21.293,78.707,39.138,60.862,11.69,224,0.875,bilinear,-51.323,-52.278,+6 -seresnext26d_32x4d,21.290,78.710,37.326,62.674,16.81,224,0.875,bicubic,-56.296,-56.282,-57 -mixnet_s,21.272,78.728,38.207,61.793,4.13,224,0.875,bicubic,-54.722,-54.583,-27 -legacy_seresnext26_32x4d,21.075,78.925,37.633,62.367,16.79,224,0.875,bicubic,-56.031,-55.675,-44 -regnetx_004,20.908,79.092,37.566,62.434,5.16,224,0.875,bicubic,-51.486,-53.252,+3 -spnasnet_100,20.851,79.149,37.910,62.090,4.42,224,0.875,bilinear,-53.229,-53.910,-7 -legacy_seresnet18,20.800,79.200,37.621,62.379,11.78,224,0.875,bicubic,-50.936,-52.721,+5 -mobilenetv2_100,20.777,79.223,37.788,62.212,3.50,224,0.875,bicubic,-52.173,-53.214,-2 -tf_mixnet_s,20.470,79.530,36.641,63.359,4.13,224,0.875,bicubic,-55.212,-55.997,-30 -regnety_004,20.429,79.571,37.032,62.968,4.34,224,0.875,bicubic,-53.589,-54.732,-10 -hrnet_w18_small,20.370,79.630,37.093,62.907,13.19,224,0.875,bilinear,-51.966,-53.591,-2 -tf_mobilenetv3_large_075,20.362,79.638,36.768,63.232,3.99,224,0.875,bilinear,-53.086,-54.574,-10 -resnet18,20.234,79.766,37.265,62.735,11.69,224,0.875,bilinear,-49.508,-51.821,+2 -tf_mobilenetv3_large_minimal_100,20.122,79.878,36.902,63.098,3.92,224,0.875,bilinear,-52.122,-53.734,-3 -regnety_002,17.448,82.552,32.437,67.563,3.16,224,0.875,bicubic,-52.830,-57.109,-1 -regnetx_002,16.964,83.036,32.233,67.767,2.68,224,0.875,bicubic,-51.790,-56.327,0 -dla60x_c,16.322,83.678,31.775,68.225,1.32,224,0.875,bilinear,-51.590,-56.643,+1 -tf_mobilenetv3_small_100,16.224,83.776,31.237,68.763,2.54,224,0.875,bilinear,-51.698,-56.439,-1 -tf_mobilenetv3_small_075,14.940,85.060,29.594,70.406,2.04,224,0.875,bilinear,-50.784,-56.540,+1 -dla46_c,14.675,85.325,29.372,70.628,1.30,224,0.875,bilinear,-50.195,-56.922,+1 -dla46x_c,14.384,85.616,29.193,70.807,1.07,224,0.875,bilinear,-51.592,-57.795,-2 -tf_mobilenetv3_small_minimal_100,13.985,86.015,27.992,72.008,2.04,224,0.875,bilinear,-48.925,-56.252,0 -inception_v4,1.401,98.599,9.012,90.988,42.68,299,0.875,bicubic,+0.393,-7.842,0 -inception_resnet_v2,1.358,98.642,9.460,90.540,55.85,299,0.897,bicubic,+0.408,-7.834,+2 -ens_adv_inception_resnet_v2,1.342,98.658,9.768,90.232,55.85,299,0.897,bicubic,+0.344,-7.556,-1 -pnasnet5large,1.340,98.660,10.216,89.784,86.06,331,0.911,bicubic,+0.356,-8.360,-1 +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